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Tech

Tech Articles from a wide variety of topics and categories
A warning for WhatsApp users: cybercriminals have discovered an alarmingly simple way to access a user’s conversations in real time by manipulating the app’s device pairing or linking routine.
Termed ‘GhostPairing’ by researchers at security company Gen Digital (owner of Norton, Avast, Avira, and AVG), no passwords or account details are needed to execute the attack, which was recently detected in Czechia.
All the attacker has to do is persuade a user to click on a malicious link sent to them as a WhatsApp message purporting to reveal a Facebook photo.
In the most common variant of the attack, this throws up a fake page which asks the user to verify themselves by entering their mobile number. This number is then forwarded by the attackers to WhatsApp to initiate the ‘link device via phone number’ feature which adds new devices to an account.
WhatsApp generates an 8-digit pairing code, which is intercepted and forwarded to the user. The user, who sees a new pairing prompt in WhatsApp, enters this code to confirm the pairing. Unfortunately, this adds the attacker’s browser session as a ‘trusted device.’
Unless the user becomes suspicious, it’s game over: the attacker now has full access to their account, messages, and message history, as well as the ability to view messages as they are sent and received.
“After their device is linked, the attacker does not need to exploit anything else. They have the same capabilities that any user has when connecting WhatsApp Web on their own computer,” said Gen Digital’s researchers. “Everything happens inside the boundaries of the feature set that WhatsApp intended.”
Worse, the attackers can also send messages that impersonate the user to spread the campaign to the victim’s contacts and WhatsApp groups.
E2EE bypass
GhostPairing is an example of an attack that exploits one of WhatsApp’s biggest draws: signing up, connecting to other users, and adding up to four additional devices to an account is incredibly convenient. It’s one reason why WhatsApp has become so popular. All users need to join is a phone number, with no username or password to remember.
Another draw is that the app is built on end-to-end encryption (E2EE) privacy in which the private keys used to secure messages are stored on the device itself. This should make it impossible to eavesdrop on private messages without either having physical access to the device or remotely infecting it with malware.
GhostPairing demonstrates that a social engineering attack can bypass this. Interestingly, although still possible, the attack is less practical when asking users to pair via QR codes. That offers some reassurance for users of messaging apps such as Signal, which only allows pairing requests via QR Codes.
Defending WhatsApp
Users can check which devices are paired via WhatsApp via Settings > Linked Devices. A rogue device link will appear here. Despite having access to a user’s WhatsApp account, the attacker can’t revoke their device access, which must be initiated by the primary device. Another tip is to enable two-step PIN verification. This won’t stop the attacker accessing messages but will mean they can’t change the primary email address.
The threat to enterprises is that large numbers of employees use WhatsApp as well as communicating in larger employee discussion groups. The risk is that many of these won’t be documented and will therefore be overlooked by security teams.
The recommendation is to assume that multiple groups do exist and educate users to report suspicious phishing or spam from unknown numbers. The message should be clear: WhatsApp messaging might look private, but the app itself has gaps that attackers can exploit.
GhostPairing comes only weeks after university researchers uncovered a major WhatsApp flaw that allowed them to discover the mobile numbers of the app’s 3.5 billion global user base. Earlier this year, Meta discovered a weakness in the WhatsApp Desktop app that could be used to target Windows users.
And it’s not only WhatsApp; researchers recently uncovered a hack affecting the company that created a modified version of Signal for use by senior US politicians.
View the full article
A warning for WhatsApp users: cybercriminals have discovered an alarmingly simple way to access a user’s conversations in real time by manipulating the app’s device pairing or linking routine.
Termed ‘GhostPairing’ by researchers at security company Gen Digital (owner of Norton, Avast, Avira, and AVG), no passwords or account details are needed to execute the attack, which was recently detected in Czechia.
All the attacker has to do is persuade a user to click on a malicious link sent to them as a WhatsApp message purporting to reveal a Facebook photo.
In the most common variant of the attack, this throws up a fake page which asks the user to verify themselves by entering their mobile number. This number is then forwarded by the attackers to WhatsApp to initiate the ‘link device via phone number’ feature which adds new devices to an account.
WhatsApp generates an 8-digit pairing code, which is intercepted and forwarded to the user. The user, who sees a new pairing prompt in WhatsApp, enters this code to confirm the pairing. Unfortunately, this adds the attacker’s browser session as a ‘trusted device.’
Unless the user becomes suspicious, it’s game over: the attacker now has full access to their account, messages, and message history, as well as the ability to view messages as they are sent and received.
“After their device is linked, the attacker does not need to exploit anything else. They have the same capabilities that any user has when connecting WhatsApp Web on their own computer,” said Gen Digital’s researchers. “Everything happens inside the boundaries of the feature set that WhatsApp intended.”
Worse, the attackers can also send messages that impersonate the user to spread the campaign to the victim’s contacts and WhatsApp groups.
E2EE bypass
GhostPairing is an example of an attack that exploits one of WhatsApp’s biggest draws: signing up, connecting to other users, and adding up to four additional devices to an account is incredibly convenient. It’s one reason why WhatsApp has become so popular. All users need to join is a phone number, with no username or password to remember.
Another draw is that the app is built on end-to-end encryption (E2EE) privacy in which the private keys used to secure messages are stored on the device itself. This should make it impossible to eavesdrop on private messages without either having physical access to the device or remotely infecting it with malware.
GhostPairing demonstrates that a social engineering attack can bypass this. Interestingly, although still possible, the attack is less practical when asking users to pair via QR codes. That offers some reassurance for users of messaging apps such as Signal, which only allows pairing requests via QR Codes.
Defending WhatsApp
Users can check which devices are paired via WhatsApp via Settings > Linked Devices. A rogue device link will appear here. Despite having access to a user’s WhatsApp account, the attacker can’t revoke their device access, which must be initiated by the primary device. Another tip is to enable two-step PIN verification. This won’t stop the attacker accessing messages but will mean they can’t change the primary email address.
The threat to enterprises is that large numbers of employees use WhatsApp as well as communicating in larger employee discussion groups. The risk is that many of these won’t be documented and will therefore be overlooked by security teams.
The recommendation is to assume that multiple groups do exist and educate users to report suspicious phishing or spam from unknown numbers. The message should be clear: WhatsApp messaging might look private, but the app itself has gaps that attackers can exploit.
GhostPairing comes only weeks after university researchers uncovered a major WhatsApp flaw that allowed them to discover the mobile numbers of the app’s 3.5 billion global user base. Earlier this year, Meta discovered a weakness in the WhatsApp Desktop app that could be used to target Windows users.
And it’s not only WhatsApp; researchers recently uncovered a hack affecting the company that created a modified version of Signal for use by senior US politicians.

View the full article
A previously undocumented China-aligned threat cluster dubbed LongNosedGoblin has been attributed to a series of cyber attacks targeting governmental entities in Southeast Asia and Japan. The end goal of these attacks is cyber espionage, Slovak cybersecurity company ESET said in a report published today. The threat activity cluster has been assessed to be active since at least September 2023. "View the full article
Apple in macOS Tahoe 26.2 introduced Edge Light, a clever new feature that turns your Mac's display into a virtual ring light during video calls. Instead of fumbling with external lighting equipment, your Mac can now illuminate your face automatically when you're sitting in a dark room.


Basically, Edge Light adds a soft glow around the edges of your display to brighten your face during video conferences. But it's far from just a simple screen border effect. Edge Light uses your Mac's Neural Engine to analyze your face, size, and position in the frame to deliver accurate lighting, while the Image Signal Processor fine-tunes brightness to match your environment.

The feature is even aware enough to know when your cursor approaches the display edge. When it does, Edge Light automatically recedes, allowing you to still access on-screen content without it interfering.

What You'll Need

Edge Light works on any Mac with Apple silicon (M1 or later). It's compatible with all video conferencing apps and even extends to external cameras and the Apple Studio Display when connected to an Apple silicon Mac.

How to Turn On Edge Light

Once you've updated to macOS Tahoe 26.2 or later, enabling Edge Light takes just a couple of clicks:
Open a supporting video call app (FaceTime, Zoom, or WebEx, for example).
Click the green video conferencing menu bar item at the top of your screen.
Select Edge Light from the drop-down menu.

To adjust the lighting intensity and color temperature, click the down chevron next to Edge Light. You'll see two sliders that let you customize the brightness and warmth of the effect to suit your preferences.

If you own a Mac released in 2024 or later, you can turn on automatic Edge Light activation. Once enabled, your Mac will detect when you're in a dimly lit environment and turn the feature on without any manual input. Simply look for the automatic toggle in the video call dropdown menu, immediately below the expanded Edge Light options.Tag: FaceTime
This article, "Use Edge Light for Better Video Calls in macOS" first appeared on MacRumors.com

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While it appears that the iMac will not be updated in 2025, rumors indicate that Apple is planning some big changes for the all-in-one desktop computer.


Below, we recap what has been rumored for the iMac over the next two to three years.

Current Model: M4 Chip

As a refresher, Apple last updated the 24-inch iMac in October 2024. Key upgrades included the M4 chip, up to 32GB of RAM, a 12-megapixel Center Stage camera, a nano-texture display option, Thunderbolt 4 ports, and new color options.

The overall design of the iMac has not changed since April 2021.

Next Model: M5 Chip

Apple will likely update the iMac with an M5 chip next year, but no other changes have been rumored yet, so expect a spec bump for now.

If the iMac receives some of the upgrades that the 14-inch MacBook Pro with the M5 chip did, the next iMac could be available with up to 4TB of storage (up from 2TB), and up to 2× faster SSD performance compared to the previous model.

iMac Pro With M5 Max Chip?

Earlier this year, Apple accidentally released a macOS kernel debug kit that contained internal product codenames, including for what appears to be an iMac with an M5 Max chip. It is unclear if the 24-inch iMac would be updated with M5 and M5 Max chips simultaneously next year, or if Apple plans to re-release a separate, higher-end iMac Pro with the M5 Max. The previous Intel-based iMac Pro was discontinued in March 2021.

32-Inch iMac?

It has been nearly four years since Apple discontinued the 27-inch iMac, as part of its move away from Intel processors. Since then, the 24-inch iMac has been Apple's only all-in-one desktop computer, with no larger model available.

In October 2023, Apple supply chain analyst Ming-Chi Kuo predicted that a higher-end 32-inch iMac with mini-LED backlighting would be released in 2025, but it appears that rumor was wrong given that the year is nearly over. Kuo has not commented on a larger iMac in a long time, so it is unclear if Apple plans to release such a product.

In November 2023, Apple announced that it had no plans to release a new version of the 27-inch iMac with an Apple silicon chip at that time. Instead, Apple recommended pairing its standalone Studio Display with a Mac Studio or Mac mini. Perhaps this was Apple ruling out a larger iMac entirely, but only time will tell, and decisions can change.

Wishful thinking: a 32-inch iMac Pro with an M5 Max chip and mini-LED backlighting.

OLED Display

South Korean publication The Elec this week reported that Apple is planning to release a 24-inch iMac with an OLED display in 2027 or 2028.

The primary benefit of OLED technology compared to the current iMac's LCD is better overall image quality, with higher contrast ratio and deeper blacks.

Like the iPad Pro, the iMac could go from LCD to mini-LED to OLED over the years.

Bookmark our iMac roundup to stay up to date with the latest rumors.Related Roundup: iMacBuyer's Guide: iMac (Caution)Related Forum: iMac
This article, "iMac Rumor Recap: OLED Display, M5 Max, 32-Inch Model, and More" first appeared on MacRumors.com

Discuss this article in our forums

View the full article
Ask any chief information security officer (CISO) what keeps them up at night and you’ll likely get a familiar list of persistent threats: ransomware, AI-enabled nation-state actors and in-the-wild exploitation of vulnerabilities hiding in an ever-expanding digital footprint. For years, the role has been defined by a state of constant vigilance, a reactive posture against an unending siege.
In nearly every conversation I now have with CISOs, I ask them what they would do if they could reclaim 25% of their time. What I hear aren’t wishes for more tropical vacations. Instead, the responses form a new bucket list focused on innovation and transformation.
Energized by AI’s power and potential, CISOs are creating lists that paint a picture of a new-normal state for security that is proactive, deeply human-centric and autonomous. This isn’t about adding another blinking box to the security stack; it’s a practical — and at times profound — roadmap for re-engineering the very function of security. It’s about fundamentally shifting the paradigm of how security creates value, moving from a cost center to an innovation center that truly enables the business.
Based on my conversations, here are the top three themes that characterize the innovative CISO’s new collective bucket list.
From tactical debt to strategic foresight
Before a CISO can focus on the horizon, they must first solidify the ground beneath their feet. The first theme on every CISO’s list is the desire to build a foundation of excellence that enables truly proactive strategy. This starts with clearing out the tactical debt that consumes so much time. Leaders are eager to finally tackle housekeeping — tying up the 10% of projects left at 90% completion.
In security, that last 10% is far from insignificant. It comprises unpatched systems, misconfigured or neglected cloud assets, and other open doors that attackers could walk right through. These incomplete projects represent not only a persistent security gap but also a significant waste of budget and resources that CISOs are desperate to reclaim.
This foundational work extends to the entire ecosystem. Leaders want the time to analyze all vendor assessments methodically. In an age of interconnected APIs and third-party dependencies, a CISO’s defense is only as strong as its weakest vendor. They are constantly thinking about the next Log4j scenario and know that without a proper handle on supply-chain risk, their entire strategy rests on a house of cards.
Finally, clearing the decks means nailing every last plan of action and milestone (POAM) from their audits. This goes beyond simple box-checking to demonstrating institutional integrity. It proves to the board and to regulators that security is a mature, accountable and continuous process, not just a perpetual game of whack-a-mole played in the wake of a bad report.
By clearing the decks and closing existing gaps, they can shift their focus to the bigger picture: preventative security that stops attacks before they happen. This foundational excellence gives them the credibility and mental space to devote crucial time to the calculus of risk; for example, analyzing whether faster detection capabilities allow them to adjust or dial back specific preventive controls.
It also enables more effective strategic communication with the board, framed in the language of business acceptance and risk tolerance.
Building a unified, integrated defense
The second major bucket list theme is breaking down the silos that perpetually plague security organizations. Application security (AppSec), cloud security (CloudSec) and governance, risk and compliance (GRC) groups all work from different spreadsheets and tools and often with different objectives. This model is inefficient, expensive and leaves massive gaps for attackers to exploit.
CISOs aim to develop innovative processes and solutions that integrate disparate teams. As one leader eloquently described it to me, the ultimate goal is a “beautiful web of automations.” For example, this means automating control evidence across all security tools so that when an auditor requests proof of compliance, it’s generated in seconds — not through a three-week fire drill that diverts 10 analysts from their primary responsibilities.
It’s a vision that allows all security functions to work together seamlessly, with AI correlating data from all sources to provide a single, unified picture of risk.
This integration extends beyond the security team itself. A key priority is bringing “the harmony of security into legal” from a privacy perspective and deeply embedding compliance into security engineering. In a world of GDPR, CCPA and a patchwork of other regulations, privacy is no longer just a legal concern: it’s a core security and engineering challenge. The CISOs want to partner with their general counsels to embed privacy-by-design into the development life cycle, rather than just react to data breaches or privacy requests.
This vision is also pragmatic. CISOs are tired of shelfware — the expensive, complex tools their teams are too busy to deploy correctly. Their list includes time for strategic problem-solving: digging into their existing platforms to find creative ways to up their game, rather than just chasing the next silver-bullet solution. It’s about creative engineering to build an environment that, as one CISO told me, “just works.”
Security as a human-led business enabler
Finally, the CISO bucket list is profoundly human. This begins with a profound shift in mindset, from being a gatekeeper to being a partner. Their ultimate objective is business enablement through effective risk management, freeing leaders from being dragged into operational tasks and allowing them to function as true C-suite peers. This requires investing time in understanding the business by sitting with product managers, joining sales calls and learning what drives revenue.
While AI can automate tasks, it cannot build trust. CISOs are adamant about carving out time for human engagement — building relationships with partners, mentoring associates and collaborating with fellow executives. This is the irreplaceable human work that creates the political capital and cross-functional alignment needed to drive real change.
This human-centric view is also the key to solving security’s most persistent challenge: the talent gap. The bucket list is filled with a passionate desire to invest in people. Internally, this means doubling down on talent that can grow and innovate. CISOs want to provide their team members with the time and budget to obtain the desired education credits and the space for genuine innovation. This isn’t just a nice-to-have; it’s a critical retention strategy. It’s how they keep their top analysts from burning out due to alert fatigue and empower them to solve the company’s most unique and challenging problems.
Externally, this passion extends to giving back to the community, engaging with middle and high schools to cultivate the next generation of defenders and solving the talent pipeline problem at its root.
By fostering an environment of learning and innovation, CISOs empower their people to achieve the final — and perhaps most important — item on their bucket list: the time to break and reinvent the inefficient security processes they have all observed and been forced to live with throughout their careers.
The future is human-led and AI-powered
Taken together, these bucket list themes paint a clear picture of the future of security leadership. It’s a future where CISOs are no longer just the chief defenders, but strategic business partners who cultivate resilience and enable innovation. Achieving this vision means shifting from chasing alerts to anticipating threats, empowering security professionals to do their most meaningful work and leveraging AI not to replace human expertise, but to amplify it.
The goal is to build a security function that is as intelligent, adaptive and creative as the humans at its core. That is the future we should all strive for.

This article is published as part of the Foundry Expert Contributor Network.
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Hewlett Packard Enterprise (HPE) has resolved a maximum-severity security flaw in OneView Software that, if successfully exploited, could result in remote code execution. The critical vulnerability, assigned the CVE identifier CVE-2025-37164, carries a CVSS score of 10.0. HPE OneView is an IT infrastructure management software that streamlines IT operations and controls all systems via aView the full article
It's getting more and more difficult to find good deals with guaranteed Christmas delivery, but today Amazon has a match of the record low price on the AirPods Pro 3, as well as delivery before December 25. There's also a solid discount on the AirPods 4 on Amazon, but holiday delivery dates are slipping into late December for that one.

Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running.

Apple's AirPods Pro 3 have hit $199.00 today on Amazon, down from $249.00. This is a match of the all-time low price on the AirPods Pro 3, and it beats the Black Friday price we saw last month by about $20.

$50 OFFAirPods Pro 3 for $199.00

Secondly, you can get the AirPods 4 without ANC for $74.00, down from $129.00. This is a solid second-best price on this model, and just $5 away from the all-time low price we saw during Black Friday.

If you're on the hunt for more discounts, be sure to visit our Apple Deals roundup where we recap the best Apple-related bargains of the past week.

Update: Stock on the AirPods 4 has been fluctuating all morning, but the $74.00 discount may return soon. If it does we will update this article again.



Deals Newsletter

Interested in hearing more about the best deals you can find this holiday season? Sign up for our Deals Newsletter and we'll keep you updated so you don't miss the biggest deals of the season!




Related Roundup: Apple Deals
This article, "Get the AirPods Pro 3 for $199 on Amazon With Christmas Delivery" first appeared on MacRumors.com

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giragraphic – shutterstock.com
Cybernews berichtete kürzlich, dass Forscher auf eine ungesicherte MongoDB-Datenbank mit 16 Terabyte Umfang gestoßen sind. Demnach waren dadurch rund 4,3 Milliarden personen- und berufsbezogene Datensätze offengelegt.
Welche Informationen befinden sich in den Datensätzen?
Das Forscherteam fand insgesamt neun Datenbank-Sammlungen. Mindestens drei dieser Sammlungen enthielten personenbezogene Daten. Dazu zählen:
vollständige Namen, E-Mail-Adressen und Telefonnummern, LinkedIn-URLs und Profilnamen, Berufsbezeichnungen, Angaben zu Arbeitgebern und dem beruflichen Werdegang, Ausbildung, Abschlüsse, Zertifizierungen Standortdaten, Sprachen, Fähigkeiten, Funktionen, Social-Media-Konten, sowie Bild-URLs (eindeutige Profile). Laut Cybernews deutetet die Datenbankstruktur darauf hin, dass die Datenbank mittels LinkedIn-Scraping erstellt wurde. Es sei schwierig, das Alter der LinkedIn-Daten zu bestimmen, heißt es im Forschungsbericht. Zeitstempel würden zeigen, dass die Datensätze im Jahr 2025 erfasst oder aktualisiert wurden.
Die Forscher vermuten allerdings, dass einige Daten bereits einige Jahre alt sein könnten. Möglicherweise stammen sie aus großen LinkedIn-Leaks. Bereits im Jahr 2021 behaupteten Cyberkriminelle, an Hunderte Millionen LinkedIn-Datensätze gelangt zu sein.
Bisher ist unklar, wem die Datenbank gehört. Cybernews zufolge gibt es jedoch Hinweise auf ein Unternehmen im Bereich Lead-Generierung. Wie lange die Datenbank öffentlich zugänglich war, ist ebenfalls nicht bekannt. Der Betreiber hat sie erst zwei Tage, nachdem die Forscher das Leck am 25. November 2025 entdeckten, abgesichert.
Warum ist das Datenleck gefährlich?
Cybernews weist darauf hin, dass solch große Kontaktdatenbanken Unternehmen zwar viel Zeit sparen können, aber auch ein großes Sicherheitsrisiko bergen: „Wenn sie ungeschützt bleiben, kann ein einziger offengelegter Datensatz die Privatsphäre von Millionen von Nutzern gefährden.“
Ungesicherte Datenbanken mit personen- und unternehmensbezogenen Informationen sind ein attraktives Ziel für Cyberangreifer, um gezielte Phishing-Attacken zu starten. Zudem könnten sie CEOs aus den Datensätzen auswählen und Betrugsangriffe durchführen. Darüber hinaus lassen sich die persönlichen Mitarbeiterdaten für gezielte Social-Engineering-Angriffe nutzen.
View the full article
giragraphic – shutterstock.com
Cybernews berichtete kürzlich, dass Forscher auf eine ungesicherte MongoDB-Datenbank mit 16 Terabyte Umfang gestoßen sind. Demnach waren dadurch rund 4,3 Milliarden personen- und berufsbezogene Datensätze offengelegt.
Welche Informationen befinden sich in den Datensätzen?
Das Forscherteam fand insgesamt neun Datenbank-Sammlungen. Mindestens drei dieser Sammlungen enthielten personenbezogene Daten. Dazu zählen:
vollständige Namen, E-Mail-Adressen und Telefonnummern, LinkedIn-URLs und Profilnamen, Berufsbezeichnungen, Angaben zu Arbeitgebern und dem beruflichen Werdegang, Ausbildung, Abschlüsse, Zertifizierungen Standortdaten, Sprachen, Fähigkeiten, Funktionen, Social-Media-Konten, sowie Bild-URLs (eindeutige Profile). Laut Cybernews deutetet die Datenbankstruktur darauf hin, dass die Datenbank mittels LinkedIn-Scraping erstellt wurde. Es sei schwierig, das Alter der LinkedIn-Daten zu bestimmen, heißt es im Forschungsbericht. Zeitstempel würden zeigen, dass die Datensätze im Jahr 2025 erfasst oder aktualisiert wurden.
Die Forscher vermuten allerdings, dass einige Daten bereits einige Jahre alt sein könnten. Möglicherweise stammen sie aus großen LinkedIn-Leaks. Bereits im Jahr 2021 behaupteten Cyberkriminelle, an Hunderte Millionen LinkedIn-Datensätze gelangt zu sein.
Bisher ist unklar, wem die Datenbank gehört. Cybernews zufolge gibt es jedoch Hinweise auf ein Unternehmen im Bereich Lead-Generierung. Wie lange die Datenbank öffentlich zugänglich war, ist ebenfalls nicht bekannt. Der Betreiber hat sie erst zwei Tage, nachdem die Forscher das Leck am 25. November 2025 entdeckten, abgesichert.
Warum ist das Datenleck gefährlich?
Cybernews weist darauf hin, dass solch große Kontaktdatenbanken Unternehmen zwar viel Zeit sparen können, aber auch ein großes Sicherheitsrisiko bergen: „Wenn sie ungeschützt bleiben, kann ein einziger offengelegter Datensatz die Privatsphäre von Millionen von Nutzern gefährden.“
Ungesicherte Datenbanken mit personen- und unternehmensbezogenen Informationen sind ein attraktives Ziel für Cyberangreifer, um gezielte Phishing-Attacken zu starten. Zudem könnten sie CEOs aus den Datensätzen auswählen und Betrugsangriffe durchführen. Darüber hinaus lassen sich die persönlichen Mitarbeiterdaten für gezielte Social-Engineering-Angriffe nutzen.
View the full article
Apple's highly anticipated foldable iPhone could face supply shortages into 2027 despite a planned launch next year, according to analyst Ming-Chi Kuo.


Kuo said in a new research note:
The warning suggests Apple's ambitious foldable device will face manufacturing hurdles when it enters mass production. Foxconn was expected to begin limited production of the device before the end of this year, but a dearth of reports on that front could potentially mean that the "iPhone Fold" is still in the engineering validation stage.

Kuo's forecast of production challenges is reminiscent of concerns previously raised by Mizuho Securities, which suggested the launch could slip to 2027 if Apple takes longer to finalize design elements like the hinge mechanism. For his part, Kuo appears to be saying that Apple is still on course to announce the device in the fall of 2026, but it could end up shipping the device in large volumes later than planned.
iPhone Fold: Launch, Pricing, and What to Expect From Apple's Foldable
The foldable iPhone is expected to feature a book-style design with an approximately 5.3- to 5.5-inch outer display and a 7.8-inch inner screen. It will reportedly use liquid metal hinges to achieve a virtually crease-free display and is expected to be priced between $2,000 and $2,500, making it Apple's most expensive iPhone ever.Tags: Foldable iPhone, Ming-Chi Kuo
This article, "Kuo: iPhone Fold Production Challenges Could Limit Supply Next Year" first appeared on MacRumors.com

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This week’s ThreatsDay Bulletin tracks how attackers keep reshaping old tools and finding new angles in familiar systems. Small changes in tactics are stacking up fast, and each one hints at where the next big breach could come from. From shifting infrastructures to clever social hooks, the week’s activity shows just how fluid the threat landscape has become. Here’s the full rundown of whatView the full article
Threat actors with ties to the Democratic People's Republic of Korea (DPRK or North Korea) have been instrumental in driving a surge in global cryptocurrency theft in 2025, accounting for at least $2.02 billion out of more than $3.4 billion stolen from January through early December. The figure represents a 51% increase year-over-year and $681 million more than 2024, when the threat actors stoleView the full article
Human-in-the-loop (HITL) safeguards that AI agents rely on can be subverted, allowing attackers to weaponize them to run malicious code, new research from CheckMarx shows.
HITL dialogs are a safety backstop (a final “are you sure?”) that the agents run before executing sensitive actions like running code, modifying files, or touching system resources.
Checkmarx researchers described it as an HITL dialog forging technique they’re calling Lies-in-the-Loop (LITL), where malicious instructions are embedded into AI prompts in ways that mislead users reviewing approval dialogs.
The research findings reveal that keeping a human in the loop is not enough to neutralize prompt-level abuse. Once users can’t reliably trust what they’re being asked to approve, HITL stops being a guardrail and becomes an attack surface.
“The Lies-in-the-Loop (LITL) attack exploits the trust users place in these approval dialogs,” CheckMarx researchers said in a blog post. “By manipulating what the dialog displays, attackers turn the safeguard into a weapon — once the prompt looks safe, users approve it without question.”
Dialog forging turns oversight into an attack primitive
The problem stems from how AI systems present confirmation dialogs to users. HITL workflows typically summarize the action an AI agent wants to perform, expecting the human reviewer to spot anything suspicious before clicking approve.
CheckMarx demonstrated that attackers can manipulate these dialogs by hiding or misrepresenting malicious instructions, like padding payloads with benign-looking text, pushing dangerous commands out of the visible view, or crafting prompts that cause the AI to generate misleading summaries of what will actually execute.
In terminal-style interfaces, especially, long or formatted outputs make this kind of deception easy to miss. Since many AI agents operate with elevated privileges, a single misled approval can translate directly into code execution, running OS commands, file system access, or downstream compromise, according to CheckMarx findings.
Beyond padding or truncation, the researchers also described other dialog-forging techniques that abuse how confirmation is rendered. By leveraging Markdown rendering and layout behaviors, attackers can visually separate benign text from hidden commands or manipulate summaries so the human-visible description isn’t malicious.
“The fact that attackers can theoretically break out of the Markdown syntax used for the HITL dialog, presenting the user with fake UI, can lead to much more sophisticated LITL attacks that can go practically undetected,” the researchers added.
Defensive steps for agents and users
Checkmarx recommended measures primarily for AI agent developers, urging them to treat HITL dialogs as potentially manipulative rather than inherently trustworthy. Recommended steps include constraining how dialogs are rendered, limiting the use of complex UI formatting, and clearly separating human-visible summaries from the underlying actions that will be executed.
The researchers also advised validating approved operations to ensure they match what the user was shown at confirmation time.
For AI users, they noted that agents operating in richer UI environments can make deceptive behavior easier to detect than text-only terminals. “For instance, VS Code extensions provide full Markdown rendering capabilities, whereas terminals typically display content using basic ASCII characters,” they said.
CheckMarx said the issue was disclosed to Anthropic and Microsoft, both of which acknowledged the report but did not classify it as a security vulnerability. Neither company immediately responded to CSO’s request for comments.
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Apple is working on a 24-inch iMac featuring an OLED display, with the aim of completing development as early as 2027, claims a new report out of Korea.


According to The Elec, Apple has sent requests for information to Samsung Display and LG Display regarding development of a 24-inch OLED panel for the iMac. Current 24-inch iMacs use a 4.5K Retina display, which is an LCD panel with LED backlighting.

The specs apparently being discussed include 600 nits of brightness and a pixel density of 218 PPI. If accurate, that would match the current 24-inch iMac's resolution but deliver a 20% brightness boost over the existing 4.5K Retina display's 500-nit maximum, making it equivalent to the brightness of Apple's Studio Display – though that also uses an inferior LCD panel.

OLED display technology benefits from several other advantages beyond brighter screens, such as deeper blacks with higher contrast, improved power efficiency, and other enhancements.

This is the first report we've seen suggesting Apple plans to bring OLED technology to its all-in-one desktop lineup. The company has already committed to OLED displays for future MacBook Pro models, with 14-inch and 16-inch versions expected to enter production next year using Samsung Display's 8th-generation IT OLED manufacturing line. OLED versions of its MacBook Air models are expected to follow.

For the iMac display, both Samsung and LG Display are expected to propose their respective large-format OLED technologies rather than the RGB OLED method Apple traditionally prefers. Samsung would likely pitch its quantum dot OLED panels, while LG Display would offer its white OLED solution. Both manufacturers are reportedly developing 5-stack configurations that add an extra green layer to improve brightness compared to current 4-stack designs.

The report suggests Apple prefers RGB OLED, where light and color generate at the subpixel level, but this technology apparently hasn't yet scaled reliably to the 20-30 inch range needed for desktop displays. Both panel makers are said to be exploring RGB OLED as a longer-term option.

Apple aims to complete iMac OLED panel development by 2027 or 2028, but the finished product could launch after that timeline. A recent but separate report has claimed Apple is developing a high-end iMac featuring the M5 Max chip, but there is currently no indication that OLED is destined for this rumored model. Apple could refresh the 24-inch iMac with an updated M5 chip at some point next year.Related Roundup: iMacTags: OLED, The ElecBuyer's Guide: iMac (Caution)Related Forum: iMac
This article, "Report: Apple Developing 24-Inch OLED iMac With 600 Nits Brightness" first appeared on MacRumors.com

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DevOpsSchool Services help companies work faster and better with modern tools. Businesses struggle with slow software delivery and complex systems. DevOpsSchool Services offer complete solutions from planning to support that make teams more productive.​
These services save time and money while improving software quality. Companies see faster releases and fewer problems. Teams focus on creating value instead of fixing daily issues.
Why Modern Services Matter Today
Software needs to update quickly to stay competitive. Old ways cause delays and mistakes. DevOpsSchool Services bring teams together for smooth work.
They cover everything from code to cloud. This helps small startups and big companies alike. Results show 50% faster delivery and better customer satisfaction.​
Main DevOpsSchool Services List
Here are the main services:
DevOps as a Service: Full setup of pipelines and monitoring DevSecOps as a Service: Safe coding from start to end SRE as a Service: Keep systems running smoothly 24/7 MLOps as a Service: Put AI models into real use AIOps as a Service: Smart tools to find problems fast DataOps as a Service: Clean data flow for better decisions NoOps as a Service: No manual work needed FinOps as a Service: Smart cloud spending GitOps as a Service: Code controls everything Corporate Training: Team skill building Consulting Services: Expert advice for your needs Support Services: Help anytime you need it​ DevOps vs DevSecOps vs SRE Comparison
ServiceBest ForKey FocusTypical ResultsDevOpsSpeedAutomation50% faster releasesDevSecOpsSafetySecurity checks80% less breachesSREReliabilityUptime99.9% availabilityMLOpsAIModel deployment3x faster AI useFinOpsCostsCloud bills30% savings Choose based on your biggest needs.​
How DevOpsSchool Services Work
Each service follows simple steps:
Talk about your problems and goals Plan the right tools and setup Build and test in safe areas Move to live systems carefully Watch and improve daily Train your team to take over Stay supported as you grow This method works for all company sizes.
Hiring Process with DevOpsSchool Services
Simple hiring steps:
Share your team needs Get matched experts Start with small projects Scale to full teams Train your staff Smooth handover Companies save 40% on hiring costs.
DevOpsSchool Platform Excellence
DevOpsSchool leads training worldwide with offices in India, USA, Europe, UAE, UK, Singapore, Australia. They trained 50,000+ from 100+ countries since starting to fix real work problems.
Special features:
Live classes with real experts Practice labs like production Job help with 500+ partners 24/7 chat support Money back if not happy Company training for 1000+ firms Free trial lessons​ From startup first pipelines to enterprise 10,000 node clouds.
Rajesh Kumar Leads Services
Services guided by Rajesh Kumar, DevOpsSchool founder with 20+ years in banking, healthcare, online shops, government work. Started Unix 2000, cloud 2008, Docker 2013, Kubernetes 2016.
Real wins:
Fixed night crashes for billion dollar banks Trained 25,000+ now at Google, Amazon 90% exam pass rate programs 500+ YouTube videos, 2M views Books used in 50+ schools Speaks KubeCon, AWS events Helps startup leaders build clouds Rajesh shares real mistakes like access lockouts or holiday crashes. Students pass exams fast, get top jobs quick.
Service Pricing Overview
Simple plans fit all budgets:
Service TypeHourlyPackage (10 hrs)EnterprisePhone/EmailINR 5KINR 45KCustomLive Online–INR 50KCustomFull Project––Quote All include training and handover.​
Tool Support Coverage
Wide range of tools covered:
Code Tools: Git, GitHub, GitLab, Bitbucket
Build Tools: Maven, Gradle, Jenkins
Package Tools: Nexus, Artifactory, Docker
Config Tools: Ansible, Puppet, Chef
Cloud: AWS, Azure, GCP services
500+ tools supported.
Real Company Results
Success stories from clients:
Bank: Cut release time from weeks to hours Healthcare: 99.99% uptime for patient data Shop: Handle 10x sales without crash Startup: Saved 60% cloud costs first month Measurable business wins.
Getting Started Simple Steps
Easy way to begin:
Email your needs Free 30 min call Get custom plan Start small pilot Scale success Full team training No long contracts needed.
Common Problems Solved
Services fix daily pains:
Slow software updates High cloud bills System crashes Team confusion Security scares 80% problems gone in 3 months.
Training Paths for Teams
Build skills step by step:
Beginner: Basic tools, simple pipelines Intermediate: Cloud, security, monitoring Advanced: GitOps, MLOps, SRE Expert: Multi-cloud, AIOps, FinOps Custom for your team level.
Support Options Available
Help when needed:
TypeSpeedCostPhoneInstantHourlyEmail2 hoursPackageLiveScheduledProject24/7AlwaysEnterprise Round the clock coverage.
Making the Right Choice
Pick services matching needs:
Startups: DevOps + Training Growing: DevSecOps + MLOps Enterprise: SRE + FinOps + GitOps All: Support always included Tailored recommendations free.
Conclusion and Overview
DevOpsSchool Services make software work simple and fast. From basic automation to advanced AI, they cover all needs. Start small, grow big with expert help.
Overview: Full guide to all DevOpsSchool Services with plans, pricing, steps, results, and team training. Perfect for any company size.
Contact Details:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
DevOpsSchool


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Within the past year, artificial intelligence copilots and agents have quietly permeated the SaaS applications businesses use every day. Tools like Zoom, Slack, Microsoft 365, Salesforce, and ServiceNow now come with built-in AI assistants or agent-like features. Virtually every major SaaS vendor has rushed to embed AI into their offerings. The result is an explosion of AI capabilities acrossView the full article
Kubernetes interviewing, hiring and assessments help teams find good container experts. Companies have trouble spotting real Kubernetes skills when people use big words but lack real work experience. kubernetes interviewing, hiring and assessments give simple ways to find engineers who can fix pods, grow clusters, keep 99.9% uptime, and recover from problems in real situations.​
Bad hires waste months learning and cost a lot when services break in production. Good tests find setup problems, security holes, and growth issues before they cause big trouble. Smart teams use real hands-on tests instead of book questions to build strong teams.
Why Kubernetes Skills Matter Now
Containers changed how apps move between test and live systems. Kubernetes became the main tool to run thousands of containers for big companies. Now every cloud team from small startups to huge businesses uses K8s clusters for important work.
Good interviews show who can fix broken pods during busy sales times. Smart hiring picks workers with real experience in team setups, backup plans, and cost savings. Real tests prove they can handle daily cluster work.
Companies with good K8s workers save 40% on running costs and ship features 5x faster.​
Common Kubernetes Interview Problems
Hiring managers make the same mistakes that waste time.
Many ask basic “What is Kubernetes?” questions that get Google answers. Book learning misses who can’t fix real cluster problems. No hands-on tests hide big skill gaps. Skipping security questions lets bad setups into live systems. No growth tests show panic when traffic jumps.
Use simple kubernetes interviewing, hiring and assessments that show real work ability.
Key Kubernetes Skills to Check
Test these daily work skills that show true ability.
Basic Setup: Nodes, pods, deployments, services – when to use each.
Networking: Connection tools, doorways, team rules.
Storage: Disk space, database setups, backups.
Security: User rules, safe settings, secret storage.
Fixing Problems: Logs, events, kubectl commands.
Growing: Auto pod add, cluster size change.
Watching: Charts, alerts, health checks.
Test each with timed real problems.​
Kubernetes Interview Questions Table
Use these tested questions for all levels.
AreaSample QuestionGood Answer ShowsSkill TestedPodsFix pod that ran out of memorySets limits correctlyDaily resource workDeploymentsUpdate stuck halfwayChecks status/historySafe updatesServicesWhen use each type?Right choicesNetwork basicsSecurityMake view-only userSafe rulesSecurity habitsHelmUpdate app safelyRight commandsApp package skillStorageDisk won’t work – fixFinds storage problemDatabase workGrowthCPU slow in busy timeAuto growth setupSpeed fixesSecurity CheckFind bad imagesScan tools usedSafe builds Easy for new hires, hard for seniors.​
Hands-On Test Plan
Use real work tests instead of paper questions.
Run Sample App: Web server with copies. Grow & Update: Auto grow + safe change. Network Test: Web door with safe connection. Database Test: Long-running app with disk. Fix Broken: Kill pod, make it work again. Lock Down: Team rules + user limits. Backup Test: Save and restore data. Auto Deploy: From code to live. 90 minutes. Score on finish + good habits.
Kubernetes Hiring Steps
Simple path from paper to job offer.
Check Resumes: Must show kubectl work. Quick Call: 15 min setup talk. Home Work: Small app setup (4 hours). Live Test: Shared test cluster. Team Check: Work with group. Fit Talk: Team style match. Offer: Good pay + training help. Cuts hiring time by half.
DevOpsSchool Kubernetes Training
DevOpsSchool leads Kubernetes classes worldwide with offices in India, USA, Europe, UAE, UK, Singapore, and Australia. Founded to solve real industry problems, they’ve trained over 50,000 professionals from 100+ countries. Their platform offers live classes, recorded videos, lab practice, job help, and certification support.
Why DevOpsSchool stands out:
Real production-like labs matching AWS EKS, Azure AKS, Google GKE Lifetime access to all course materials and updates Job placement help with 500+ hiring partners 24/7 doubt clearing through Slack and forums Money-back guarantee on certification courses Corporate training for 1000+ companies worldwide Free demo classes before enrollment​ They serve startups needing first Kubernetes clusters to enterprises running 10,000+ node clusters.
Rajesh Kumar Teaches Kubernetes
Classes led by Rajesh Kumar, founder of DevOpsSchool with 20+ years experience across banking, healthcare, e-commerce, and government projects. Rajesh started with Unix systems in 2000, moved to cloud in 2008, mastered Docker in 2013, and built his first Kubernetes cluster in 2016.
Rajesh’s real achievements:
Fixed 3AM cluster crashes for banks processing $1B+ daily Trained 25,000+ students who now work at Google, Amazon, Microsoft Built Kubernetes certification training used by 90% pass rate Created 500+ YouTube videos with 2M+ total views Wrote books on DevOps and Kubernetes used in 50+ universities Speaks at KubeCon, AWS re:Invent, DevOps Days conferences Mentors startup CTOs building cloud platforms Rajesh teaches from personal failures – like the time wrong RBAC locked out entire production, or when bad Helm values crashed 500 pods during Black Friday. His students pass CKA/CKAD first try and land jobs at FAANG companies within 3 months.
Test Scoring Guide
Fair grading stops bad choices.
SkillMax ScoreMust DoWeightApp Run20No stop during changeHighNetwork15Right connectionsHighStorage15Data saved rightMediumSafety15User limits workHighFix Problems20Finds real causeHighAuto Tools10Code to liveMediumNotes10Clear stepsLow 80+ = good hire.
Certs vs Real Work
CertGood ForWeak AtBest WithCKABasic commandsBig design6 months workCKADApp setupDaily runAuto deployCKSSafetyNeeds basics firstUser rulesReal WorkLive fixesHard to checkAny cert Best: Cert + 6 months work.
Warning Signs in Interviews
Skip these people.
Can’t explain pod steps. Deletes pods wrong way. No own code examples. Thinks wrong about deployments. Can’t read kubectl output. No limits set. No package tool use. Ask about last real fix.​
Build Test Systems
Easy setups for fair tests.
Tools:
Local test clusters. Cloud free plans. Balance tools. Storage add-ons. Test Ideas:
Team space rules. Backup check. Split traffic test. Code auto run. Watch setup. Team Growth Plans
Hire right for team size.
Team SizeWho to HireTest FocusClusters per Person1-3All skillsEverything14-10Split rolesSpecial work310+Big plannersMany clusters5 Cost of Bad Hires
Real money loss.
Find fee: $20K Learn time pay: 3 months One crash: $100K/hour Team slow: 6 months fix Total: $250K+ $5K test saves millions.
Good Job Ads
Get right people.
textKubernetes Worker Needed - Ran 50+ node live clusters - Fixed crashes with kubectl - Made custom tools - Network + storage work - Multi cloud Online Interview Tips
Good remote tests.
Use online clusters. Share screen live. Time limits. Team watch. Record check. New Hire Start Plan
Fast to good work.
See live systems. Join team chat. Test bad events. Watch night duty. First code change. Exam money back. Check Hiring Success
Watch these numbers.
Work start: <60 days First fix: <90 days Exam pass: 90% Stay 1 year: 85% Help uptime. Conclusion and Overview
Kubernetes interviewing, hiring and assessments make strong teams. Skip book tests. Use real work proof. Work with DevOpsSchool and Rajesh Kumar for best results.
Overview: Full guide with test plans, scores, steps, start plans, and results check. Perfect for finding good Kubernetes workers.
Contact Details:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
DevOpsSchool


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Cisco has warned that a China-linked hacking group is actively exploiting a previously unknown vulnerability in its Secure Email appliances to gain persistent access, forcing affected organizations to consider disruptive rebuilds of critical security infrastructure while patches remain unavailable.
Cisco Talos said the campaign has been active since at least late November, raising concerns for security leaders about unseen compromise and how far incident response efforts may need to extend beyond the affected devices.

The vulnerability affects Cisco Secure Email Gateway, Cisco Secure Email, and Web Manager appliances running AsyncOS, but only in configurations where the Spam Quarantine feature is enabled and exposed to the internet, according to Cisco.
The company said there is currently no patch available, and that rebuilding affected appliances is the only way to fully remove the attackers’ persistence mechanisms in confirmed compromise cases.
Enterprise exposure and risk scope

Cisco said that systems where the Spam Quarantine feature is not enabled are not affected, but analysts said this does not necessarily reduce enterprise risk.
“This vulnerability may remain a high-risk issue because affected appliances typically sit in privileged network positions, even though the feature is not enabled by default,” said Sunil Varkey, a cybersecurity analyst.  
It is also not clear how many enterprises may have enabled the feature in production environments, said Keith Prabhu, founder and CEO of Confidis.
“The Spam Quarantine provides a way for administrators to review and release ‘false positives,’ i.e., legitimate email messages that the appliance has deemed to be spam,” Prabhu said. “In today’s remote support and 24×7 operations, it is entirely possible that this feature has been enabled by many enterprises.”
Akshat Tyagi, associate practice leader at HFS Research, said the bigger concern is the nature of the target. Unlike a user laptop or a standalone server, email security systems sit at the center of how organizations filter and trust email traffic, meaning attackers would be operating inside infrastructure designed to stop threats rather than receive them.
“The fact that there’s no patch yet elevates the risk further,” Tyagi said. “When the vendor’s guidance is to rebuild appliances rather than clean them in place, it tells you this is about persistence and control, not just a one-off exploit.”
Varkey added that exploitation may not require direct internet exposure and could also occur from internal or VPN-reachable networks, advising organizations to close or restrict access to affected management ports temporarily.
Rebuild guidance and operational tradeoffs

Cisco has said that wiping and rebuilding appliances is currently required in cases where compromise has been confirmed.
“From a security standpoint, it is indeed the right call,” Tyagi said. “When there’s a risk that attackers have embedded themselves deep in a system, patching alone won’t solve the issue. Rebuilding is the only way to be confident the threat is fully removed.”
But Varkey said that this may not be a viable option for many organizations, as it introduces business risks, including downtime, misconfiguration, and the potential reintroduction of persistence through contaminated backups.
Enterprises will need to balance remediation speed with business continuity while relying on compensating controls to limit exposure. “Cisco Secure Email Gateway, Cisco Secure Email, and Web Manager are critical components of the email infrastructure,” Prabhu said. “Organizations would need to plan this activity in a way that minimizes downtime, but at the same time reduces the time window of compromise. In the interim, they could use other security measures like blocking ports on the firewall to limit exposure.”
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Cisco has warned that a China-linked hacking group is actively exploiting a previously unknown vulnerability in its Secure Email appliances to gain persistent access, forcing affected organizations to consider disruptive rebuilds of critical security infrastructure while patches remain unavailable.
Cisco Talos said the campaign has been active since at least late November, raising concerns for security leaders about unseen compromise and how far incident response efforts may need to extend beyond the affected devices.
[ Related: More Cisco news and insights ]

The vulnerability affects Cisco Secure Email Gateway, Cisco Secure Email, and Web Manager appliances running AsyncOS, but only in configurations where the Spam Quarantine feature is enabled and exposed to the internet, according to Cisco.
The company said there is currently no patch available, and that rebuilding affected appliances is the only way to fully remove the attackers’ persistence mechanisms in confirmed compromise cases.
Enterprise exposure and risk scope

Cisco said that systems where the Spam Quarantine feature is not enabled are not affected, but analysts said this does not necessarily reduce enterprise risk.
“This vulnerability may remain a high-risk issue because affected appliances typically sit in privileged network positions, even though the feature is not enabled by default,” said Sunil Varkey, a cybersecurity analyst.  
It is also not clear how many enterprises may have enabled the feature in production environments, said Keith Prabhu, founder and CEO of Confidis.
“The Spam Quarantine provides a way for administrators to review and release ‘false positives,’ i.e., legitimate email messages that the appliance has deemed to be spam,” Prabhu said. “In today’s remote support and 24×7 operations, it is entirely possible that this feature has been enabled by many enterprises.”
Akshat Tyagi, associate practice leader at HFS Research, said the bigger concern is the nature of the target. Unlike a user laptop or a standalone server, email security systems sit at the center of how organizations filter and trust email traffic, meaning attackers would be operating inside infrastructure designed to stop threats rather than receive them.
“The fact that there’s no patch yet elevates the risk further,” Tyagi said. “When the vendor’s guidance is to rebuild appliances rather than clean them in place, it tells you this is about persistence and control, not just a one-off exploit.”
Varkey added that exploitation may not require direct internet exposure and could also occur from internal or VPN-reachable networks, advising organizations to close or restrict access to affected management ports temporarily.
Rebuild guidance and operational tradeoffs

Cisco has said that wiping and rebuilding appliances is currently required in cases where compromise has been confirmed.
“From a security standpoint, it is indeed the right call,” Tyagi said. “When there’s a risk that attackers have embedded themselves deep in a system, patching alone won’t solve the issue. Rebuilding is the only way to be confident the threat is fully removed.”
But Varkey said that this may not be a viable option for many organizations, as it introduces business risks, including downtime, misconfiguration, and the potential reintroduction of persistence through contaminated backups.
Enterprises will need to balance remediation speed with business continuity while relying on compensating controls to limit exposure. “Cisco Secure Email Gateway, Cisco Secure Email, and Web Manager are critical components of the email infrastructure,” Prabhu said. “Organizations would need to plan this activity in a way that minimizes downtime, but at the same time reduces the time window of compromise. In the interim, they could use other security measures like blocking ports on the firewall to limit exposure.”
More Cisco news:
Cisco defines AI security framework for enterprise protection Cisco initiative targets device security Key takeaways from Cisco Partner Summit AI networking demand fueled Cisco’s upbeat Q1 financial Cisco launches AI infrastructure, AI practitioner certifications Cisco centralizes customer experience around AI Cisco unveils integrated edge platform for AI View the full article
DataOps services streamline data pipelines for faster business decisions. Companies struggle with data silos and slow processing. DataOps Services solve these issues through automation and teamwork.​
Teams using DataOps services see 50% faster data delivery. Quality improves with built-in checks. Businesses in healthcare and finance rely on them daily.
What DataOps Services Actually Do
DataOps services blend DevOps speed with data management needs. They automate pipelines from collection to analysis. No more manual fixes or delays.
Think of data flowing like a factory line. DataOps services keep it smooth, monitored, and scalable. Every step gets tested automatically.
Organizations gain real-time insights without headaches. This powers better customer experiences and operations.
Why Traditional Data Management Fails
Old methods use spreadsheets and manual transfers. Errors creep in. Teams point fingers when reports fail.
Data grows fast—petabytes daily for big firms. Traditional setups crash under load. Delays cost revenue.
DataOps services fix this with continuous monitoring and self-healing pipelines.
Core Benefits of DataOps Services
Adopting DataOps services transforms data teams.
Faster data delivery to business users. Automated quality checks catch errors early. Collaboration between data engineers and analysts. Scalable pipelines handle growth easily. Reduced downtime through monitoring. Cost savings from efficient cloud use. Better governance for compliance needs.​ Traditional DataDataOps ServicesBusiness ImpactManual pipelinesAutomated flows5x faster deliverySiloed teamsCross-team work70% fewer errorsWeekly batchesReal-time streamsInstant insightsHard to scaleAuto-scalingHandles 10x growth Key Components Every DataOps Setup Needs
Strong DataOps services include these essentials.
Pipeline Automation: Tools like Apache Airflow schedule and run data jobs.
Data Quality Gates: Great Expectations tests every dataset.
Orchestration: Kubernetes manages containerized data workloads.
Monitoring: Prometheus tracks pipeline health.
Version Control: Git for data pipelines and models.
Build around open standards for flexibility.
Popular DataOps Tools Comparison
Choose tools that fit your stack.
ToolBest ForEase of UseCostAirflowComplex workflowsMediumFreePrefectModern Python teamsEasyFree/PaidDagsterData asset focusMediumFreedbtAnalytics engineeringEasyFreeGreat ExpectationsData qualityEasyFree​ Start simple, scale as needed.
DataOps Services Workflow Step by Step
Implementation follows clear phases.
Assess current data flows and pain points. Design automated pipelines with quality checks. Set up monitoring and alerting. Train teams on new processes. Launch with small datasets first. Scale to full production. Continuously optimize based on metrics. Expect 3-6 months for full rollout.
DevOpsSchool Leads DataOps Training
DevOpsSchool stands as premier platform for DataOps training worldwide. They offer practical courses, certifications, and hands-on labs.
Highlights include:
Live workshops with production experts. Lifetime LMS access with updates. Certifications in Airflow, dbt, DataOps. Job placement assistance. Community forums for ongoing support. Free resources like cheat sheets.​ Over 50,000 professionals trained globally.
Rajesh Kumar Guides DataOps Mastery
Programs led by Rajesh Kumar, expert with 20+ years across DataOps, DevOps, SRE, MLOps, Kubernetes, cloud. Mentored thousands at Fortune 500 firms.
Rajesh emphasizes real-world scenarios over theory. His training covers production pitfalls like pipeline failures and data drift. Students leave ready for enterprise challenges.
Participant Feedback Shows Real Results
Trainees praise the practical approach:
Abhinav Gupta, Pune: “Training built confidence. Rajesh cleared every doubt.” (5.0) Indrayani, India: “Hands-on sessions made DataOps stick.” (5.0) Ravi Daur, Noida: “Perfect for daily work coverage.” (5.0) Sumit Kulkarni: “Tools explained with real examples.” (5.0) Vinayakumar, Bangalore: “Exceeded expectations with deep knowledge.” (5.0)​ Consistent perfect scores prove effectiveness.
10 Must-Know DataOps Keywords
DataOps services, pipeline automation, data quality, Airflow orchestration, dbt modeling, Great Expectations, continuous monitoring, data governance, MLOps integration, scalable data platforms.
DataOps Services Plans Overview
Select based on your needs.
PlanScopeTimelineIdeal ForStarterBasic pipelines4 weeksSmall teamsProfessionalFull automation + training8 weeksGrowing firmsEnterpriseMulti-cloud + 24/7 support12 weeksLarge scale​ Professional plan offers best ROI.
Common DataOps Challenges Solved
Teams hit these roadblocks—DataOps services clear them:
Data Silos: Unified pipelines connect sources. Quality Issues: Automated tests block bad data. Slow Processing: Parallel jobs speed delivery. Scaling Pain: Cloud-native designs grow easily. Team Friction: Shared tools improve collaboration. Solve 80% of data pains quickly.
Real Client Success Stories
Companies transformed their data ops:
Healthcare Provider: Cut reporting time from days to minutes. Finance Firm: Achieved 99.9% data accuracy. E-commerce: Handled 10x traffic spikes seamlessly. Manufacturer: Saved 40% on cloud data costs. Measurable wins across industries.
Building Your DataOps Roadmap
Start your journey with these steps:
Map current data flows completely. Identify top 3 bottlenecks. Pick 2-3 core tools. Pilot on one dataset. Train key team members. Roll out enterprise-wide. Measure and iterate monthly. Quick wins build momentum.
Measuring DataOps Services Success
Track these key metrics:
Pipeline uptime percentage. Data freshness (age of latest data). Processing time reduction. Error rates before/after. Cost per terabyte processed. Team productivity gains. Aim for 30% improvement quarterly.
Getting Started Simple Process
Onboarding takes weeks not months.
Share your data challenges. Define success metrics. Choose starter tools. Build proof-of-concept pipeline. Train your core team. Go live with confidence. No long contracts required.
Conclusion and Overview
DataOps services unlock data’s true power through automation and collaboration. From pipeline reliability to real-time insights, they future-proof data operations. Partner with experts for fastest results.
Overview: Complete guide covering DataOps benefits, tools, workflows, challenges, metrics, success stories, and implementation steps. Essential for modern data teams.
Contact Details:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
DevOpsSchool


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Apple will next year introduce more ads in the App Store "to increase opportunity" in search results, the company has announced.


According to an update to Apple's Ads website, additional ads will appear across search queries, appearing at the top as well as further down in App Store results, and existing campaigns won't need to do anything to be eligible.
Apple explains that the ad format will remain the same – a default or custom product page, and an optional deep link. Advertisers and developers won't see a change in their billing, which will remain based on Apple's cost-per-tap model, so developers only pay when a user taps on an ad. Apple displays ads based on a combination of bid amount and an app's relevance to the search query, with ad matching done automatically.

The new App Store ads will appear on devices running iOS 26.2 and later from the beginning of 2026. For further details, check out Apple's Ads website.

(Via 9to5Mac.)Tag: App Store
This article, "App Store Search Results to Show More Ads Next Year, Says Apple" first appeared on MacRumors.com

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DevOps interviewing, hiring and assessments help teams find skilled engineers quickly. Wrong hires cost time and money in fast-paced projects. Companies use devops interviewing, hiring and assessments to build strong teams.​
Good assessments test real skills not just resumes. They cover tools, problem-solving, and teamwork. This ensures new hires succeed from day one.
Why DevOps Hiring Needs Special Care
DevOps roles mix coding, operations, and automation. Traditional interviews miss these skills. Candidates talk big but struggle in practice.
Teams waste months on bad fits. Projects delay. Budgets overrun. Proper devops interviewing, hiring and assessments fix this.
Real tests show who can deploy pipelines or fix outages. Experience matters more than certificates.
Key Skills Every DevOps Hire Must Have
Focus on hands-on abilities during assessments.
CI/CD pipeline building with Jenkins or GitLab. Infrastructure as code using Terraform. Container management with Docker and Kubernetes. Monitoring setup with Prometheus. Cloud platforms like AWS or Azure. Scripting in Python or Bash. Git workflows and branching strategies. Security basics for secure deployments.​ Look for problem-solvers who explain their thinking.
Best DevOps Interview Questions by Level
Tailor questions to experience. Here’s a breakdown.
LevelSample QuestionWhat It TestsJuniorExplain Git merge vs rebaseVersion control basicsMidBuild a simple CI pipelineAutomation workflowSeniorDesign zero-downtime deploymentArchitecture thinkingArchitectScale Kubernetes for 1M usersSystem design​ Use coding challenges and take-home projects too.
Practical Assessment Methods That Work
Theory questions bore candidates. Real tasks reveal true skills.
Live Coding: Build a pipeline in 60 minutes. Architecture Diagrams: Draw multi-region setup. Troubleshooting: Fix broken Kubernetes cluster. Pair Programming: Work on deployment script together. Case Studies: Discuss past outage they fixed. Time these realistically. Watch how they approach problems.
Common Hiring Mistakes to Avoid
Many teams repeat these errors.
Resume Focus: Degrees over skills waste time. No Hands-On: Talkers pass, doers fail later. Wrong Tools: Test only company stack limits talent. Solo Interviews: One opinion misses team fit. No Culture Check: Technical stars disrupt teams. Fix with structured devops interviewing, hiring and assessments processes.
DevOpsSchool: Top Hiring Assessment Platform
DevOpsSchool leads in DevOps training, certifications, and hiring services. They help companies assess candidates accurately worldwide.
Key offerings:
Custom interview kits for all levels. Certified proctors for remote tests. Skill benchmarks against industry standards. Training for internal hiring teams. Placement services connecting talent to jobs. Lifetime access to assessment libraries.​ Thousands of teams trust them for reliable hires.
Rajesh Kumar’s Proven Mentorship
Services guided by Rajesh Kumar, trainer with 20+ years in DevOps, DevSecOps, SRE, Kubernetes, cloud across Fortune 500. Trained 50,000+ professionals globally.
Rajesh designs assessments from real production scenarios. His questions test what matters in live environments. Candidates learn even if they don’t pass.
Real Client Success Stories
Teams share hiring wins:
Tech Startup: Hired 10 engineers in 2 weeks. Zero failures in first quarter. Bank: Reduced bad hires by 80% with skill tests. E-commerce: Built team handling Black Friday traffic perfectly. SaaS Company: Architects designed scalable systems day one. Results prove the assessment power.
10 Essential DevOps Hiring Keywords
DevOps assessments, technical interviews, hiring tests, skill evaluations, candidate screening, pipeline challenges, Kubernetes interviews, CI/CD assessments, cloud certifications, SRE hiring.
Assessment Plan Comparison
Pick the right package.
PlanFeaturesDurationBest ForBasic50 questions, 1-hour test1 weekSmall teamsProLive proctoring, coding tasks2 weeksMid-sizeEnterpriseCustom design, benchmarks4 weeksLarge scale​ Start with Pro for best value.
Building Your Own Assessment Framework
Create effective processes step by step.
Define role requirements clearly. Mix theory, practical, behavioral questions. Use scoring rubrics for fairness. Test diverse candidates. Follow up with team feedback. Refine based on hire success rates.
Tools for Remote DevOps Interviews
Modern hiring happens online. Great tools make it smooth.
CoderPad: Live coding with interviewer. HackerRank: Automated skill tests. Katalon: Browser automation checks. Excalidraw: Real-time diagramming. Zoom + Screen Share: Full visibility. Combine for complete evaluation.
Legal and Fair Hiring Practices
Avoid bias and comply with laws.
Blind resumes during screening. Standardize questions for all. Document decisions clearly. Train interviewers on fairness. Accommodate disabilities. Build diverse high-performing teams.
Measuring Assessment Success
Track if tests predict good hires.
Metrics to watch:
Time to hire vs quality. 90-day retention rates. First project success. Manager satisfaction scores. Cost per effective hire. Adjust tests based on data.
Getting Started with Professional Help
Ready to improve hiring? Simple steps.
List current pain points. Choose assessment partner. Pilot with 5 candidates. Scale to full process. Train internal team. Expert help speeds results.
Conclusion and Overview
DevOps interviewing, hiring and assessments build teams that deliver reliably. From skill tests to cultural fit, structured processes save time and money. Partner with proven experts for top talent.
Overview: Complete hiring guide covering questions, methods, tools, mistakes, metrics, and frameworks. Essential for DevOps team building.
Contact Details:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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GitOps as a Service turns Git into your single source of truth for cloud changes. It ends manual deployment chaos with automatic syncs. Companies pick GitOps as a Service for reliable, fast operations.​
Microservices and Kubernetes need constant updates. Traditional methods cause config drift and errors. GitOps uses pull requests and YAML for safe automation.
Rollbacks? Just git revert. Teams collaborate through code reviews. Expect 5x faster releases and 70% fewer failures.
What GitOps Really Means
Think of Git as your single source of truth for all changes. GitOps takes this idea and applies it to cloud infrastructure and app deployments. Instead of manual clicks in dashboards, every update lives in Git repositories that tools watch automatically.
This approach shines in Kubernetes environments where microservices need constant updates. Changes get reviewed via pull requests, tested, and applied without human touch. Rollbacks become simple Git reverts, saving hours of debugging.
Teams love it because everyone works the same way—developers, ops, security all collaborate through code. No more “it works on my machine” problems since environments match Git exactly.
Why GitOps Beats Traditional Methods
Old deployment ways rely on scripts scattered everywhere. One wrong change breaks production. GitOps fixes this with declarative configs everyone can read.
Key wins include better visibility into who changed what, automatic previews before live changes, and audit trails for compliance. It reduces deployment failures by 70% according to real user reports.
Businesses save money too—fewer outages mean steady revenue. Scaling becomes pushing a commit instead of calling the ops team at 2 AM.
Core Benefits Everyone Notices
GitOps delivers quick value teams feel daily.
Faster releases through automated pipelines. Fewer mistakes since code reviews catch issues. Easy rollbacks with Git history. Team alignment—everyone uses the same process. Cost control with optimized cloud usage. Compliance ready with full change logs.​ Traditional OpsGitOps ApproachReal ImpactManual dashboard clicksGit pull requests5x faster deploymentsScript-based configsDeclarative YAMLZero config driftPhone calls for rollbacksGit revert2-minute recoverySiloed teamsCode reviewsBetter collaboration​ Popular GitOps Tools Breakdown
Several tools make GitOps real. Here’s what works best.
ArgoCD: Kubernetes native, great for complex apps. Shows live vs desired state visually.
Flux: Lightweight, runs inside clusters. Handles Helm charts perfectly.
Jenkins X: Full CI/CD with GitOps baked in. Preview environments shine.
Each tool syncs Git repos to clusters automatically. Choose based on your stack size.
ToolBest ForLearning CurveCommunity SupportArgoCDEnterprise K8sMediumExcellentFluxSmall teamsEasyGrowingJenkins XJava shopsSteepMature​ GitOps Workflow Step by Step
Getting started follows simple steps anyone can follow.
Store all configs in Git (deployments, services, etc). Set up a GitOps operator like ArgoCD. Connect it to your Git repo and cluster. Developers create PRs for changes. Operator applies approved changes automatically. Monitor drift and health in dashboard. This creates a self-healing system. Changes either apply or show exactly why they fail.
Real World GitOps Success Stories
E-commerce sites cut feature time-to-market by 30% with GitOps. SaaS companies saved 50% on cloud bills through auto-optimization. Healthcare teams aligned dev and ops completely.
One client went from weekly manual deploys to 50+ daily automations. Another reduced incident response from hours to minutes via Git reverts.
DevOpsSchool: Leading GitOps Experts
DevOpsSchool stands out as the top platform for GitOps training and services worldwide. They offer hands-on workshops, certification paths, and real project labs covering ArgoCD, Flux, and full pipelines.
Standout features:
Lifetime LMS access with video tutorials and updates. Live sessions from production experts. Certifications for Kubernetes, GitOps, cloud platforms. Job ready skills with resume reviews. Active forums and weekly doubt clearing. Free tools like mindmaps and cheat sheets.​ Professionals from startups to Fortune 500 trust their practical approach over theory.
Rajesh Kumar’s Expert Mentorship
Programs run under Rajesh Kumar, a trainer with 20+ years mastering GitOps, DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and cloud across global enterprises. He’s trained over 50,000 people worldwide.
Rajesh shares Fortune 500 battle stories that make complex topics simple. His hands-on demos focus on production pitfalls most trainers miss. Learners gain confidence handling real cluster issues from day one.
Participant Feedback Speaks Volumes
Real users share their wins:
Abhinav Gupta, Pune: “Training built real confidence. Rajesh cleared every doubt practically.” (5.0) Indrayani, India: “Hands-on sessions made GitOps stick forever.” (5.0) Ravi Daur, Noida: “Practical coverage perfect for daily work.” (5.0) Sumit Kulkarni: “Monitoring tools explained with real examples.” (5.0) Vinayakumar, Bangalore: “Deep knowledge shared exceeded expectations.” (5.0)​ Perfect scores show the training transforms careers.
10 Must-Know GitOps Keywords
GitOps services, ArgoCD implementation, Flux automation, Kubernetes GitOps, cloud-native deployments, CI/CD pipelines, declarative infrastructure, drift detection, pull request workflows, continuous sync.
GitOps Service Plans Comparison
Choose the right fit for your team.
PlanScopeDelivery TimeBest ForStarterBasic ArgoCD setup2 weeksSmall teamsProfessionalFull pipeline + training4 weeksGrowing appsEnterpriseMulti-cluster + support6 weeksLarge scale​ Most start professional and scale up.
Common GitOps Challenges Solved
Teams face hurdles—here’s how GitOps fixes them:
Config Drift: Live vs Git mismatch—operator syncs automatically. Slow Releases: Manual gates—PR automation speeds 10x. Rollback Fear: Complex procedures—Git revert instant. Team Blame: Unknown changes—Git history clear. These solve 80% of deployment pains overnight.
Getting Started Simple Steps
Onboarding takes days not months.
Share current setup details. Define key goals (speed, cost, reliability). Team picks tool (ArgoCD recommended). We build proof-of-concept in your cluster. Train team and hand over running system. Flexible payments, no lock-in contracts.
Conclusion and Overview
GitOps as a Service delivers automated, reliable cloud management through Git simplicity. From drift-free clusters to lightning deploys, it future-proofs operations. Pair with expert guidance for fastest results.
Overview: Complete guide with workflows, tools, benefits, comparisons, feedback, and startup steps. Essential for modern cloud teams.
Contact Details:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Support services keep your tech systems running smoothly without interruptions, handling everything from sudden crashes to performance slowdowns. They provide expert help for DevOps, cloud infrastructure, and modern operations challenges that can halt business progress. Businesses rely on reliable Our Support Services to maintain performance, fix issues fast, and ensure systems scale as demands grow.​
What Makes Support Services Essential
Every company faces technical hurdles that slow down work, whether it’s a failed deployment at midnight or a cloud bill spiking unexpectedly. Support services act as your safety net, offering 24/7 monitoring, proactive troubleshooting, and quick fixes for CI/CD pipelines, cloud setups, and complex infrastructure. They ensure your operations stay reliable even during peak traffic or unexpected failures, preventing small glitches from becoming major crises.​
Without proper support, small problems turn into big outages that cost thousands in lost revenue and team frustration. Teams waste time troubleshooting instead of building new features or serving customers. Good support frees your staff to focus on growth while certified experts handle the technical heavy lifting, applying years of real-world experience to resolve issues faster than internal teams could alone.
These services cover post-setup maintenance, ongoing improvements, and even strategic advice for future-proofing your stack. They adapt as your business grows, keeping systems scalable, secure, and cost-effective through regular audits and optimizations.
Key Areas Covered by Our Support Services
Modern operations need specialized help across multiple domains. Here’s what typical support handles in detail, tailored to your specific environment.
DevOps pipelines and automation workflows, including Jenkins, GitLab CI, and custom scripts. Security checks in DevSecOps environments with vulnerability scanning and compliance audits. Site reliability engineering for high availability, focusing on SLOs and error budgets. Machine learning operations (MLOps) deployments, from model training to inference serving. AI-driven operations (AIOps) monitoring for predictive analytics and anomaly detection. Data pipeline management (DataOps) ensuring data quality and ETL reliability. Kubernetes cluster optimization, including pod scaling and networking troubleshooting. Cloud platforms like AWS, Azure with resource management and cost governance. GitOps for version-controlled deployments using tools like ArgoCD and Flux. Cost optimization in FinOps through detailed billing analysis and rightsizing.​ Each area gets tailored attention from specialists who understand real-world setups, common pain points, and industry best practices, ensuring solutions fit your unique workflow.
Benefits of Professional Support
Investing in support pays off quickly through measurable improvements in reliability and efficiency.
Reduced downtime through proactive monitoring that catches issues before users notice. Faster issue resolution with expert knowledge, often cutting fix times from days to hours. Cost savings from optimized resources like auto-scaling groups and unused instance cleanup. Better team focus on core business tasks instead of firefighting infrastructure problems. Scalable solutions that grow seamlessly with your business expansion. Compliance and security assurance with regular audits and patch management.​ Companies report 40-60% less unplanned outages after implementing support, along with significant productivity gains as developers spend less time on ops tasks. Teams also gain confidence knowing backup expertise is always available.
BenefitImpactExample24/7 Monitoring50% less downtimeAlert on pipeline failures before users notice, auto-remediation scriptsExpert Troubleshooting3x faster fixesKubernetes pod crashes resolved in minutes with detailed root cause analysisPerformance Optimization30% cost reductionAWS resource rightsizing, Lambda cold start eliminationSecurity AuditsZero major breachesDevSecOps vulnerability scans with automated fix recommendations​ DevOps Support in Detail
DevOps support focuses on continuous delivery and collaboration between development and operations. Experts monitor Jenkins, GitLab CI, CircleCI, and deployment pipelines around the clock, catching failures early.
Common tasks include pipeline debugging and optimization for faster builds, environment consistency across dev/staging/prod stages, integration with monitoring tools like Prometheus and Grafana, and rollback strategies for failed releases. During high-pressure release cycles, support provides hands-on help to ensure smooth deployments without weekend firefights or emergency escalations.
DevSecOps and SRE Support
Security can’t wait until after deployment. DevSecOps support scans code, containers, and infrastructure for vulnerabilities using tools like Snyk and Trivy, while ensuring compliance with standards like SOC2 or GDPR. SRE support maintains 99.9% uptime targets through error budgets, reliability SLOs, incident response playbooks, capacity planning for traffic spikes, and even chaos engineering experiments to test system resilience.
Both services prevent issues before they impact customers, combining proactive measures with rapid response capabilities for true operational excellence.
Cloud and Container Support
Cloud migration brings new challenges like cost overruns and configuration drift. Support for AWS, Azure, GCP, and Kubernetes handles day-to-day operations with deep platform expertise.
Cloud ServiceCommon Support NeedsTools CoveredAWSEC2 scaling, Lambda debugging, EKS clusters, VPC networkingCloudWatch, X-Ray, Cost ExplorerAzureAKS management, App Services, CosmosDB scalingAzure Monitor, Log AnalyticsKubernetesPod scheduling, Helm charts, Istio service mesh, storage classeskubectl, k9s, Lens​ Experts optimize costs and performance daily through automated alerts and governance policies.
Emerging Ops Support: MLOps, AIOps, DataOps
New operational fields need equally specialized care to bridge experimentation and production.
MLOps: Model training pipelines, versioning with MLflow, serving with KServe or Seldon. AIOps: AI-powered anomaly detection using tools like Dynatrace or Splunk, predictive alerting. DataOps: ETL pipeline reliability with Airflow, data quality checks using Great Expectations. GitOps/FinOps: Git-driven deployments with ArgoCD, cloud cost governance via CloudHealth. NoOps: Serverless architectures minimizing manual ops interventions. Support bridges the gap between proof-of-concepts and production reality, ensuring these advanced practices deliver business value.
Why DevOpsSchool Stands Out
DevOpsSchool leads as a top platform for training and support in DevOps ecosystems, serving thousands of professionals worldwide. They offer hands-on courses, industry-recognized certifications, and real project experience that build immediately applicable skills for modern operations roles.
Key strengths include lifetime access to comprehensive learning materials and LMS platforms, live interactive sessions with practicing engineers, certification prep for AWS, Kubernetes, Azure, and DevOps Institute credentials, job placement assistance with resume reviews and mock interviews, active community forums for ongoing peer support, and practical tools like mindmaps, cheat sheets, interactive labs, and deployment sandboxes.​
Thousands of professionals trust their programs for career growth, with alumni working at Fortune 500 companies and high-growth startups alike.
Mentorship by Rajesh Kumar
All programs feature guidance from Rajesh Kumar, a trainer with over 20 years mastering DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and multi-cloud technologies across major enterprises. He has trained 50,000+ learners worldwide, from fresh graduates to senior architects.
Rajesh brings Fortune 500 experience to every session, teaching through real-world war stories, hands-on demos, and practical troubleshooting scenarios. Participants praise his clear explanations that simplify complex distributed systems topics, his focus on job-ready skills that address actual production challenges, and his patient approach that builds lasting confidence in handling critical infrastructure.
Real Participant Feedback
Don’t take our word—hear from actual users who transformed their careers.
Abhinav Gupta, Pune: “Training built confidence. Rajesh resolved all doubts effectively with practical examples.” (5.0 stars) Indrayani, India: “Hands-on examples made concepts stick permanently. Very interactive sessions.” (5.0 stars) Ravi Daur, Noida: “Good coverage of basics with practical sessions. Queries answered thoroughly.” (5.0 stars) Sumit Kulkarni, Software Engineer: “Very helpful for understanding monitoring tools and implementation details.” (5.0 stars) Vinayakumar, Project Manager, Bangalore: “Appreciate the deep knowledge shared. Training exceeded expectations.” (5.0 stars)​ Consistent 5-star ratings across platforms reflect the genuine impact on professional growth.
10 Essential Keywords for Support Success
DevOps support, SRE services, DevSecOps consulting, MLOps implementation, AIOps monitoring, Kubernetes support, cloud operations help, GitOps automation, FinOps optimization strategies, DataOps pipelines management.
Choosing the Right Support Plan
Select based on your maturity level and business needs. Start small, scale as complexity grows.
Plan LevelCoverageResponse TimeBest ForIncludesBasicEmail/Ticket Support24 hoursSmall teams, non-critical systemsMonthly health checksStandardPhone + Email + Chat4 hoursGrowing startups, production appsDaily monitoring + weekly reportsPremium24/7 Phone + Live Sessions + Dedicated Engineer<1 hourEnterprise production, mission-criticalCustom integrations + quarterly audits​ Most businesses start with standard coverage and upgrade as they scale.
Common Support Scenarios
Real examples demonstrate tangible value every day:
Pipeline Failure: CI/CD stuck during peak hours—fixed in 30 minutes with root cause analysis and prevention playbook. Cluster Overload: Kubernetes nodes crashing under traffic spike—safely scaled with Horizontal Pod Autoscaler tweaks. Cost Explosion: AWS bill doubled unexpectedly—optimized 35% through rightsizing and reserved instances. Security Alert: Critical vulnerability scan failure—patched overnight with zero downtime rollout. Support handles these scenarios routinely, saving weeks of internal team effort and preventing revenue loss.
Getting Started with Support
The onboarding process ensures quick value realization with minimal disruption.
Share your current environment details via secure portal (no sensitive data needed initially). Define key pain points and success metrics during free consultation call. Choose support mode (phone, email, live sessions, or dedicated Slack channel). Experts assess setup and propose customized 30-day action plan. Start monitoring and proactive fixes immediately with daily progress updates. No long-term contracts required—flexible monthly terms with easy scaling options.
Conclusion and Overview
Our Support Services deliver peace of mind for complex, always-on tech stacks across DevOps, cloud, and emerging operations practices. From preventing pipeline failures to optimizing cloud spend, expert help keeps your business moving forward without technical roadblocks. Combine professional support with targeted training for sustainable operational excellence.
Overview: Detailed guide covering all major support domains (DevOps to FinOps), quantifiable benefits, participant testimonials, plan comparisons, real scenarios, and simple onboarding—essential reading for reliable, scalable operations.
Contact Details:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Coding assessments challenge tech candidates with timed problem-solving on algorithms and data structures. They reveal who can code efficiently under pressure. Access to quality coding assessments with solutions makes preparation straightforward and effective.​
Why Coding Assessments Are Crucial
Companies rely on these tests to filter top talent quickly. Platforms like LeetCode, HackerRank, and Codility host problems testing real skills. Developers face array manipulations while DevOps roles include scripting challenges.​
Success rates improve dramatically with practice. Many candidates fail initially due to poor time management or overlooked edge cases. Regular solving builds pattern recognition and speed essential for interviews.
These assessments mirror job demands—clean code, optimal solutions, and logical thinking. Mastering them opens doors to roles at leading firms.
Essential Topics Breakdown
Target these high-yield areas covering most tests.
Arrays: Two Sum, rotate, maximum subarray. Strings: Palindromes, anagrams, longest substring. Linked Lists: Reverse, merge k lists, cycle detection. Stacks/Queues: Valid parentheses, min stack. Trees/Graphs: Inorder traversal, clone graph. Sorting/Searching: Merge sort, binary search trees. Dynamic Programming: Climbing stairs, longest increasing subsequence.​ Study time/space complexity. O(1) space solutions impress interviewers. Aim for 30 problems per category.
Structured 4-Week Prep Plan
Follow this proven roadmap for results.
Week 1: Master basics—10 easy problems daily. Week 2: Medium challenges—8 problems with reviews. Week 3: Hard problems—6 daily plus optimizations. Week 4: Full mock tests—3 weekly, deep analysis.​ Maintain a mistake journal. Review weekly to spot weaknesses.
WeekDaily FocusProblem CountKey Platforms1Arrays/Strings10 EasyLeetCode, GeeksforGeeks2Lists/Stacks8 MediumHackerRank3Trees/DP/Graphs6 HardCodewars4Mock Tests2 FullPramp, Interviewing.io​ Hands-On Problem Solutions
Practical examples with explanations.
Problem 1: Two Sum
Find two numbers adding to target.
pythondef twoSum(nums, target): map = {} for i, num in enumerate(nums): diff = target - num if diff in map: return [map[diff], i] map[num] = i Input:, 6 →. Hashmap ensures O(n) time.​
Problem 2: Valid Parentheses
pythondef isValid(s): stack = [] pairs = {')':'(', '}':'{', ']':'['} for c in s: if c in pairs: if not stack or stack.pop() != pairs[c]: return False else: stack.append(c) return len(stack) == 0 Handles “({[]})” correctly. Stack tracks opens.​
Problem 3: Rotate Array
Shift right by k steps.
pythondef rotate(nums, k): k %= len(nums) nums[:] = nums[-k:] + nums[:-k] Efficient single pass. Example:, k=2 →.​
Problem 4: Container With Most Water
Max area between lines.
pythondef maxArea(height): left, right = 0, len(height) - 1 max_area = 0 while left < right: area = min(height[left], height[right]) * (right - left) max_area = max(max_area, area) if height[left] < height[right]: left += 1 else: right -= 1 return max_area Two pointers optimize to O(n).​
More solutions at coding assessments with solutions.
Test-Day Success Tactics
Perform at peak.
Read full problem before coding. Outline approach verbally/pseudocode. Code top-down, test immediately. Verify edge cases: empty, single element, max values. Optimize only after working solution.​ Stay composed. Explain trade-offs if live. Partial credit rewards logic.
DevOpsSchool Training Excellence
DevOpsSchool leads in practical DevOps and coding training. Comprehensive courses cover CI/CD, Kubernetes, cloud, and interview prep. Lifetime LMS access includes videos, labs, quizzes, and job resources.
Benefits include:
Hands-on projects mirroring enterprise setups. Live doubt sessions with experts. Certification guidance for AWS, Azure, Docker. Placement support and resume optimization. Community forums for ongoing learning.​ Graduates secure roles at top firms through proven methods.
Rajesh Kumar Mentorship
Programs feature Rajesh Kumar, 20+ year expert in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and cloud. Trained 50,000+ professionals worldwide. His approach emphasizes practical coding for assessments and production.
Rajesh simplifies complexity with real examples from Fortune 500 projects. Focuses on job-ready skills.
Affordable Support Options
Expert assistance available.​
ModeDurationPricePhone/EmailHourlyINR 4999/USD 100Live Sessions10 HoursINR 50000/USD 1000 Key Practice Keywords
Coding challenges, algorithm problems, technical screening, interview coding, data structures quiz, logic puzzles, programming tests, hackerrank solutions, leetcode patterns, placement coding.
Conclusion and Overview
Coding assessments reward dedicated practice and smart strategies. Leverage resources like coding assessments with solutions alongside daily grinding for interview success.
Overview: Complete guide featuring prep plans, 4+ code solutions, tips, training insights, and support details to master assessments.
Contact Details:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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PHOTOCREO Michal Bednarek – shutterstock.com
Die Grünen sehen sich durch die jüngsten Erkenntnisse über russische Einflussoperationen im Bundestagswahlkampf in ihrer Einschätzung bestärkt, dass die aktuellen Maßnahmen zum Schutz der parlamentarischen Demokratie nicht ausreichen. “Dass unsere Demokratie und ihre Institutionen zunehmend hybriden Angriffen autoritärer Regime ausgesetzt sind, kann spätestens seit den jüngsten und deutlichen Warnungen der Spitzen unserer Nachrichtendienste und der Einbestellung des russischen Botschafters niemand mehr bestreiten”, sagt der stellvertretende Vorsitzende der Grünen-Bundestagsfraktion, Konstantin von Notz.
Dieser bedrohlichen Kombination aus “anhaltend großer Verwundbarkeit und zunehmender Gefahren” müsse die schwarz-rote Koalition endlich entschlossen entgegentreten.
Vorgaben nur für Bundestagsverwaltung – nicht das Parlament selbst
Zwar hätten die Regierungsfraktionen den schlechten Entwurf der Bundesregierung zur Umsetzung der europäischen NIS-2-Richtlinie zum Schutz der kritischen Infrastruktur vor Cyberangriffen so überarbeitet, dass hiervon nun auch die Bundesverwaltung und die Verwaltung des Bundestages umfasst seien. Der Bundestag selbst, inklusive der Fraktionen und Abgeordneten mit ihren Wahlkreisbüros, gehöre aber nicht zum Geltungsbereich.
Es sei “geradezu absurd”, dass der Bundestag als “Herzstück der Demokratie” bisher nicht als kritische Infrastruktur eingestuft sei, obwohl er seit Jahren immer wieder angegriffen werde, sagt der Grünen-Politiker, der dem Bundestagsgremium zur Kontrolle der Geheimdienste angehört.
NIS-2-Richtlinie der EU umgesetzt
Am 6. Dezember ist das Gesetz in Kraft getreten, mit dem die NIS-2-Richtlinie in deutsches Recht umgesetzt wird. Das Gesetz erhöht die Anforderungen an die Cybersicherheit der Bundesverwaltung sowie bestimmter Unternehmen, die als wichtig für das Gemeinwesen gelten. Dazu zählen etwa Telekommunikationsanbieter und Energieversorger.
Für sie gelten jetzt strengere Vorgaben in puncto IT-Sicherheit sowie die Pflicht, erhebliche Sicherheitsvorfälle dem Bundesamt für Sicherheit in der Informationstechnik zu melden.
Cyberattacke und Desinformation
Die Bundesregierung wirft Russland eine massive Cyberattacke sowie Falschinformationen im jüngsten Bundestagswahlkampf vor und hatte deshalb vergangene Woche Konsequenzen angedroht. Die “gezielte Informationsmanipulation” reihe sich in eine Serie von Aktivitäten ein, die das Ziel hätten, das Vertrauen in demokratische Institutionen und Prozesse in Deutschland zu untergraben, teilte das Auswärtige Amt mit. Der russische Botschafter wurde daher ins Ministerium einbestellt.
Konkret gehen nach Überzeugung der Bundesregierung zwei hybride Angriffe auf das Konto des russischen Militärgeheimdienstes GRU.
IT der Flugsicherung betroffen
Zum einen könne ein Cyberangriff gegen die Deutsche Flugsicherung (DFS) im August 2024 klar der russischen Hackergruppe “Fancy Bear” und dem GRU zugeordnet werden.
Zum anderen könne man nun verbindlich sagen, dass Russland mit der Kampagne “Storm 1516” versucht habe, “sowohl die letzte Bundestagswahl als auch fortlaufend die inneren Angelegenheiten der Bundesrepublik Deutschland zu beeinflussen und zu destabilisieren”. 
Im Fokus standen vor der Bundestagswahl unter anderem der Grünen-Spitzenkandidat Robert Habeck und der damalige Unions-Kanzlerkandidat Friedrich Merz (CDU). Um sie in Misskredit zu bringen, wurden unter anderem falsche Zeugenaussagen produziert und ins Netz gestellt sowie Websites mit erfundenen Inhalten aufgesetzt. (dpa/jm)

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PHOTOCREO Michal Bednarek – shutterstock.com
Die Grünen sehen sich durch die jüngsten Erkenntnisse über russische Einflussoperationen im Bundestagswahlkampf in ihrer Einschätzung bestärkt, dass die aktuellen Maßnahmen zum Schutz der parlamentarischen Demokratie nicht ausreichen. “Dass unsere Demokratie und ihre Institutionen zunehmend hybriden Angriffen autoritärer Regime ausgesetzt sind, kann spätestens seit den jüngsten und deutlichen Warnungen der Spitzen unserer Nachrichtendienste und der Einbestellung des russischen Botschafters niemand mehr bestreiten”, sagt der stellvertretende Vorsitzende der Grünen-Bundestagsfraktion, Konstantin von Notz.
Dieser bedrohlichen Kombination aus “anhaltend großer Verwundbarkeit und zunehmender Gefahren” müsse die schwarz-rote Koalition endlich entschlossen entgegentreten.
Vorgaben nur für Bundestagsverwaltung – nicht das Parlament selbst
Zwar hätten die Regierungsfraktionen den schlechten Entwurf der Bundesregierung zur Umsetzung der europäischen NIS-2-Richtlinie zum Schutz der kritischen Infrastruktur vor Cyberangriffen so überarbeitet, dass hiervon nun auch die Bundesverwaltung und die Verwaltung des Bundestages umfasst seien. Der Bundestag selbst, inklusive der Fraktionen und Abgeordneten mit ihren Wahlkreisbüros, gehöre aber nicht zum Geltungsbereich.
Es sei “geradezu absurd”, dass der Bundestag als “Herzstück der Demokratie” bisher nicht als kritische Infrastruktur eingestuft sei, obwohl er seit Jahren immer wieder angegriffen werde, sagt der Grünen-Politiker, der dem Bundestagsgremium zur Kontrolle der Geheimdienste angehört.
NIS-2-Richtlinie der EU umgesetzt
Am 6. Dezember ist das Gesetz in Kraft getreten, mit dem die NIS-2-Richtlinie in deutsches Recht umgesetzt wird. Das Gesetz erhöht die Anforderungen an die Cybersicherheit der Bundesverwaltung sowie bestimmter Unternehmen, die als wichtig für das Gemeinwesen gelten. Dazu zählen etwa Telekommunikationsanbieter und Energieversorger.
Für sie gelten jetzt strengere Vorgaben in puncto IT-Sicherheit sowie die Pflicht, erhebliche Sicherheitsvorfälle dem Bundesamt für Sicherheit in der Informationstechnik zu melden.
Cyberattacke und Desinformation
Die Bundesregierung wirft Russland eine massive Cyberattacke sowie Falschinformationen im jüngsten Bundestagswahlkampf vor und hatte deshalb vergangene Woche Konsequenzen angedroht. Die “gezielte Informationsmanipulation” reihe sich in eine Serie von Aktivitäten ein, die das Ziel hätten, das Vertrauen in demokratische Institutionen und Prozesse in Deutschland zu untergraben, teilte das Auswärtige Amt mit. Der russische Botschafter wurde daher ins Ministerium einbestellt.
Konkret gehen nach Überzeugung der Bundesregierung zwei hybride Angriffe auf das Konto des russischen Militärgeheimdienstes GRU.
IT der Flugsicherung betroffen
Zum einen könne ein Cyberangriff gegen die Deutsche Flugsicherung (DFS) im August 2024 klar der russischen Hackergruppe “Fancy Bear” und dem GRU zugeordnet werden.
Zum anderen könne man nun verbindlich sagen, dass Russland mit der Kampagne “Storm 1516” versucht habe, “sowohl die letzte Bundestagswahl als auch fortlaufend die inneren Angelegenheiten der Bundesrepublik Deutschland zu beeinflussen und zu destabilisieren”. 
Im Fokus standen vor der Bundestagswahl unter anderem der Grünen-Spitzenkandidat Robert Habeck und der damalige Unions-Kanzlerkandidat Friedrich Merz (CDU). Um sie in Misskredit zu bringen, wurden unter anderem falsche Zeugenaussagen produziert und ins Netz gestellt sowie Websites mit erfundenen Inhalten aufgesetzt. (dpa/jm)

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The North Korean threat actor known as Kimsuky has been linked to a new campaign that distributes a new variant of Android malware called DocSwap via QR codes hosted on phishing sites mimicking Seoul-based logistics firm CJ Logistics (formerly CJ Korea Express). "The threat actor leveraged QR codes and notification pop-ups to lure victims into installing and executing the malware on their mobileView the full article
Smaller firms are far less likely than multinationals to protect their CISOs from personal liability for security breaches, according to a study by RSAC.
Experts quizzed by CSO said the finding was concerning because without protection CISOs face legal and financial risk tied to decisions made in their role.
The vast majority (88%) of CISOs from Fortune 1000 firms are legally indemnified by their companies, but this figure drops to just 53% for CISOs from organizations with 500 or more employees, according to the survey by RSAC (formerly RSA Conference).
Directors’ and officers’ (D&O) insurance is the most common indemnification vehicle for both groups, and 70% of the Fortune 1000 CISOs surveyed report being covered by it.
Kelly Rittenberry Culhane, co-founder of CM Law, told CSO the finding is a concern for security leaders and midsize employers alike, given that, midsize or multinational, organizations face similar risks.
“While the complexity and scale of operations may differ in a midsize company, the cybersecurity risks — ransomware, data breaches, regulatory compliance failures — are equally severe,” Rittenberry Culhane says. “Without indemnification, CISOs risk personal liability, which can deter highly qualified professionals from accepting these roles.”
As a result, midsize organizations put themselves at greater risk by not offering to protect from personal liability the top security leader they employ.
D&O for CISOs on the rise
CISOs have the potential for more than one safety net, the first of which is a company’s indemnification provisions — rules typically embedded in the company’s articles of incorporation and bylaws.
“The language of a company’s indemnification provisions must be properly worded — typically achieved by the general counsel and a board vote — to provide indemnification for a CISO equal to every other director or officer of a company,” explains John Peterson of World Insurance Associates, a provider of employment practice liability insurance.
The second safety net for a CISO is the D&O liability insurance policy procured by the CISO’s company through an insurance broker. Even when a company has D&O insurance in place, Peterson advises CISOs to review those policies to make sure they are covered as an “insured person.”
According to the latest IANS Research + Artico Search’s CISO Compensation Report, inclusion of CISOs in D&O insurance policies is increasing.
More than 50% of CISOs in the US and Canada received this insurance benefit as part of their compensation package, according to the 2025 edition of the study. This figure is up from the 40% who said they received this protection in last year’s edition of the CISO Compensation Report.
One in 5 CISOs also reported to IANS Research that they have access to external counsel — typically for investigations or audits.
A question of indemnity
But Ryan Griffin, US cyber leader at insurance broker McGill and Partners, points out that the difference between D&O insurance and a direct indemnification agreement is often misunderstood.
“The most crucial tool for a CISO’s protection is the indemnification agreement with their employer,” Griffin explains. “The D&O policy is how the company pays to protect its officer, but the indemnification agreement is what actually legally guarantees that protection.”
Without a formal indemnification agreement, CISOs are at great risk, Griffin warns.
“They would be responsible for covering their own legal defense costs, forcing them to rely on personal savings or a personal umbrella insurance policy,” Griffin tells CSO. “Beyond the financial hit, their career could be severely damaged.”
Griffin adds: “An enforcement action, even if it’s ultimately dismissed, could result in penalties that bar them from serving as an officer for a public company for years, which seriously limits future job prospects.”
Blame game
Central to the issue as well is accountability, which almost always lands on the shoulders of the person perceived to be “in charge of security,” according to Kenrick Bagnall, president and co-founder of RB-Cyber Assurance.
“Whether that’s the CISO of a Fortune 500 company or the sole IT director of a 100-person manufacturing firm, when things go wrong, someone has to answer for it,” says Bagnall, a former detective constable with the Toronto Police Service.
The difference between a multinational and a midsize company isn’t the exposure, Bagnall says; it’s the resources.
While enterprise CISOs often have access to legal teams and crisis PR advisors to help shield them, a midrange firm often has one or two people — possibly more — wearing multiple hats, like compliance, IT, and security all rolled into one.
This can become an issue because “regulators, customers, and even the courts won’t lower the expectations just because the company is smaller,” Bagnall says.
“Without legal protection, CISOs face significant personal and professional risk,” Bagnall said. “They can be blamed for systemic failures outside of their control — things like legacy systems that were never budgeted for replacement, or business units that refuse to adopt security controls because they’re ‘too disruptive.’”
SolarWinds case continues to cast lingering shadow
The SEC’s 2023 lawsuit against SolarWinds’ CISO Timothy Brown over allegations that he misled investors and failed to accurately report the vendor’s cybersecurity measures is far from an isolated case. Even though the ultimate dismissal of this high-profile lawsuit eased immediate fears that many CISOs might be held personally liable for security incidents the issue has far from gone way.
“Cybersecurity leaders are increasingly held accountable for breaches and their handling of incidents,” CM Law’s Rittenberry Culhane says. “Regulatory bodies, shareholders, and courts are naming CISOs in lawsuits — even when they acted in good faith.”
Midsize companies tend to have more limited legal and compliance resources, making indemnity insurance even more important as a potential safety net for security professionals employed by midrange firms.
“D&O insurance should always be obtained but that doesn’t always cover all the risk,” Rittenberry Culhane says.
Rittenberry Culhane, a former general counsel turned attorney whose practice specializes in advising corporations on risk management and insurance, offered CISOs a best practice checklist:
Confirm CISO coverage under your D&O policy Review policy limits and exclusions for cyber-related claims Consider supplemental indemnification agreements for CISOs and security leaders Align indemnity provisions with incident response and disclosure policies For more, see “Navigating personal liability: post data-breach recommendations for CISOs.”
Governance structures need revamping
The CISO role has evolved faster than the governance structures that protect it, according to RB-Cyber Assurance’s Bagnall.
“We now ask security leaders to be part strategist, part technologist, part crisis responder, and part scapegoat,” Bagnall says. “Until organizations, especially midsized ones, recognize that and build legal and contractual protections accordingly, we’ll continue to see talented leaders hesitate to take on these roles, resulting in organizations of all sizes not getting the proper tech and information security guidance they need.”
“The CISO isn’t just defending the network — they’re defending the business’s reputation, its trust, and its future,” Bagnall adds. “That responsibility deserves protection.”
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Workshop | May 19 | Vilnius, Lithuania
Conference | May 20-22 | Vilnius, Lithuania
CyberWiseCon Europe 2026 Returns to Vilnius — Your Front Line for Cyber Defense
Four Days of Cybersecurity Insights, Hands-On Learning & Global Security Community | May 19–22, 2026
Cyber threats are growing more advanced every day and so must the defenders.
CyberWiseCon Europe 2026, taking place May 19–22 in Vilnius, Lithuania, is the premier event for security professionals, researchers, ethical hackers, and IT leaders working to protect the technologies we rely on.
Now entering its next edition, CyberWiseCon brings together a global community of cybersecurity experts for four days of deep learning, hands-on experiences, and meaningful networking. With 100+ sessions, practical workshops, and attendees from over 35 countries, this conference is built for those who are serious about strengthening their defense strategies in an increasingly complex threat landscape.
This isn’t just another security conference—it’s the place where cybersecurity meets wisdom. Whether you’re on the front lines detecting threats, building secure systems, or shaping organizational strategy, you’ll find sessions designed around real-world challenges and actionable solutions.
Why Attend CyberWiseCon Europe 2026?
CyberWiseCon focuses on what truly matters: practical cybersecurity knowledge. Every talk, demo, and workshop is crafted to give you insights that you can apply immediately—whether you’re mitigating ransomware attacks, implementing Zero Trust, securing your cloud environment, or combating AI-driven threats.
Plus, your ticket gives you access to three top conferences under one roof:
CyberWiseCon Europe DevDays Europe DevOps Pro Europe This unique 3-in-1 experience allows you to explore intersecting areas across cybersecurity, software engineering, and operations—helping you understand and secure the full technology lifecycle.
You’ll also join a vibrant, international gathering of security engineers, CISOs, risk managers, DevSecOps professionals, ethical hackers, and government experts. Networking flows naturally in the cinema-style venue, workshops, interactive sessions, and the legendary conference afterparty.
CyberWiseCon is where defenders learn from defenders—and where your next big idea or career connection may begin.
What to Expect at CyberWiseCon 2026
AI-Driven Cyber Threats – Understanding and defending against AI-powered attacks, deepfakes, and autonomous malware Ransomware Evolution – Double extortion, data theft, and next-gen mitigation strategies Cloud Security & Zero Trust – Building resilient architectures for modern enterprises Ethical Hacking & Pen Testing – Live demos, new exploitation methods, and offensive tooling Cyberwarfare & Nation-State Attacks – Trends, geopolitical impacts, and defense frameworks Blockchain & Quantum Security – Emerging technologies and future-proof cryptography IoT & Mobile Security – Securing a rapidly expanding threat surface Privacy, Compliance & Regulation – Staying ahead of tightening global requirements Whether you’re securing critical infrastructure, defending SaaS environments, or guiding organizational risk, you’ll gain practical knowledge, essential tools, and fresh perspectives.
Tickets Now Available.
Explore the full agenda, meet the speakers, and secure your seat at: https://cyberwisecon.eu/
Don’t miss your opportunity to join Europe’s most forward-thinking cybersecurity community—and prepare for the
challenges that lie ahead.
Book Your Seat The post CyberWiseCon Europe 2026  appeared first on CISO MAG | Cyber Security Magazine.
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The U.S. Cybersecurity and Infrastructure Security Agency (CISA) on Wednesday added a critical flaw impacting ASUS Live Update to its Known Exploited Vulnerabilities (KEV) catalog, citing evidence of active exploitation. The vulnerability, tracked as CVE-2025-59374 (CVSS score: 9.3), has been described as an "embedded malicious code vulnerability" introduced by means of a supply chain compromiseView the full article
Cisco has alerted users to a maximum-severity zero-day flaw in Cisco AsyncOS software that has been actively exploited by a China-nexus advanced persistent threat (APT) actor codenamed UAT-9686 in attacks targeting Cisco Secure Email Gateway and Cisco Secure Email and Web Manager. The networking equipment major said it became aware of the intrusion campaign on December 10, 2025, and that itView the full article
A recent attack on a French ferry, in which an attacker reportedly plugged a tiny computer called a Raspberry Pi into the network in an attempt to break into the vessel’s operations, offers an important lesson for enterprise CISOs: one analyst estimated that half of all enterprises would likely be compromised by the same attack on their physical environment.
The ferry was “immobilized Saturday in the southern French port of Sète as it prepared to sail to Algeria” because of the attack attempt, according to a report from Bloomberg. The Raspberry Pi device “was paired with a cellular modem, enabling remote access to the ferry’s internal computer network and external connections.” 
The good news was that the attack attempt was halted because of good security procedures onboard, the story said. “Investigators said segregation between office and operational networks, along with the absence of remote access to critical controls, prevented lateral movement and ruled out sabotage or hijacking scenarios.”
Enterprise controls ‘watching the wrong roads’
The question for enterprise cybersecurity executives is how well their land-based buildings — offices, stores, gas stations, bank branches, manufacturing facilities, and so forth — would have held up under a similar physical attack. Analysts and other security experts were not optimistic about how they would have fared. 
“Most enterprise security programs are still built for the wrong kind of intruder. They are built for the person who breaks in, not the person who walks in. And the rogue device story is the clearest signal of that shift,” said Sanchit Vir Gogia, the chief analyst at Greyhound Research. “A Raspberry Pi class device with a cellular modem is not just a clever gadget, it is a way to create a new perimeter from inside your building.”
He pointed out that an attacker “does not have to fight your firewalls if they can step around them. They do not need to beat your VPN if they can bring their own internet connection into your wiring closet. That is the part that should keep CISOs awake, because it means a lot of the controls we celebrate are watching the wrong roads. If the traffic leaves through cellular, it does not cross your monitored gateways. Your SOC can be doing everything right and will still see nothing.”
Fred Chagnon, principal research director at Info-Tech Research Group, agreed with Gogia’s concerns. 
“Most offices have dozens of live Ethernet ports in lobbies, under conference tables, and in hallways. These should be administratively disabled at the switch level by default. A port should only be activated when a specific, authorized MAC address is verified via 802.1X authentication,” Chagnon said.
He added, “modern threat actors use MAC Spoofing to make a Raspberry Pi look like a legitimate VoIP phone or printer. CISOs should invest in tools, like Sepio or advanced NACs, that perform physical layer fingerprinting. These tools analyze the electrical and timing characteristics of the hardware to detect if a ‘printer’ is actually a Linux-based implant.”
Chagnon also encouraged extensive use of port locks that require a key, and some type of tamper-evident tape over chassis and ports. “Security sweeps should include looking for extra wires, unauthorized USB hubs, or small boxes that don’t match the asset inventory,” he added. “If a door to a restricted area is opened and a new, unknown device simultaneously appears on that local switch, the SOC should receive a high-priority correlated alert.”
Forrester Senior Analyst Paddy Harrington said that many enterprise security executives “forget how susceptible these things are to attack” and specifically pointed to IoT and OT devices as prime targets. Too many security people, Harrington said, are looking at what shadow devices, such as fitness trackers, are supposed to do, and not focusing on the access the device could get as the start of a backdoor attack.
“You shouldn’t be able to walk up to an Ethernet port and plug in anything. That device needs to be authenticated,” Harrington said, adding that he estimates that 50% of all enterprises cut too many corners on device security. “Why should any IoT lightbulbs have access to financial data?” he asked.
When he confronts enterprise security leaders on physical security, he said, he gets pushback. For example, in a recent discussion about network segmentation, the executive told him, “To segment our environment to that degree is going to take a lot of time and effort, and we are redirecting our money elsewhere.”
Harrington said, “I’m sorry, but that is a poor excuse.”
However, one security executive, Flavio Villanustre, CISO for the LexisNexis Risk Solutions Group, said that these types of physical attacks can be challenging to block.
“The proliferation of inexpensive and very capable single board computers such as the Raspberry Pi have made this problem much harder. Intrusion detection in the network should have detected behavioral anomalies, but that’s easier said than done if you have a large complex network and the Raspberry Pi looks like just another normal IoT device,” Villanustre pointed out. “And this is assuming that it was even connected to the network, rather than [to] some ancient serial bus in the ship’s control systems.”
Proceed with caution
Villanustre encouraged anyone discovering such a device to proceed cautiously. 
“Disconnecting the device could result in losing important forensic information if not careful. It’s not too hard to equip the device with a tiny battery or supercapacitor that would give it enough time to wipe itself out if disconnected from the network or somehow tampered with,” Villanustre said. “Trying to send false information is even harder, because you would need to identify the protocols used by the device to know what to send. A bigger concern is if the device is connected to perhaps another device in the ship and could trigger a damaging action if tampered with. It could even detonate explosives.”
Whisper Security CEO Kaveh Ranjibar added that his advice for dealing with this kind of physical discovery is “immediate isolation and forensic analysis, but with one critical step before physical removal: map the blast radius. Before you pull the plug, capture the device’s network traffic. Who is it talking to? What domains is it querying?”
“Using infrastructure intelligence, you can often attribute the actor based on the neighborhood of the command-and-control servers they use, allowing you to understand if this is a script kiddie or a GRU operation before you touch the hardware,” Ranjibar said. 
 Ranjibar said that when such devices phone home, they may reveal a lot of usable information. 
“A rogue device like a Raspberry Pi, even with a cellular modem, isn’t invisible. It has to phone home to receive commands or exfiltrate data. It creates an infrastructure footprint: a new IP address, a DNS resolution or a connection to a specific Autonomous System Number (ASN),” Ranjibar said.
“CISOs need to move beyond just monitoring their internal LAN,” he added. “They need continuous external infrastructure monitoring. If a device on your vessel or in your building starts communicating with a network block known for hosting state-sponsored malware, or if a new shadow asset appears on your perimeter, that is your tripwire. You might not catch the person planting the device, but you should instantly catch the device when it connects to the internet.”
View the full article
A recent attack on a French ferry, in which an attacker reportedly plugged a tiny computer called a Raspberry Pi into the network in an attempt to break into the vessel’s operations, offers an important lesson for enterprise CISOs: one analyst estimated that half of all enterprises would likely be compromised by the same attack on their physical environment.
The ferry was “immobilized Saturday in the southern French port of Sète as it prepared to sail to Algeria” because of the attack attempt, according to a report from Bloomberg. The Raspberry Pi device “was paired with a cellular modem, enabling remote access to the ferry’s internal computer network and external connections.” 
The good news was that the attack attempt was halted because of good security procedures onboard, the story said. “Investigators said segregation between office and operational networks, along with the absence of remote access to critical controls, prevented lateral movement and ruled out sabotage or hijacking scenarios.”
Enterprise controls ‘watching the wrong roads’
The question for enterprise cybersecurity executives is how well their land-based buildings — offices, stores, gas stations, bank branches, manufacturing facilities, and so forth — would have held up under a similar physical attack. Analysts and other security experts were not optimistic about how they would have fared. 
“Most enterprise security programs are still built for the wrong kind of intruder. They are built for the person who breaks in, not the person who walks in. And the rogue device story is the clearest signal of that shift,” said Sanchit Vir Gogia, the chief analyst at Greyhound Research. “A Raspberry Pi class device with a cellular modem is not just a clever gadget, it is a way to create a new perimeter from inside your building.”
He pointed out that an attacker “does not have to fight your firewalls if they can step around them. They do not need to beat your VPN if they can bring their own internet connection into your wiring closet. That is the part that should keep CISOs awake, because it means a lot of the controls we celebrate are watching the wrong roads. If the traffic leaves through cellular, it does not cross your monitored gateways. Your SOC can be doing everything right and will still see nothing.”
Fred Chagnon, principal research director at Info-Tech Research Group, agreed with Gogia’s concerns. 
“Most offices have dozens of live Ethernet ports in lobbies, under conference tables, and in hallways. These should be administratively disabled at the switch level by default. A port should only be activated when a specific, authorized MAC address is verified via 802.1X authentication,” Chagnon said.
He added, “modern threat actors use MAC Spoofing to make a Raspberry Pi look like a legitimate VoIP phone or printer. CISOs should invest in tools, like Sepio or advanced NACs, that perform physical layer fingerprinting. These tools analyze the electrical and timing characteristics of the hardware to detect if a ‘printer’ is actually a Linux-based implant.”
Chagnon also encouraged extensive use of port locks that require a key, and some type of tamper-evident tape over chassis and ports. “Security sweeps should include looking for extra wires, unauthorized USB hubs, or small boxes that don’t match the asset inventory,” he added. “If a door to a restricted area is opened and a new, unknown device simultaneously appears on that local switch, the SOC should receive a high-priority correlated alert.”
Forrester Senior Analyst Paddy Harrington said that many enterprise security executives “forget how susceptible these things are to attack” and specifically pointed to IoT and OT devices as prime targets. Too many security people, Harrington said, are looking at what shadow devices, such as fitness trackers, are supposed to do, and not focusing on the access the device could get as the start of a backdoor attack.
“You shouldn’t be able to walk up to an Ethernet port and plug in anything. That device needs to be authenticated,” Harrington said, adding that he estimates that 50% of all enterprises cut too many corners on device security. “Why should any IoT lightbulbs have access to financial data?” he asked.
When he confronts enterprise security leaders on physical security, he said, he gets pushback. For example, in a recent discussion about network segmentation, the executive told him, “To segment our environment to that degree is going to take a lot of time and effort, and we are redirecting our money elsewhere.”
Harrington said, “I’m sorry, but that is a poor excuse.”
However, one security executive, Flavio Villanustre, CISO for the LexisNexis Risk Solutions Group, said that these types of physical attacks can be challenging to block.
“The proliferation of inexpensive and very capable single board computers such as the Raspberry Pi have made this problem much harder. Intrusion detection in the network should have detected behavioral anomalies, but that’s easier said than done if you have a large complex network and the Raspberry Pi looks like just another normal IoT device,” Villanustre pointed out. “And this is assuming that it was even connected to the network, rather than [to] some ancient serial bus in the ship’s control systems.”
Proceed with caution
Villanustre encouraged anyone discovering such a device to proceed cautiously. 
“Disconnecting the device could result in losing important forensic information if not careful. It’s not too hard to equip the device with a tiny battery or supercapacitor that would give it enough time to wipe itself out if disconnected from the network or somehow tampered with,” Villanustre said. “Trying to send false information is even harder, because you would need to identify the protocols used by the device to know what to send. A bigger concern is if the device is connected to perhaps another device in the ship and could trigger a damaging action if tampered with. It could even detonate explosives.”
Whisper Security CEO Kaveh Ranjibar added that his advice for dealing with this kind of physical discovery is “immediate isolation and forensic analysis, but with one critical step before physical removal: map the blast radius. Before you pull the plug, capture the device’s network traffic. Who is it talking to? What domains is it querying?”
“Using infrastructure intelligence, you can often attribute the actor based on the neighborhood of the command-and-control servers they use, allowing you to understand if this is a script kiddie or a GRU operation before you touch the hardware,” Ranjibar said. 
 Ranjibar said that when such devices phone home, they may reveal a lot of usable information. 
“A rogue device like a Raspberry Pi, even with a cellular modem, isn’t invisible. It has to phone home to receive commands or exfiltrate data. It creates an infrastructure footprint: a new IP address, a DNS resolution or a connection to a specific Autonomous System Number (ASN),” Ranjibar said.
“CISOs need to move beyond just monitoring their internal LAN,” he added. “They need continuous external infrastructure monitoring. If a device on your vessel or in your building starts communicating with a network block known for hosting state-sponsored malware, or if a new shadow asset appears on your perimeter, that is your tripwire. You might not catch the person planting the device, but you should instantly catch the device when it connects to the internet.”
View the full article
A recent attack on a ferry, in which an attacker reportedly plugged a tiny computer called a Raspberry Pi into the network in an attempt to break into the vessel’s operations, offers an important lesson for enterprise CISOs: one analyst estimated that half of all enterprises would likely be compromised by the same attack on their physical environment.
The ferry was “immobilized Saturday in the southern French port of Sète as it prepared to sail to Algeria” because of the attack attempt, according to a report from Bloomberg. The Raspberry Pi device “was paired with a cellular modem, enabling remote access to the ferry’s internal computer network and external connections.” 
The good news was that the attack attempt was halted because of good security procedures onboard, the story said. “Investigators said segregation between office and operational networks, along with the absence of remote access to critical controls, prevented lateral movement and ruled out sabotage or hijacking scenarios.”
Enterprise controls ‘watching the wrong roads’
The question for enterprise cybersecurity executives is how well their land-based buildings — offices, stores, gas stations, bank branches, manufacturing facilities, and so forth — would have held up under a similar physical attack. Analysts and other security experts were not optimistic about how they would have fared. 
“Most enterprise security programs are still built for the wrong kind of intruder. They are built for the person who breaks in, not the person who walks in. And the rogue device story is the clearest signal of that shift,” said Sanchit Vir Gogia, the chief analyst at Greyhound Research. “A Raspberry Pi class device with a cellular modem is not just a clever gadget, it is a way to create a new perimeter from inside your building.”
He pointed out that an attacker “does not have to fight your firewalls if they can step around them. They do not need to beat your VPN if they can bring their own internet connection into your wiring closet. That is the part that should keep CISOs awake, because it means a lot of the controls we celebrate are watching the wrong roads. If the traffic leaves through cellular, it does not cross your monitored gateways. Your SOC can be doing everything right and will still see nothing.”
Fred Chagnon, principal research director at Info-Tech Research Group, agreed with Gogia’s concerns. 
“Most offices have dozens of live Ethernet ports in lobbies, under conference tables, and in hallways. These should be administratively disabled at the switch level by default. A port should only be activated when a specific, authorized MAC address is verified via 802.1X authentication,” Chagnon said.
He added, “modern threat actors use MAC Spoofing to make a Raspberry Pi look like a legitimate VoIP phone or printer. CISOs should invest in tools, like Sepio or advanced NACs, that perform physical layer fingerprinting. These tools analyze the electrical and timing characteristics of the hardware to detect if a ‘printer’ is actually a Linux-based implant.”
Chagnon also encouraged extensive use of port locks that require a key, and some type of tamper-evident tape over chassis and ports. “Security sweeps should include looking for extra wires, unauthorized USB hubs, or small boxes that don’t match the asset inventory,” he added. “If a door to a restricted area is opened and a new, unknown device simultaneously appears on that local switch, the SOC should receive a high-priority correlated alert.”
Forrester Senior Analyst Paddy Harrington said that many enterprise security executives “forget how susceptible these things are to attack” and specifically pointed to IoT and OT devices as prime targets. Too many security people, Harrington said, are looking at what shadow devices, such as fitness trackers, are supposed to do, and not focusing on the access the device could get as the start of a backdoor attack.
“You shouldn’t be able to walk up to an Ethernet port and plug in anything. That device needs to be authenticated,” Harrington said, adding that he estimates that 50% of all enterprises cut too many corners on device security. “Why should any IoT lightbulbs have access to financial data?” he asked.
When he confronts enterprise security leaders on physical security, he said, he gets pushback. For example, in a recent discussion about network segmentation, the executive told him, “To segment our environment to that degree is going to take a lot of time and effort, and we are redirecting our money elsewhere.”
Harrington said, “I’m sorry, but that is a poor excuse.”
However, one security executive, Flavio Villanustre, CISO for the LexisNexis Risk Solutions Group, said that these types of physical attacks can be challenging to block.
“The proliferation of inexpensive and very capable single board computers such as the Raspberry Pi have made this problem much harder. Intrusion detection in the network should have detected behavioral anomalies, but that’s easier said than done if you have a large complex network and the Raspberry Pi looks like just another normal IoT device,” Villanustre pointed out. “And this is assuming that it was even connected to the network, rather than [to] some ancient serial bus in the ship’s control systems.”
Proceed with caution
Villanustre encouraged anyone discovering such a device to proceed cautiously. 
“Disconnecting the device could result in losing important forensic information if not careful. It’s not too hard to equip the device with a tiny battery or supercapacitor that would give it enough time to wipe itself out if disconnected from the network or somehow tampered with,” Villanustre said. “Trying to send false information is even harder, because you would need to identify the protocols used by the device to know what to send. A bigger concern is if the device is connected to perhaps another device in the ship and could trigger a damaging action if tampered with. It could even detonate explosives.”
Whisper Security CEO Kaveh Ranjibar added that his advice for dealing with this kind of physical discovery is “immediate isolation and forensic analysis, but with one critical step before physical removal: map the blast radius. Before you pull the plug, capture the device’s network traffic. Who is it talking to? What domains is it querying?”
“Using infrastructure intelligence, you can often attribute the actor based on the neighborhood of the command-and-control servers they use, allowing you to understand if this is a script kiddie or a GRU operation before you touch the hardware,” Ranjibar said. 
 Ranjibar said that when such devices phone home, they may reveal a lot of usable information. 
“A rogue device like a Raspberry Pi, even with a cellular modem, isn’t invisible. It has to phone home to receive commands or exfiltrate data. It creates an infrastructure footprint: a new IP address, a DNS resolution or a connection to a specific Autonomous System Number (ASN),” Ranjibar said.
“CISOs need to move beyond just monitoring their internal LAN,” he added. “They need continuous external infrastructure monitoring. If a device on your vessel or in your building starts communicating with a network block known for hosting state-sponsored malware, or if a new shadow asset appears on your perimeter, that is your tripwire. You might not catch the person planting the device, but you should instantly catch the device when it connects to the internet.”
View the full article
Kiklas | shutterstock.com
Mitte Dezember wurde eine Fähre in Besitz der Mediterranean Shipping Company über Stunden in einem französischen Hafen festgesetzt, wie Bloomberg berichtete. Der Grund: Es bestand der Verdacht, dass russische Cyberkriminelle versucht haben, das Netzwerk des Schiffs zu hacken – mit einem Raspberry Pi. Dieser war demnach mit einem Mobilfunkmodem gekoppelt, das den Fernzugriff auf das interne Computernetzwerk der Fähre und externe Verbindungen ermöglichen sollte.
Die gute Nachricht: Der Angriffsversuch konnte dank robuster Security-Maßnahmen an Bord gestoppt werden. Dem Bloomberg-Bericht zufolge waren Office- und Operations-Netzwerke getrennt und der Fernzugriff auf kritische Steuerelemente des Schiffs deaktiviert. Das habe verhindert, dass die Angreifer sich lateral durch das Netzwerk bewegen konnten und war entscheidend, um mögliche Sabotage- oder auch Entführungsszenarien zu verhindern.
Was soll dann dieser Beitrag? Analysten schätzen, dass die Hälfte aller Unternehmen durch einen identischen Angriff kompromittiert worden wäre, weil physische Security vielerorts immer noch nicht die nötige Beachtung findet.
Enterprise-Kontrollen, die ins Leere laufen
CISOs und Sicherheitsentscheider sollten sich eingehend damit beschäftigen, wie gut eigentlich relevante Gebäude – also Büros, Geschäftsstellen oder auch Produktionsstätten – mit Blick auf mögliche physische Angriffe abgesichert sind. Analysten und Security-Profis sehen hier enorm viel Luft nach oben. Etwa Sanchit Vir Gogia, Chefanalyst bei Greyhound Research: “Die meisten Sicherheitsprogramme von Unternehmen sind immer noch auf die falsche Art von Eindringling ausgerichtet. Sie sind für die Personen konzipiert, die einbrechen – nicht für die, die einfach durch die Vordertür hereinspazieren.”
Die Story von der beinahe gehackten Fähre sei ein deutliches Signal dafür, dass sich dringend etwas ändern müsse, so der Analyst: “Ein Raspberry Pi mit Mobilfunkmodem ist nicht nur ein cleveres Gadget. Er bietet auch die Möglichkeit, einen neuen Perimeter innerhalb Ihres Gebäudes zu schaffen.”
Angreifer müssten sich so keine Mühe mehr geben, Firewalls oder VPNs zu überwinden, sie brächten stattdessen einfach ihre eigene Internetverbindung mit: “Das sollte CISOs nachts wachhalten, denn es bedeutet im Umkehrschluss, dass viele etablierte Kontrollmechanismen potenziell ins Leere laufen, weil sie den Fokus auf die falschen Bereiche richten. Wenn der Datenverkehr per Mobilfunk abfließt, nützt auch das beste Monitoring-Gateway nichts.”
Fred Chagnon, Principal Research Director bei der Info-Tech Research Group, teilt die Bedenken von Gogia: “Die meisten Büros verfügen über Dutzende von aktiven Ethernet-Ports in Lobbys, Konferenzräumen und Fluren. Diese sollten standardmäßig auf Switch-Ebene administrativ deaktiviert werden. Ein Port sollte nur dann aktiviert werden, wenn eine bestimmte, autorisierte MAC-Adresse über die 802.1X-Authentifizierung überprüft wurde”, empfiehlt der Experte. Moderne Angreifer so Chagnon weiter, nutzten MAC-Spoofing, um einen Raspberry Pi wie ein legitimes VoIP-Telefon oder einen Drucker aussehen zu lassen. Deshalb empfiehlt er CISOs, in Tools oder fortschrittliche NACs zu investieren, die Fingerprinting auf physikalischer Ebene gewährleisten: “Diese Tools analysieren die elektrischen und zeitlichen Charakteristiken der Hardware, um festzustellen, ob ein Drucker tatsächlich einer ist – oder nur ein ‘Implantat’ auf Linux-Basis.”
Chagnon empfiehlt Sicherheitsentscheidern zudem dringend den umfassenden Einsatz von manipulationssicheren Port-Sperren: “Im Rahmen von Sicherheitskontrollen dürfen zusätzliche Kabel, nicht autorisierte USB-Hubs oder kleine undefinierbare Boxen, die nicht mit dem Bestand übereinstimmen, keinesfalls unter den Tisch fallen”, mahnt der Experte.
Raspberry Pi gefunden?
Sollten Sie im Zuge Ihrer Kontrollmaßnahmen solche Geräte identifizieren, ist in erster Linie Vorsicht angebracht. Zwar empfiehlt es sich, das Device zu isolieren und forensisch zu untersuchen – allerdings sollten Sie dabei mit Bedacht vorgehen. Das rät zumindest Flavio Villanustre, CISO der LexisNexis Risk Solutions Group: “Solche Devices vom einfach vom Netzwerk zu trennen, könnte zum Verlust wichtiger forensischer Informationen führen.”
Es sei nicht allzu schwer, das Gerät mit einer Batterie oder einem Superkondensator auszustatten, die dafür sorgen, dass sich das Device selbst löscht, wenn es vom Netzwerk getrennt oder auf andere Weise manipuliert wird. Darüber hinaus bestehe die Gefahr, dass die Geräte mit weiteren Devices verbunden seien, die schädliche Aktionen auslösen könnten – im Extremfall auch Sprengstoffexplosionen.
Kaveh Ranjibar, CEO von Whisper Security, hat einen weiteren guten Tipp für CISOs mit physischen Security-Problemen auf Lager: “Mithilfe einer intelligenten Infrastruktur können Sie Bedrohungsakteure oft darüber identifizieren, wo der verwendete Command-and-Control-Server steht. So lässt sich oft schon vor dem Zugriff auf die Hardware erkennen, ob es sich um Script-Kiddies oder staatlich beauftragte Hacker handelt.”
Wie Ranjibar festhält, können Devices dieser Art viele nützliche Informationen preisgeben, sobald sie erbeutete Daten “nach Hause” senden: “Ein Gerät wie ein Raspberry Pi, das für schadhafte Zwecke eingesetzt wird, ist selbst mit einem Mobilfunkmodem nicht unsichtbar. Es muss sich mit der Zentrale verbinden, um Befehle zu empfangen oder Daten zu exfiltrieren. Dadurch entsteht ein Infrastruktur-Fußabdruck: eine neue IP-Adresse, eine DNS-Resolution oder eine Verbindung zu einer bestimmten ASN”, erklärt der Sicherheitsexperte.
Er fügt hinzu: “CISOs benötigen eine kontinuierliche Überwachung der externen Infrastruktur. Sie können vielleicht nicht die Person erwischen, die das Gerät platziert. Aber sie sollten dafür sorgen, das Gerät sofort zu erwischen, wenn es sich mit dem Netz verbindet.” (fm)
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A warning from Microsoft that a Windows patch issued last week may cause the Message Queuing (MSMQ) function in the operating system to malfunction could be behind multiple reports of internet of things (IoT) applications failing.
David Shipley, head of Canadian security awareness training provider Beauceron Security, says he saw a query on a Microsoft learning forum today asking if the MSMQ problem is behind the failure of a firm’s point of sale system to issue sales receipts.
Another person posted a query on a different Microsoft forum about a building in an unnamed city being without its fire alarm or smoke detector systems.
A link between these posts and the December 16 security update from Microsoft on the MSMQ issue couldn’t be confirmed. But Shipley said it is odd that Microsoft’s initial advice says that a workaround is available, but instead of detailing it, it urges admins to contact Microsoft Support For Businesses.
“The scariest words when it comes to a serious bug in Windows you’re trying to fix, that’s crashing your applications, is, ‘Call us,’” he said.
MSMQ is a protocol for secure messaging between applications, Shipley noted, so if there is a problem, “it’s going to break stuff.”
The Microsoft post says that individuals using Windows Home or Pro editions on personal devices are “very unlikely to experience this issue. This issue primarily affects enterprise or managed IT environments,” including those running clustered MSMQ environments under load.
Symptoms include:
MSMQ becoming inactive; Internet Information Services (IIS) sites failing with “Insufficient resources to perform operation” errors; applications unable to write to queues; errors such as “The message file ‘C:\Windows\System32\msmq\storage*.mq’ cannot be created” when creating message files; misleading log entries such as “There is insufficient disk space or memory”, despite sufficient disk space and memory being available. Affected are servers running Windows Server 2019 and 2016, Windows Server 2012 R2 and Windows Server 2012.
Also affected are PCs running Windows 10 version 22H2, Windows 10 version 21H2, Windows 10 version 1809, and Windows 10 version 1607. Support for Windows 10 ended October 14, so the issue should only affect these systems if admins have paid for extended support and received the December update.
This issue is caused by a December Patch Tuesday security update (KB5071546) that introduced changes to the MSMQ security model and NTFS permissions on the C:\Windows\System32\MSMQ\ storage folder. MSMQ users now require write access to this folder, which is normally restricted to administrators, says Microsoft. As a result, attempts to send messages via MSMQ APIs might fail with resource errors.
“A workaround is available for affected devices,” says the Microsoft update. “To apply the workaround and mitigate this issue in your organization, please contact Microsoft Support for business. We are investigating this issue and will provide more information when it is available.” 
Jack Bicer, director of vulnerability research at Action1, suggested as a temporary workaround for MSMQ failures that Windows admins grant write access to the MSMQ directory C:\Windows\System32\msmq. Once Microsoft provides the official update, revert the directory permissions to their original state and deploy the fix, he said.
Danny Nguyen of Wicloud suggested on a Microsoft Learn forum that admins could either roll back the December security update (KB5071546) or adjust the permissions, as Bicer suggests. However, Nguyen urged admins to consult with their security team before making system-level permission changes.
A Microsoft spokesperson was asked for comment, but no response was received by press time.
This isn’t the first MSMQ problem in recent memory; last year Microsoft discovered a remote code execution vulnerability (CVE-2024-30008) that carried a criticality rating of 9.8. 
In this case, however, said Robert Beggs, head of Canadian incident response firm DigitalDefence, although the cause of the issue is a security patch, the impact and workaround are not strictly security issues. Therefore, he believes the fix is a workaround that does not involve security and security support, but regular support for a Windows system. 
As for the company’s reason for asking admins to contact Microsoft Support for Business for the workaround, he suggested that Microsoft may want to spread the workload to ensure that security support is not overworked.
More broadly, warned Shipley, any update that leads to a business application failure is the kind of issue that turns admins off patching. December is the biggest month of the year for retail, and not the time for POS machines to go down because of the installation of a new patch.
This article originally appeared on Computerworld.
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Apple today introduced several changes to the App Store in Japan to meet the requirements of the Mobile Software Competition Act (MSCA) that goes into effect on December 18. The MSCA is similar to Europe's Digital Markets Act (DMA) so the Japanese ‌App Store‌ will work a lot like the EU ‌App Store‌, but there are some differences.


Here's a quick rundown of what's changing as of today:

Side Button - Users in Japan will be able to change what the side button does, and it will be able to activate third-party voice assistants instead of Siri.
Payment options - Developers can offer in-app purchases, accept third-party payments in their apps, or direct users to a website to make a purchase.
Alternative app marketplaces - Apps can be distributed through alternative app marketplaces instead of the ‌App Store‌. Users can set an alternative app marketplace as their default marketplace instead of the ‌App Store‌.
Fee changes - New fees range from 5% to 26% depending on distribution method and payment method.
Browser choice - Users are prompted to select a default browser at setup.
Search engine choice - Users are prompted to choose a default Search engine at setup.
Navigation apps - Users in Japan can select a different navigation app.

Alternative Payment Options

There is a notable difference between how alternative payment options are implemented in Japan and how they are implemented in the EU. Developers in Japan are required to display third-party digital purchase options alongside in-app purchase options, so customers can choose to use in-app purchase if desired.

Purchase screens can link to a website or use a third-party payment service for end-to-end checkout directly in an app, but those two alternative payment options must be displayed right alongside an in-app purchase option. Developers are required to make the in-app purchase button at least as prominent as other payment options that are displayed.

Japanese developers are able to offer different price points, so a direct payment link can be cheaper than the accompanying in-app purchase option. When a user chooses an alternative payment option or taps a link to a website to make a purchase, an in-app sheet will let them know they are no longer transacting with Apple. It informs users that refund requests and other Apple-provided services will not be available.

Alternative App Marketplaces

App developers in Japan can offer their apps through the ‌App Store‌ or through any alternative app marketplace. Apps and app marketplaces are subject to Apple's Notarization process, and there is no option to distribute apps through a website like there is in the EU.

Any developer is able to build an app marketplace. As in the EU, alternative app marketplaces will be checked for basic functionality, malware, and security threats for user protection purposes, but Apple does not have content oversight.

App marketplaces can establish their own content rules if desired, and must handle fraud prevention, customer support, and refunds. Apple says that app marketplaces will need to be authorized and will have to meet ongoing requirements to serve developers and users.

App developers in Japan can select an ‌App Store‌ or alternative app marketplace when using ‌App Store‌ Connect, and can distribute apps through one marketplace or many.

Users are able to set a default app marketplace that replaces the ‌App Store‌ as the primary app option.

Fees in Japan

Apple has established a new fee structure in Japan, and fees are based on distribution and payment method. Apple says that fees will be the same or lower for 100% of developers in Japan.

Participants in the Small Business Program, Video Partner Program, and Mini Apps Partner Program will pay the reduced rate below. Subscriptions in apps maintained after the first year are also subjected to the lower fee. The Small Business Program includes developers that earn less than 1 million USD annually. Developers that earn more than that have to pay Apple's full commission rates.

App Store w/ In-App Purchase - Varies from 15% to 26%. 21% base fee, 5% payment processing fee. Base fee is 10% for program participants, and 5% fee remains the same.
App Store w/ Alt Purchase - Varies from 10% to 21%. 21% base fee, no payment processing fee. 10% for program participants.
App Store w/ Web Link - Varies from 10% to 15%. 15% Store Services Fee, 10% for program participants.
Alternative Marketplace - 5% Core Technology Commission.

To explain it another way, all apps on the ‌App Store‌ will pay a 10% or 21% ‌App Store‌ commission. For purchases made using in-app purchase through the ‌App Store‌, Apple will collect an additional 5%. Purchases made in an app through an alternate payment method will not incur the 5% fee, but developers will need to pay the fee from whatever payment processing service they're using.

Web link fees are lower. Apple will collect 15% from standard users, or 10% from program participants. There is no payment processing fee, but developers will need to pay the fee of the third-party payment processing service.

Non-App Store distribution has the lowest fee, at 5%. The Core Technology Commission applies to the sale of digital goods and services, including paid apps in alternative app marketplaces.

Side Button Changes

Users in Japan can change the function of the Side Button, assigning a voice-based conversational app. There are criteria that apps need to meet to be eligible to operate with the Side Button, and Apple has created an API to allow developers of voice-based conversational apps to request Side Button access.

Apps that offer a conversational experience as their primary purpose are eligible to be used with the Side Button. That includes chatbot apps like ChatGPT, Claude, or Gemini.

The Side Button will be able to activate the voice chat mode in an eligible third-party app, and it will function much like the Action Button does now when launching an app using a Shortcut.

Child Protections

All apps need to provide an install sheet with a clear age rating, regardless of whether an app is distributed through the ‌App Store‌ or an app marketplace.

Apps in the Kids category will not be able to include links to websites to complete transactions at all. Apps outside of the kids category cannot link to websites for transactions for users under 13 years old. Developers are able to include a link to a website for transactions in their app, with that link only displayed to users that are over the age of 13 to meet the MSCA's requirements.

For all users under the age of 18, all ‌App Store‌ apps that use alternative payment processing or link to a website for transactions must include a parental gate that requires younger users to involve their parent before making a purchase.

Apple plans to release APIs in the future to better support the new requirements.

Browser and Search Engine Choice

During the device setup process, iPhone users in Japan are presented with browser and search engine selection screens with options displayed in a randomized order. Safari and Google Search will no longer be the automatic default in Japan.

Developers in Japan can choose alternative web browser engines other than WebKit, as long as those browser engines meet Apple's privacy requirements.

Users can change their defaults in the Defaults section of the Settings app.

Interoperability

Like in the EU, Japan's MSCA requires Apple to accept interoperability requests. Developers can ask Apple to add new features that will allow them expanded access to hardware and software features. There is also a baseline interoperability requirement.

Apple has more control over interoperability in Japan than it does in the EU, and it is able to consider security and privacy risks when deciding whether to implement an interoperability feature.

Interoperability requirements in the EU have led to delayed features like Live Translation, or have prevented Apple from implementing features like Screen Mirroring. Apple does not anticipate that interoperability requirements will lead to delayed features in Japan because Japan's law includes exceptions for privacy and security.

Navigation

‌iPhone‌ users in Japan can select a different app as the default navigation app.

MSCA vs. DMA

Apple worked with Japanese regulators on the MSCA, and sees it as a better solution than the DMA in Europe. Changes mandated by the MSCA expose users to some risk by allowing non-App Store app installations, but it maintains protections for children.

Though the MSCA allows for alternative app distribution, it does not include a provision for downloading apps directly from websites, so Apple is able to maintain some level of security by overseeing app marketplaces. Apple is able to require apps to offer both in-app purchase and alternative payment methods, allowing users in Japan to decide their preference.

The MSCA also allows Apple to deny interoperability requests that would expose users to privacy and security risks, while the DMA does not.

Fee structures and features provided by Apple are not as complicated in Japan as they are in the European Union. Japan's fees are similar to the Store Services Tier 2 fee in the EU (applicable to all apps starting on January 1, 2026), which includes all ‌App Store‌ functionality for a 15 to 20% total fee.

Japan does not have the Store Services Tier 1 option, which cuts down on ‌App Store‌ functionality that Apple delivers but also lowers fees to 10% to 12%.

Availability

Apple is implementing the ‌App Store‌ and iOS changes starting today, with the functionality built into the iOS 26.2 update that came out on December 12. Developers with iOS apps in Japan can start shipping the new features immediately, with more detailed information available on Apple's developer site. The changes are only applicable to iOS apps distributed in Japan.
This article, "Japan App Store Gets Alternative Marketplaces, Third-Party Payments and More" first appeared on MacRumors.com

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A Chinese-linked threat group identified as “Ink Dragon” is targeting common weaknesses in Internet Information Services (IIS) servers to build a global espionage network that is difficult to track or disrupt, security vendor Check Point has reported.
Also nicknamed “Earth Alux,” (Trend Mico) and “REF7707” (Elastic Security Labs), the group’s activities date back to early 2023, at which time it targeted governments in Southeast Asia and South America. This has since expanded to target European countries.
Ink Dragon might sound similar in its modus operandi to several other Chinese threat groups engaged in nation-state surveillance, such as UNC6384, whose campaigns targeted European diplomats.
However, during a recent investigation at the office of a European government, Check Point said it had discovered that the group has now pivoted towards what it called “an unusually sophisticated playbook” with longer term goals.
Key to this is IIS, Microsoft’s aging web server platform, which is still present in many networks, especially those in the public sector. This platform holds two attractions: it is widely deployed, and is often misconfigured and insecure.
The campaign begins when attackers compromise an IIS server, gain access to the internal network where they harvest local credentials, study admin sessions, using these and Microsoft Remote Desktop to move laterally without attracting attention. At this point, the group installs a customized IIS module that turns the server into an invisible “quiet” relay inside the group’s wider global infrastructure.
“These servers forward commands and data between different victims, creating a communication mesh that hides the true origin of the attack traffic,” explain Check Point’s researchers.
Shadow infrastructure
The attack has two goals: to compromise government servers and plunder their networks for intelligence while, secondly, borrowing them to relay attack traffic to and from other compromised servers in a way that makes detecting the group’s command & control (C2) much harder.
This tactic cleverly dodges the problem of having to rely on conventional C2 infrastructure which is vulnerable to takedown and disruption. Instead, the hijacked and trusted government servers become the infrastructure.
“Across incidents, the same story repeats. A small web facing issue becomes the first step. A series of quiet pivots leads to domain level control. The environment is then repurposed as part of a larger network that powers operations against additional targets,” said Check Point. As to the traffic itself, the group hides communication inside ordinary mailbox drafts, making it look like everyday communication.
Coincidentally, Check Point found that a second Chinese threat group, RudePanda, was simultaneously exploiting IIS weaknesses to compromise government servers. This meant that RudePanda “ended up operating in the same [compromised] environments at the same time.”
The discoveries underscore the issue of IIS misconfiguration. Beyond listing the group’s indicators of compromise (IoCs), Check Points offers no specific advice on how to counter this. Nevertheless, some actions suggest themselves: audit the modules running on IIS against a known good baseline, enable advanced IIS logging, configure IIS to make common view state vulnerabilities less likely, and consider putting IIS servers behind a web application firewall (WAF).

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There's now a dedicated Apple Music app for ChatGPT, which allows ChatGPT to make music recommendations and build playlists based on your ‌Apple Music‌ listening history.


‌Apple Music‌ can be added to ChatGPT through the Settings section in the Mac app, website, or iOS app. ‌Apple Music‌ is listed under the apps option, and connecting to it requires signing in with your Apple Account for authorization purposes.

ChatGPT can be used to search through the ‌Apple Music‌ catalog for songs, artists, albums, and playlists, even without an ‌Apple Music‌ subscription. OpenAI says that all users are able to discover music, generate playlists, and listen to preview clips in ChatGPT.

‌Apple Music‌ subscribers can add songs, albums, and playlists to their ‌Apple Music‌ Library using ChatGPT. When ‌Apple Music‌ is added to ChatGPT, it can be selected by tapping on the "+" button. Playlists and suggestions generated by ChatGPT can be opened directly in ‌Apple Music‌.

ChatGPT's ‌Apple Music‌ feature was first shared yesterday, but the functionality wasn't live. The app is now available to add to ChatGPT.Tags: Apple Music, ChatGPT
This article, "ChatGPT's Apple Music Integration Is Now Live" first appeared on MacRumors.com

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SonicWall has rolled out fixes to address a security flaw in Secure Mobile Access (SMA) 100 series appliances that it said has been actively exploited in the wild. The vulnerability, tracked as CVE-2025-40602 (CVSS score: 6.6), concerns a case of local privilege escalation that arises as a result of insufficient authorization in the appliance management console (AMC). It affects the followingView the full article
Apple today provided public beta testers with the first release of an upcoming macOS Tahoe 26.3 update for testing purposes. The public beta comes two days after Apple provided the beta to developers.


After signing up for beta testing on Apple's beta site, public beta testers can download the updates using the Software Update section in the System Settings app.

We don't know about any new features in macOS Tahoe 26.3 as of yet, but Apple might introduce new capabilities in later beta releases.

The beta is limited to developers and public beta testers at the current time, but we are expecting Apple to release the update at the end of January. Related Roundup: macOS Tahoe 26Related Forum: macOS Tahoe
This article, "Apple Releases First macOS Tahoe 26.3 Public Beta" first appeared on MacRumors.com

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A new distributed denial-of-service (DDoS) botnet known as Kimwolf has enlisted a massive army of no less than 1.8 million infected devices comprising Android-based TVs, set-top boxes, and tablets, and may be associated with another botnet known as AISURU, according to findings from QiAnXin XLab. "Kimwolf is a botnet compiled using the NDK [Native Development Kit]," the company said in a reportView the full article
Apple today provided beta testers with the first releases of upcoming iOS 26.2, iPadOS 26.2, tvOS 26.2, and watchOS 26.2 updates for testing purposes. The public betas come a couple of days after Apple provided the betas to developers.


Anyone can download and install public betas, and all that's required is to sign up on Apple's beta site. Once you've opted in, the software can be downloaded through the Software Update section in the Settings app on each device.

iOS 26.3 introduces a simpler way for iPhone users to transfer their data to an Android device when switching platforms, plus it includes a Notification Forwarding feature for third-party wearables in the European Union. It will allow notifications to be forwarded from the ‌iPhone‌ to a third-party device.

No new features have been found in the other beta updates as of yet.

We're expecting iOS 26.3, iPadOS 26.3, and the other software to come out somewhere around the end of January.Related Roundups: iOS 26, iPadOS 26Related Forum: iOS 26
This article, "Apple Releases First iOS 26.3 and iPadOS 26.3 Public Betas" first appeared on MacRumors.com

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Samsung kicked off a holiday sale last week, and this event has expanded recently with even more great deals on monitors, TVs, Galaxy smartphones, and home appliances. Many of these deals are the exact same all-time low prices we tracked during Black Friday and Cyber Monday.

Note: MacRumors is an affiliate partner with Samsung. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running.

Regarding TVs, there are quite a few models of The Frame TV on sale, including a new all-time low price on The Frame Pro models. You can get the 2025 65-inch The Frame TV for $1,199.99 ($600 off), as well as The Frame Pro for $1,999.00 ($1,200 off).

$1,200 OFFThe Frame Pro for $1,999.00

This is also a good time to purchase a Samsung monitor, with hundreds of monitor deals available during the event. One of the best markdowns is on the 57-inch Odyssey Neo G9 Curved Gaming Monitor, available for $1,499.99, down from $2,299.99. If you're looking to add a second monitor to your workstation, you'll also find a few smaller options, like the 32-inch ViewFinity S7 for $299.99, down from $459.99.

For even more potential savings, eligible shoppers have the chance to get additional discounts through Samsung offer programs. These programs provide extra discounts for students, military, and employees of select businesses, and they provide up to 30 percent extra savings on Samsung's website, so be sure to check whether you're eligible for any of these programs.

Monitors

27-inch Odyssey G3 Monitor - $139.99, down from $229.99
32-inch ViewFinity S70A UHD Monitor - $299.99, down from $459.99
34-inch ViewFinity S6 Monitor - $399.99, down from $799.99
43-inch Odyssey Neo G7 Smart Gaming Monitor - $549.99, down from $999.99
27-inch Odyssey OLED G6 Gaming Monitor - $599.99, down from $899.99
49-inch Odyssey G9 Gaming Monitor - $777.99, down from $1,299.99
49-inch Odyssey OLED G9 Monitor - $899.99, down from $1,799.99
55-inch Odyssey Ark 2nd Gen - $1,299.99, down from $2,699.99
57-inch Odyssey Neo G9 Curved Gaming Monitor - $1,499.99, down from $2,299.99
TVs

55-inch QLED QEF1 Smart TV - $379.99, down from $599.99
55-inch QLED Q7F Smart TV - $399.99, down from $529.99
55-inch QLED Q8F Smart TV - $599.99, down from $749.99
75-inch Vision AI Smart TV - $679.99, down from $1,199.99
50-inch The Frame - $799.99, down from $1,099.99
75-inch Neo QLED QN70F Smart TV - $1,199.99, down from $1,599.99
65-inch The Frame - $1,199.99, down from $1,799.99 (extra $100 off available through offer programs)
55-inch OLED S95F Smart TV - $1,899.99, down from $2,299.99
75-inch The Frame Pro - $1,999.99, down from $3,199.99
85-inch The Frame Pro - $3,299.99, down from $4,299.99 (extra $660 off available through offer programs)
85-inch Neo QLED QN90F Smart TV - $2,299.99, down from $4,499.99
Appliances

Bespoke Smart Dishwasher - $899.99, down from $1,299.00
Large Capacity Side-by-Side Fridge - $999.00, down from $1,666.00
4-Door French Door Fridge - $1,799.00, down from $2,999.00
Bespoke All-in-One Combo Washer/Dryer - $2,099.00, down from $3,299.00
Mega Capacity 3-Door French Door Fridge - $2,499.00, down from $3,499.00
Bespoke 4-Door Flex Fridge - $2,050.00, down from $4,099.00
Bespoke 4-Door Flex Fridge - $3,399.99, down from $4,999.00
Galaxy Products

Galaxy XR - Save up to $1,140 with the Explorer Pack
Galaxy S25 Ultra - Save up to $700 in instant trade-in credit
Galaxy Ring - Get up to $150 trade-in credit
Galaxy Watch Ultra - Save up to $250
Galaxy Watch 8 - Save up to $200

If you're on the hunt for more discounts, be sure to visit our Apple Deals roundup where we recap the best Apple-related bargains of the past week.



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This article, "Samsung Expands Holiday Sale With Major Discounts on Popular Monitors and TVs" first appeared on MacRumors.com

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The Russian state-sponsored threat actor known as APT28 has been attributed to what has been described as a "sustained" credential-harvesting campaign targeting users of UKR[.]net, a webmail and news service popular in Ukraine. The activity, observed by Recorded Future's Insikt Group between June 2024 and April 2025, builds upon prior findings from the cybersecurity company in May 2024 thatView the full article
An internal Apple kernel debug kit suggests Apple has tested a MacBook with the A15 chip, alongside a separate A18 Pro-based MacBook that appears to be closer to a shippable product.


The information comes from internal kernel debug kit files used by Apple engineers. The kit was accidentally released on Apple's website earlier this year, but it was quickly pulled after information started leaking out of it.

Within the Mac-related entries, there is a line that explicitly describes an unreleased MacBook configuration running an A15 chip. The row appears under a project label "mac14p" on a platform labeled H14P. MacRumors believes this A15 MacBook corresponds to the codename J267.

In the same dataset, there is also a separate MacBook entry tied to the A18 Pro. It has the identifier J700 and is described as using an A18 Pro chip with a "Sunrise" wireless subsystem attributed to MediaTek. Compared with the A15 test configuration, the A18 Pro MacBook entry reads more like a defined product configuration, since it is identified with a specific internal codename and accompanying subsystem details.

It is also highly unlikely that Apple would release a Mac powered by the A15 Bionic in 2026, almost five years after the chip was introduced. A MacBook with the A18 Pro chip would be markedly more capable, future-proof, and in-step with the company's current selection of chips.

The A15 MacBook was almost certainly used as an unreleased test platform ahead of widely reported plans to release a low-cost MacBook with an iPhone chip. The original Apple silicon Mac mini Developer Transition Kit featured an A12Z chip, but all Apple silicon Macs available to consumers have featured M-series chips.

Rumors suggest the low-cost MacBook will launch next year, featuring the A18 Pro chip, a 13-inch display, and silver, blue, pink, and yellow color options.
This article, "Apple Tested a MacBook With the A15 Chip" first appeared on MacRumors.com

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You can get the 13-inch M4 MacBook Air (256GB) for $749.00 today on Amazon, down from $999.00, with guaranteed Christmas delivery for select colors. This price matches the Amazon all-time low price on the M4 MacBook Air, and there are similar lows on other models with higher storage.

Note: MacRumors is an affiliate partner with Amazon. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running.

If you're looking for the larger model, you can get the 15-inch 256GB computer for $949.00, down from $1,199.00. You'll also find many of the 512GB models of the 13-inch and 15-inch M4 MacBook Air on sale this week.

$250 OFF13-inch M4 MacBook Air (256GB) for $749.00
$250 OFF15-inch M4 MacBook Air (256GB) for $949.00

If you're on the hunt for more discounts, be sure to visit our Apple Deals roundup where we recap the best Apple-related bargains of the past week.



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This article, "Amazon Brings Back All-Time Low Prices on M4 MacBook Air With Christmas Delivery" first appeared on MacRumors.com

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The threat actor linked to Operation ForumTroll has been attributed to a fresh set of phishing attacks targeting individuals within Russia, according to Kaspersky. The Russian cybersecurity vendor said it detected the new activity in October 2025. The origins of the threat actor are presently unknown. "While the spring cyberattacks focused on organizations, the fall campaign honed in onView the full article
Containers are the universal path to production for most developers, and Docker has always been the steward of the ecosystem. Docker Hub has over 20 billion monthly pulls, with nearly 90% of organizations now relying on containers in their software delivery workflows. That gives us a responsibility: to help secure the software supply chain for the world.
Why? Supply-chain attacks are exploding. In 2025, they caused more than $60 billion in damage, tripling from 2021. No one is safe. Every language, every ecosystem, every build and distribution step is a target. 
For this reason, we launched Docker Hardened Images (DHI), a secure, minimal, production-ready set of images, in May 2025, and since then have hardened over 1,000 images and helm charts in our catalog. Today, we are establishing a new industry standard by making DHI freely available and open source to everyone who builds software. All 26 Million+ developers in the container ecosystem. DHI is fully open and free to use, share, and build on with no licensing surprises, backed by an Apache 2.0 license. DHI now gives the world a secure, minimal, production-ready foundation from the very first pull.
If it sounds too good to be true, here’s the bottom line up front: every developer and every application can (and should!) use DHI without restrictions. When you need continuous security patching, applied in under 7 days, images for regulated industries (e.g., FIPS, FedRAMP), you want to build customized images on our secure build infrastructure, or you need security patches beyond end-of-life, DHI has commercial offerings. Simple.
Since the introduction of DHI, enterprises like Adobe and Qualcomm have bet on Docker for securing their entire enterprise to achieve the most stringent levels of compliance, while startups like Attentive and Octopus Deploy have accelerated their ability to get compliance and sell to larger businesses.
Now everyone and every application can build securely from the first docker build. Unlike other opaque or proprietary hardened images, DHI is compatible with Alpine and Debian, trusted and familiar open source foundations teams already know and can adopt with minimal change. And while some vendors suppress CVEs in their feed to maintain a green scanner, Docker is always transparent, even when we’re still working on patches, because we fundamentally believe you should always know what your security posture is. The result: dramatically reduced CVEs (guaranteed near zero in DHI Enterprise), images up to 95 percent smaller, and secure defaults without ever compromising transparency or trust.
There’s more. We’ve already built Hardened Helm Charts to leverage DHI images in Kubernetes environments; those are open source too. And today, we’re expanding that foundation with Hardened MCP Servers. We’re bringing DHI’s security principles to the MCP interface layer, the backbone of every agentic app. And starting now, you can run hardened versions of the MCP servers developers rely on most: Mongo, Grafana, GitHub, and more. And this is just the beginning. In the coming months, we will extend this hardened foundation across the entire software stack with hardened libraries, hardened system packages, and other secure components everyone depends on. The goal is simple: be able to secure your application from main() down. 

The philosophy of Docker Hardened Images
Base images define your application’s security from the very first layer, so it’s critical to know exactly what goes into them. Here’s how we approach it.
First: total transparency in every part of our minimal, opinionated, secure images.
DHI uses a distroless runtime to shrink the attack surface while keeping the tools developers rely on. But security is more than minimalism; it requires full transparency. Too many vendors blur the truth with proprietary CVE scoring, downgraded vulnerabilities, or vague promises about reaching SLSA Build Level 3.
DHI takes a different path. Every image includes a complete and verifiable SBOM. Every build provides SLSA Build Level 3 provenance. Every vulnerability is assessed using transparent public CVE data; we won’t hide vulnerabilities when we haven’t fixed them. Every image comes with proof of authenticity. The result: a secure foundation you can trust, built with clarity, verified with evidence, and delivered without compromise.
Second: Migrating to secure images takes real work, and no one should pretend otherwise. But as you’d expect from Docker, we’ve focused on making the DX incredibly easy to use. As we mentioned before, DHI is built on the open source foundations the world already trusts, Debian and Alpine, so teams can adopt it with minimal friction.  We’re reducing that friction even more: Docker’s AI assistant can scan your existing containers and recommend or even apply equivalent hardened images; the feature is experimental as this is day one, but we’ll quickly GA it as we learn from real world migrations. 
Lastly: we think about the most aggressive SLAs and longest support times and make certain that every piece of DHI can support that when you need it.
DHI Enterprise, the commercial offering of DHI, includes a 7-day commitment for critical CVE remediation, with a roadmap toward one day or less. For regulated industries and mission-critical systems, this level of trust is mandatory. Achieving it is hard. It demands deep test automation and the ability to maintain patches that diverge from upstream until they are accepted. That is why most organizations cannot do this on their own. In addition, DHI Enterprise allows organizations to easily customize DHI images, leveraging Docker’s build infrastructure which takes care of the full image lifecycle management for you, ensuring that build provenance and compliance is maintained. For example, typically organizations need to add certificates and keys, system packages, scripts, and so on. DHI’s build service makes this trivial.
Because our patching SLAs and our build service carry real operational cost, DHI has historically been one commercial offering. But our vision has always been broader. This level of security should be available to everyone, and the timing matters. Now that the evidence, infrastructure, and industry partnerships are in place, we are delivering on that vision. That is why today we are making Docker Hardened Images free and open source.
This move carries the same spirit that defined Docker Official Images over a decade ago. We made them free, kept them free, and backed them with clear docs, best practices, and consistent maintenance. That foundation became the starting point for millions of developers and partners.
Now we’re doing it again. DHI being free is powered by a rapidly growing ecosystem of partners, from Google, MongoDB, and the CNCF delivering hardened images to security platforms like Snyk and JFrog Xray integrating DHI directly into their scanners. Together, we are building a unified, end-to-end supply chain that raises the security bar for the entire industry.

“Docker’s move to make its hardened images freely available under Apache 2.0 underscores its strong commitment to the open source ecosystem. Many CNCF projects can already be found in the DHI catalog, and giving the broader community access to secure, well-maintained building blocks helps us strengthen the software supply chain together. It’s exciting to see Docker continue to invest in open collaboration and secure container infrastructure.”
Jonathan Bryce
Executive Director at the Cloud Native Computing Foundation
“Software supply chain attacks are a severe industry problem. Making Docker Hardened Images free and pervasive should underpin faster, more secure software delivery across the industry by making the right thing the easy thing for developers.”
James Governor
Analyst and Co-founder, RedMonk
“Security shouldn’t be a premium feature. By making hardened images free, Docker is letting every developer, not just big enterprises, start with a safer foundation. We love seeing tools that reduce noise and toil, and we’re ready to run these secure workloads on Google Cloud from day one”
Ryan J. Salva
Senior Director of Product at Google, Developer Experiences
“At MongoDB, we believe open source plays a central role in how modern software is built, enabling flexibility, choice, and developer productivity. That’s why we’re excited about free Docker Hardened Images for MongoDB. These images provide trusted, ready-to-deploy building blocks on proven Linux foundations such as Alpine and Debian, and with an Apache 2.0 license, they remain fully open source and free for anyone to use. With Docker Hub’s global reach and MongoDB’s commitment to reliability and safety, we are making it easier to build with confidence on a secure and open foundation for the future”
Jim Scharf
Chief Technology Officer, MongoDB
“We’re excited to partner with Docker to deliver secure, enterprise-grade AI workloads from development to production. With over 50 million users and the majority of Fortune 500 trusting Anaconda to help them operate at enterprise scale securely, this partnership with Docker brings that same foundation to Docker Hardened Images. This enables teams to spend less time managing risk and more time innovating, while reducing the time from idea to production.”
David DeSanto
Chief Executive Officer, Anaconda
“Socket stops malicious packages at install time, and Docker Hardened Images (DHI) give those packages a trustworthy place to run. With free DHI, teams get both layers of protection without lifting a finger. Pull a hardened image, run npm install, and the Socket firewall embedded in the DHI is already working for you. That is what true secure-by-default should look like, and we’re excited to partner with Docker and make it happen at their scale.”
Feross Aboukhadijeh
Founder and CEO, Socket
“Teams building with Temporal orchestrate mission-critical workflows, and Docker is how they deploy those services in production. Making Docker Hardened Images freely available gives our users a very strong foundation for those workflows from day one, and Extended Lifecycle Support helps them keep long running systems secure without constant replatforming.”
Maxim Fateev
Chief Technology Officer, Temporal
“At CircleCI, we know teams need to validate code as fast as they can generate it—and that starts with a trusted foundation. Docker Hardened Images eliminate a critical validation bottleneck by providing pre-secured, continuously verified components right from the start, helping teams ship fast, with confidence.”
Rob Zuber
Chief Technology Officer, CircleCI
“We evaluated multiple options for hardened base images and chose Docker Hardened Images (DHI) for its alignment with our supply chain security posture, developer tooling compatibility, Docker’s maturity in this space, and integration with our existing infrastructure. Our focus was on balancing trust, maintainability, and ecosystem compatibility.”
Vikram Sethi
Principal Scientist, Adobe
A Secure Path for Every Team and Business
Everyone now has a secure foundation to start from with DHI. But businesses of all shapes and sizes often need more. Compliance requirements and risk tolerance may demand CVE patches ahead of upstream the moment the source becomes available. Companies operating in enterprise or government sectors must meet strict standards such as FIPS or STIG. And because production can never stop, many organizations need security patching to continue even after upstream support ends.
That is why we now offer three DHI options, each built for a different security reality.
Docker Hardened Images: Free for Everyone. DHI is the foundation modern software deserves: minimal hardened images, easy migration, full transparency, and an open ecosystem built on Alpine and Debian.
Docker Hardened Images (DHI) Enterprise: DHI Enterprise delivers the guarantees that organizations, governments, and institutions with strict security or regulatory demands rely on. FIPS-enabled and STIG-ready images. Compliance with CIS benchmarks. SLA-backed remediations they can trust for critical CVEs in under 7 days. And those SLAs keep getting shorter as we push toward one-day (or less) critical fixes.
For teams that need more control, DHI Enterprise delivers. Change your images. Configure runtimes. Install tools like curl. Add certificates. DHI Enterprise gives you unlimited customization, full catalog access, and the ability to shape your images on your terms while staying secure.
DHI Extended Lifecycle Support (ELS): ELS is a paid add-on to DHI Enterprise, built to solve one of software’s hardest problems. When upstream support ends, patches stop but vulnerabilities don’t. Scanners light up, auditors demand answers, and compliance frameworks expect verified fixes. ELS ends that cycle with up to five additional years of security coverage, continuous CVE patches, updated SBOMs and provenance, and ongoing signing and auditability for compliance.
You can learn more about these options here.
Here’s how to get started
Securing the container ecosystem is something we do together. Today, we’re giving the world a stronger foundation to build on. Now we want every developer, every open source project, every software vendor, and every platform to make Docker Hardened Images the default.
Join our launch webinar to get hands-on and learn what’s new. Start using Docker Hardened Images today for free. Explore the docs and bring DHI into your workflows                Join our partner program and help raise the security bar for everyone.     Lastly, we are just getting started, and if you’re reading this and want to help build the future of container security, we’d love to meet you. Join us.
Authors’ Notes
Christian Dupuis
Today’s announcement marks a watershed moment for our industry. Docker is fundamentally changing how applications are built-secure by default for every developer, every organization, and every open-source project. 
This moment fills me with pride as it represents the culmination of years of work: from the early days at Atomist building an event-driven SBOM and vulnerability management system, the foundation that still underpins Docker Scout today, to unveiling DHI earlier this year, and now making it freely available to all. I am deeply grateful to my incredible colleagues and friends at Docker who made this vision a reality, and to our partners and customers who believed in us from day one and shaped this journey with their guidance and feedback.
Yet while this is an important milestone, it remains just that, a milestone. We are far from done, with many more innovations on the horizon. In fact, we are already working on what comes next.
Security is a team sport, and today Docker opened the field to everyone. Let’s play.
Michael Donovan
I joined Docker to positively impact as many developers as possible. This launch gives every developer the right to secure their applications without adding toil to their workload. It represents a monumental shift in the container ecosystem and the digital experiences we use every day.
I’m extremely proud of the product we’ve built and the customers we serve every day. I’ve had the time of my life building this with our stellar team and I’m more excited than ever for what’s to come next.
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Apple has made the battery replacement process easier for the 14-inch M5 MacBook Pro, allowing users of its self-service repair program to replace just the battery, without removing other internal components.


Before now, manual battery replacement on what is currently Apple's only M5-powered MacBook Pro required swapping out several modules alongside the battery itself. However, the new process Apple has introduced only requires removing the bottom case and the battery management unit flex cable before accessing the battery.

Apple is now selling standalone battery modules through its Self Service Repair Store. Apart from the cost of the necessary repair tools, the replacement battery costs $209.25, and users can get a $22.50 credit by returning their old battery.

Apple has also published a detailed repair manual to guide users and independent repair shops through the procedure. The manual includes step-by-step instructions for safely removing the rear case, discharging the battery, removing the old battery's adhesive strips, and installing the replacement unit.

The change tackles a concern raised by iFixit in its October teardown of the M5 MacBook Pro, which found battery replacement to be one of the device's most challenging repairability aspects. That said, with 14 disassembly steps and 27 reassembly steps, it's probably still a job most users would rather leave to a professional.

Apple launched its self-service repair program in 2022, giving customers access to genuine parts, tools, and repair manuals for select iPhones, iPads, Macs, Studio Displays, and Beats Pill speakers. The company says the program is "intended for individuals who are experienced with the complexities of repairing electronic devices."Tag: Self Service Repair
This article, "M5 MacBook Pro Gets Easier Battery Replacement Process" first appeared on MacRumors.com

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JumpCloud’s Remote Assist for Windows agent contained a critical local privilege escalation flaw, allowing full system compromise.
Disclosed by XM Cyber, the vulnerability stems from insecure file operations during uninstall or update flows that execute with Windows NT AUTHORITY\SYSTEM privileges. The bug could allow a low-privileged local user to elevate themselves to full system control or induce denial-of-service conditions on corporate machines.
JumpCloud’s agent is widely used in enterprise environments as part of its cloud-based Directory-as-a-service platform, managing device access and remote support features across Windows endpoints. According to XM Cyber’s Hillel Pinto, attackers only need a local foothold to exploit the flaw, generally obtainable from phishing, remote support sessions, or developer machines.
Systems running Remote Assist for Windows before version 0.317 are vulnerable and need to be updated immediately to mitigate risks.
Privileged uninstall in a untrusted temp space
The flaw, tracked as CVE-2025-34352 and rated at CVSS 8.5 out of 10, highlights risks from improper handling of privileged operations on Windows endpoints. During uninstall or update operations, the JumpCloud agent triggers the Remote Assist uninstaller with system-level privileges, the highest possible authority in Windows.
However, that routine performs create, write, execute, and delete actions on files in a user-writable %TEMP% subdirectory without validating the trustworthiness of the path or resetting access control lists.
Because the uninstaller performs privileged file operations inside a user-controlled %TEMP% directory, a low-privileged attacker can abuse those operations to overwrite or delete protected system files.
“What we have is a JumpCloud process with NT AUTHORITY\SYSTEM privileges that is deleting, writing, and executing a file with a predictable filename from an untrusted path,” Pinto said in a blog post. “The core of the exploit involves Link Following, utilizing mount points and symbolic links to redirect the privileged I/O operation.”
Full privilege escalation and denial of service
The vulnerability opens two primary exploitation vectors with significant operational impact: full privilege escalation to system level, and denial of service (DoS).
By manipulating filesystem paths and leveraging race conditions, an attacker can redirect the uninstaller’s operations to delete or overwrite protected installer configuration targets, ultimately triggering techniques that give them a system-level command prompt. System access on an enterprise endpoint effectively grants control over policy enforcement, credential theft paths, and lateral movement capabilities.
Alternatively, attackers can get the privileged process to write arbitrary data to sensitive system files (such as drivers), corrupting them and forcing blue screen of death (BSOD) conditions. This not only knocks machines offline but can require substantial remediation effort, particularly across distributed fleets.
Pinto said that updating to JumpCloud Remote Assist for Windows version 0.317.0 or later will remediate this issue. “My team and I responsibly disclosed the vulnerability to JumpCloud, which confirmed the findings and promptly released a patch.” While >NIST’s National Vulnerability Database (NVD) marks the flaw as fixed and references the JumpCloud Agent release notes for patching, there is currently no note dedicated to the flaw on the page or on JumpCloud’s support site. JumpCloud did not immediately respond to CSO’s request for comments.
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Modern security teams often feel like they’re driving through fog with failing headlights. Threats accelerate, alerts multiply, and SOCs struggle to understand which dangers matter right now for their business. Breaking out of reactive defense is no longer optional. It’s the difference between preventing incidents and cleaning up after them. Below is the path from reactive firefighting to aView the full article
Unlike some Android phones, iPhones don't have a dedicated notification LED that lights up when you get a call, text, or other alert. What iPhones do include is an optional Accessibility feature for the deaf and hard of hearing that blinks the rear camera flash and provides a visual cue for incoming notifications. And in iOS 26.2, Apple has added the ability to flash the front display, too.


Even if your hearing is fine, having a visual cue for incoming alerts can be handy to have if, say, you're in a quiet environment like a library and don't want to create a disturbance. What's more, in iOS 26.2, you can choose for both the display and the camera LED to flash. That way, you'll see the alert flash whichever way your iPhone is lying on a table.

How to Enable Flash for Alerts

Follow the steps below to turn on screen flash for alerts on your ‌iPhone‌ running iOS 26.2.
Open the Settings app on your iPhone, then tap Accessibility.
Under "Hearing," tap Audio & Visual.
Scroll to the bottom and tap Flash for Alerts.
Toggle on Flash for Alerts, then tap LED Flash, Screen, or Both.You'll see that the last menu includes toggle switches so that you can control whether the flash happens when your device is unlocked, as well as if it should flash when in silent mode.
This article, "Make Your iPhone Display Flash for Alerts" first appeared on MacRumors.com

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The threat actor known as Jewelbug has been increasingly focusing on government targets in Europe since July 2025, even as it continues to attack entities located in Southeast Asia and South America. Check Point Research is tracking the cluster under the name Ink Dragon. It's also referenced by the broader cybersecurity community under the names CL-STA-0049, Earth Alux, and REF7707. TheView the full article
Evgeny_V – shutterstock.com
Das Team von Amazon Threat Intelligence stellte fest, dass eine vom russischen Staat geförderte Cyberspionagegruppe vermehrt Energieunternehmen und Anbieter kritischer Infrastrukturen (KRITIS) ins Visier genommen hat.
Die Gruppe ist demnach seit mindestens 2021 aktiv und hat es vor allem auf Fehlkonfigurationen von Geräten abgesehen. Die Angreifer nutzen aber auch bekannte Schwachstellen wie CVE-2022-26318 in WatchGuard Firebox- und XTM-Geräten, CVE-2021-26084 und CVE-2023-22518 in Confluence oder CVE-2023-2753 in Veeam Backup aus.
Laut den von Amazon gesammelten Telemetriedaten hat sich die Gruppe in diesem Jahr jedoch stark auf Fehlkonfigurationen konzentriert und sich von Zero-Day- oder N-Day-Schwachstellen abgewendet. Die Hauptziele waren demnach Enterprise Router und Routing-Infrastrukturen, VPN-Konzentratoren und Remote-Access-Gateways, Netzwerkmanagement-Appliances, Kollaborations- und Wiki-Plattformen sowie Cloud-basierte Projektmanagementsysteme.
„Diese taktische Anpassung ermöglicht die gleichen operativen Ergebnisse, nämlich das Sammeln von Anmeldedaten und laterale Bewegungen innerhalb der Online-Dienste und Infrastrukturen der Opfer, während gleichzeitig die Entdeckungsgefahr und der Ressourcenaufwand der Akteure reduziert werden“, so die Security-Spezialisten.
Verbindungen zu Sandworm und Curly COMrades
Die Telemetriedaten zeigen, dass es Überschneidungen zwischen der Infrastruktur der Gruppe und Sandworm gibt, die auch als APT44 und Seashell Blizzard bekannt ist und mit dem russischen Militärgeheimdienst GRU in Verbindung steht. Zudem besteht ein Zusammenhang mit einer Gruppe, deren Aktivitäten in der Vergangenheit von Bitdefender unter dem Namen Curly COMrades dokumentiert wurden.
Es könnte sich jedoch um zusammenarbeitende Untergruppen innerhalb des GRU handeln: Während die von Amazon verfolgte Gruppe den ersten Zugriff und die laterale Bewegung übernimmt, stellt Curly COMrades die Persistenz des Hosts durch seine benutzerdefinierten Malware-Implantate CurlyShell und CurlCat sicher.
Amazon entdeckte Angriffe auf Netzwerk-Edge-Geräte von Kunden, die auf AWS-EC2-Instanzen gehostet werden. Dabei stellten die Angreifer über von ihnen kontrollierte IP-Adressen dauerhafte Verbindungen her. Dies deutet auf einen interaktiven Zugriff auf die kompromittierten Geräte hin.
Abgriff von Anmeldedaten
Die Sicherheitsforscher beobachteten auch Credential-Replay-Angriffe auf andere Online-Dienste der Opfer, bei denen gestohlene Domain-Anmeldedaten nach der Kompromittierung von Netzwerk-Edge-Geräten verwendet wurden. Das Amazon-Team geht davon aus, dass die Täter Anmeldedaten sammeln, indem sie die Funktionen der kompromittierten Geräte zur Erfassung und Analyse des Datenverkehrs nutzen.
„Die zeitliche Lücke zwischen der Kompromittierung der Geräte und den Authentifizierungsversuchen gegen die Dienste der Opfer deutet eher auf eine passive Sammlung als auf einen aktiven Diebstahl von Anmeldedaten hin“, heißt es im Forschungsbericht.
Beim Abfangen des Netzwerkverkehrs gehen die Angreifer ähnlich vor wie Sandworm. Die gezielte Ausrichtung auf Netzwerk-Edge-Geräte versetzt sie dabei in die Lage, Anmeldedaten während der Übertragung abzufangen.
Tipps zum Schutz für KRITIS-Betreiber
Die Gruppe konzentriert sich stark auf den Energiesektor. Dazu zählen zudem MSSPs (Managed Security Service Provider) mit Kunden aus der Energieversorgung. Die Angreifer haben jedoch auch Technologie- und Cloud-Dienstleister sowie TK-Anbieter in mehreren Regionen ins Visier genommen.
Amazon rät Unternehmen, ihre Netzwerk-Edge-Geräte auf unauthorisierte Packet Capture Files oder -Dienstprogramme zu überprüfen. Zudem wird empfohlen, Gerätekonfigurationen zu checken und Verwaltungsschnittstellen zu isolieren sowie eine Multi-Faktor-Authentifizierung zu implementieren.
Unternehmen sollten außerdem Authentifizierungsprotokolle prüfen und Authentifizierungsversuche aus unerwarteten geografischen Standorten überwachen. Zudem empfiehlt sich, eine Anomalieerkennung für Authentifizierungsmuster für alle Online-Dienste zu implementieren. Auch die Verwendung von Klartextprotokollen, die Anmeldedaten während der Übertragung offenlegen könnten, sollte kontrolliert werden.
Der Amazon-Bericht enthält zudem Indikatoren für Kompromittierungen im Zusammenhang mit dieser Angriffskampagne sowie spezifische Sicherheitsempfehlungen speziell für AWS-Umgebungen. (jm)
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Evgeny_V – shutterstock.com
Das Team von Amazon Threat Intelligence stellte fest, dass eine vom russischen Staat geförderte Cyberspionagegruppe vermehrt Energieunternehmen und Anbieter kritischer Infrastrukturen (KRITIS) ins Visier genommen hat.
Die Gruppe ist demnach seit mindestens 2021 aktiv und hat es vor allem auf Fehlkonfigurationen von Geräten abgesehen. Die Angreifer nutzen aber auch bekannte Schwachstellen wie CVE-2022-26318 in WatchGuard Firebox- und XTM-Geräten, CVE-2021-26084 und CVE-2023-22518 in Confluence oder CVE-2023-2753 in Veeam Backup aus.
Laut den von Amazon gesammelten Telemetriedaten hat sich die Gruppe in diesem Jahr jedoch stark auf Fehlkonfigurationen konzentriert und sich von Zero-Day- oder N-Day-Schwachstellen abgewendet. Die Hauptziele waren demnach Enterprise Router und Routing-Infrastrukturen, VPN-Konzentratoren und Remote-Access-Gateways, Netzwerkmanagement-Appliances, Kollaborations- und Wiki-Plattformen sowie Cloud-basierte Projektmanagementsysteme.
„Diese taktische Anpassung ermöglicht die gleichen operativen Ergebnisse, nämlich das Sammeln von Anmeldedaten und laterale Bewegungen innerhalb der Online-Dienste und Infrastrukturen der Opfer, während gleichzeitig die Entdeckungsgefahr und der Ressourcenaufwand der Akteure reduziert werden“, so die Security-Spezialisten.
Verbindungen zu Sandworm und Curly COMrades
Die Telemetriedaten zeigen, dass es Überschneidungen zwischen der Infrastruktur der Gruppe und Sandworm gibt, die auch als APT44 und Seashell Blizzard bekannt ist und mit dem russischen Militärgeheimdienst GRU in Verbindung steht. Zudem besteht ein Zusammenhang mit einer Gruppe, deren Aktivitäten in der Vergangenheit von Bitdefender unter dem Namen Curly COMrades dokumentiert wurden.
Es könnte sich jedoch um zusammenarbeitende Untergruppen innerhalb des GRU handeln: Während die von Amazon verfolgte Gruppe den ersten Zugriff und die laterale Bewegung übernimmt, stellt Curly COMrades die Persistenz des Hosts durch seine benutzerdefinierten Malware-Implantate CurlyShell und CurlCat sicher.
Amazon entdeckte Angriffe auf Netzwerk-Edge-Geräte von Kunden, die auf AWS-EC2-Instanzen gehostet werden. Dabei stellten die Angreifer über von ihnen kontrollierte IP-Adressen dauerhafte Verbindungen her. Dies deutet auf einen interaktiven Zugriff auf die kompromittierten Geräte hin.
Abgriff von Anmeldedaten
Die Sicherheitsforscher beobachteten auch Credential-Replay-Angriffe auf andere Online-Dienste der Opfer, bei denen gestohlene Domain-Anmeldedaten nach der Kompromittierung von Netzwerk-Edge-Geräten verwendet wurden. Das Amazon-Team geht davon aus, dass die Täter Anmeldedaten sammeln, indem sie die Funktionen der kompromittierten Geräte zur Erfassung und Analyse des Datenverkehrs nutzen.
„Die zeitliche Lücke zwischen der Kompromittierung der Geräte und den Authentifizierungsversuchen gegen die Dienste der Opfer deutet eher auf eine passive Sammlung als auf einen aktiven Diebstahl von Anmeldedaten hin“, heißt es im Forschungsbericht.
Beim Abfangen des Netzwerkverkehrs gehen die Angreifer ähnlich vor wie Sandworm. Die gezielte Ausrichtung auf Netzwerk-Edge-Geräte versetzt sie dabei in die Lage, Anmeldedaten während der Übertragung abzufangen.
Tipps zum Schutz für KRITIS-Betreiber
Die Gruppe konzentriert sich stark auf den Energiesektor. Dazu zählen zudem MSSPs (Managed Security Service Provider) mit Kunden aus der Energieversorgung. Die Angreifer haben jedoch auch Technologie- und Cloud-Dienstleister sowie TK-Anbieter in mehreren Regionen ins Visier genommen.
Amazon rät Unternehmen, ihre Netzwerk-Edge-Geräte auf unauthorisierte Packet Capture Files oder -Dienstprogramme zu überprüfen. Zudem wird empfohlen, Gerätekonfigurationen zu checken und Verwaltungsschnittstellen zu isolieren sowie eine Multi-Faktor-Authentifizierung zu implementieren.
Unternehmen sollten außerdem Authentifizierungsprotokolle prüfen und Authentifizierungsversuche aus unerwarteten geografischen Standorten überwachen. Zudem empfiehlt sich, eine Anomalieerkennung für Authentifizierungsmuster für alle Online-Dienste zu implementieren. Auch die Verwendung von Klartextprotokollen, die Anmeldedaten während der Übertragung offenlegen könnten, sollte kontrolliert werden.
Der Amazon-Bericht enthält zudem Indikatoren für Kompromittierungen im Zusammenhang mit dieser Angriffskampagne sowie spezifische Sicherheitsempfehlungen speziell für AWS-Umgebungen. (jm)
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Apple is in talks with suppliers to manage iPhone chip assembly and packaging in India for the first time, reports The Economic Times.


"Exploratory conversations" are said to have taken place with semiconductor company CG Semi, which is constructing one of India's first outsourced semiconductor assembly and test (OSAT) facilities in Sanand, Gujarat.

From the report, citing people with knowledge of the matter:
As the report mentions, Apple sources its iPhone display panels from the world's three leading OLED manufacturers: Samsung Display, LG Display, and BOE. The display driver ICs used with these panels are supplied by companies such as Samsung, Novatek, Himax, and LX Semicon, which in turn rely mainly on chip fabrication and packaging facilities in South Korea, Taiwan, and China.

If the discussions between Apple and CG Semi bear fruit, the move would be another example of Apple pivoting to India as a major supply chain and manufacturing hub. Apple reportedly assembled $22 billion worth of iPhones in India during the 12 months ending in March 2025, a nearly 60% increase over the previous year. Foxconn, Tata Electronics, and Pegatron now operate facilities in India focused on ‌iPhone‌ manufacturing. Apple is apparently aiming to manufacture the majority of iPhones sold in the United States in India by the end of 2026.Tag: India
This article, "Apple Explores iPhone Chip Packaging in India for the First Time" first appeared on MacRumors.com

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TypeScript with NestJS is now one of the most reliable combinations for building clean, scalable backend applications. Companies across Pune and India need developers who can design strong APIs and services using TypeScript and NestJS. If you want to grow as a backend or full-stack developer, TypeScript with NestJs Training In Pune is a practical way to learn these skills through real examples and guided practice.
What TypeScript and NestJS Offer
TypeScript is a superset of JavaScript that adds static typing, so many mistakes are caught while writing code, not later during runtime. This makes large codebases easier to maintain, refactor, and scale. NestJS is a Node.js framework built around TypeScript that uses a clear structure with modules, controllers, and services, which keeps growing applications organized.
With NestJS, routes are defined using decorators like @Controller(), @Get(), and @Post(), and dependency injection lets you share and reuse services cleanly. The framework integrates well with databases such as PostgreSQL, MongoDB, and MySQL, and works smoothly with testing tools like Jest. Together, TypeScript and NestJS help teams build predictable, testable, and production-ready backends.
TypeScript improves code safety and readability NestJS offers a modular architecture and clear patterns Both support modern testing and database integration Why TypeScript with NestJS Skills Are Important
Organizations choose TypeScript with NestJS because it reduces production bugs and makes it easier to add new features without breaking existing code. Typed code and a structured framework help teams maintain quality as projects grow. This is why many companies in Pune’s tech hubs, such as Hinjewadi, Magarpatta, and Kharadi, look for developers who already understand this stack.
These skills are used across domains like fintech, e-commerce, SaaS products, and enterprise applications. Developers with TypeScript and NestJS knowledge can work on APIs, microservices, and cloud-native systems, and often find opportunities for remote and freelance work as well.
Example career path:
RoleTypical Focus AreaJunior Backend DevBuild APIs, fix bugs, write basic testsMid-level DeveloperDesign modules, integrate databases, mentor juniorsSenior DeveloperLead design, performance tuning, security reviewsTech Lead / ArchitectDefine architecture, guide teams, code reviews What You Learn in TypeScript with NestJS Training In Pune
A complete TypeScript with NestJs Training In Pune should take you from basics to job-ready skills in a step-by-step way. The training usually combines concepts, live coding, and project work so you understand both “why” and “how”.
Key learning areas:
TypeScript fundamentals: variables, types, interfaces, enums, generics, classes, inheritance, and modules NestJS basics: project setup, folder structure, modules, controllers, services, and request lifecycle REST API design: endpoints, query and path parameters, request bodies, DTOs, and validation Database integration: connecting to PostgreSQL, MongoDB, or MySQL using TypeORM, entities, CRUD operations, and migrations Security: authentication, authorization, guards, roles, and protecting endpoints Middleware and interceptors: logging, error handling, and cross-cutting concerns Testing: unit tests and end-to-end tests with Jest Deployment: packaging apps with Docker and understanding simple deployment workflows By the end, you usually complete at least one real-world style project that brings together all these topics into a working backend application.
Training Modes, Duration, and Pricing
The program around Pune offers flexible formats so both students and working professionals can join:
Self-learning video mode (8–12 hours):
Pre-recorded sessions you can watch at your own speed. Good for independent learners who like to pause and replay topics. Live interactive online batch (8–12 hours):
Scheduled live classes with an instructor and group. You can ask questions, follow live demos, and get feedback during the session. One-to-one live online (8–12 hours):
Direct one-on-one sessions with a trainer, suited to people who want fully personalized pacing and attention. Corporate training (2–3 days):
Short and intensive programs for teams, either online or in classroom mode, often tailored to a company’s projects. Training overview:
DurationModeBest ForPrice (Approx)8 – 12 HoursSelf-learning using videoFlexible, self-paced learners₹4,9998 – 12 HoursLive & interactive online batchMost working professionals₹24,9998 – 12 HoursOne-to-one live & interactive onlineLearners needing personal focus₹59,9992 – 3 DaysCorporate (online/classroom)Teams and corporate groupsContact for fee Group discounts are often available if multiple learners join together, which helps teams or friends share the cost.
Why Choose DevOpsSchool for This Training
DevOpsSchool is known as a specialist platform for DevOps, cloud, automation, containers, and programming-focused training, including TypeScript with NestJS. Since its start, it has helped thousands of learners from India and abroad upgrade their skills and move into better roles in IT and software development.
The platform focuses strongly on practical learning and long-term support:
Lifetime access to an LMS that holds class recordings, notes, and slides Trainers with over a decade of real industry experience Real-time project work instead of only simple code samples Web-based tutorials, training notes, and structured learning paths Interview preparation kits and practice questions Because of this, DevOpsSchool acts like a long-term learning partner that supports you even after the course ends, not just a short-term class provider.
Learn Under the Guidance of Rajesh Kumar
The TypeScript with NestJS programs are guided and mentored by senior trainers like Rajesh Kumar, who brings more than 20 years of experience in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and cloud platforms. He has trained thousands of professionals worldwide and helped many companies adopt modern DevOps practices and stable backend systems.
Highlights of Rajesh Kumar’s profile:
Over two decades of real project work in software delivery and infrastructure Hands-on experience designing CI/CD pipelines and scalable backend architectures Strong knowledge of container tools, scripting, automation, and cloud-native design Known for breaking down complex topics into simple, clear explanations Focus on real project examples and scenarios rather than only theory Learners often mention that his teaching style makes tough backend concepts easier to understand, even for those who are new to TypeScript or NestJS.
Detailed Agenda Highlights
The course usually follows a clear agenda that moves from fundamentals to advanced topics:
Getting started with TypeScript Why TypeScript, its main features, syntax, and basic tooling Setting up the environment using editors and the TypeScript compiler Writing first TypeScript classes and small examples Typing, variables, and functions Static vs dynamic typing, type inference, any type, and primitives Working with objects, functions, and arrow functions Using interfaces and function types for cleaner contracts Object-oriented programming in TypeScript Classes, constructors, access modifiers, inheritance, and abstract classes Generics for reusable components and collections Advanced TypeScript features Modules, namespaces, decorators, and type definition files Working with third-party libraries and type declarations NestJS introduction and project setup Creating a new NestJS project, understanding its structure Creating modules, controllers, and services Building APIs with NestJS RESTful endpoints, routing, parameters, and request/response handling Data Transfer Objects (DTOs) and validation logic Database integration and persistence Configuring databases with TypeORM Creating entities, repositories, and performing CRUD operations Security, testing, and deployment Authentication, guards, and role-based access Writing unit and e2e tests with Jest Basic Dockerization and deployment concepts Extra Support and Ongoing Learning
After enrolling in TypeScript with NestJS training, you usually get ongoing support that makes it easier to continue learning:
24×7 access to class recordings through LMS Detailed slide decks and downloadable notes for each module Lab setup guides for both cloud-based and local environments Interview question banks for TypeScript and NestJS roles Example projects that you can extend for your own practice If you miss any live class, you can catch up by watching recordings, and in many cases you can revisit topics in future batches if needed.
Lab Setup and System Requirements
To follow along with hands-on work, you should have:
A laptop or desktop with Windows, macOS, or Linux At least 2GB RAM and around 20GB free disk space Node.js installed, plus a code editor like Visual Studio Code A stable internet connection for live classes and downloads Labs often use a prepared cloud environment for demos, and trainers guide you to set up your own local or cloud-based development setup so you can keep practicing after the course.
Career Benefits and Job Roles
Once you complete TypeScript with NestJs Training In Pune and have built a few working projects, you can start applying for roles such as:
TypeScript / Node.js backend developer NestJS developer building APIs and microservices Full-stack developer (if you also know a frontend framework) API engineer working on integrations and backend services Backend architect or senior engineer over time These roles are useful in product-based companies, service firms, startups, and large enterprises alike. Because TypeScript and NestJS are widely accepted in the industry, they also open doors to remote roles and freelance assignments.
Conclusion and Overview
TypeScript with NestJs Training In Pune gives you a solid, practical base in backend development using a modern stack. You learn how TypeScript helps write safer and more maintainable code, how NestJS provides structure and patterns for complex applications, and how to connect everything into real, working backend services. With guidance from an experienced institute like DevOpsSchool and expert mentoring from Rajesh Kumar, you gain both skills and confidence for real projects and interviews.
If you are serious about a long-term backend or full-stack development career in Pune’s growing IT landscape, this training path is a strong and realistic choice that aligns with current industry needs.
Contact Now
📧 Email: [email protected]
📱 Phone & WhatsApp (India): +91 84094 92687
📱 Phone & WhatsApp (USA): +1 (469) 756-6329
🌐 Website: DevOpsSchool


View the full article
TypeScript with NestJs Training In Hyderabad is one of the fastest-growing tech skills today. Companies across Hyderabad want developers who can build strong back-end systems and make apps run fast and safely. If you want to start or grow your programming career, getting proper TypeScript with NestJs Training In Hyderabad is the first step to success. This training helps you learn both the TypeScript language and the NestJS framework with clear examples and real projects.
What is TypeScript with NestJS?
TypeScript with NestJS is a smart way to build back-end programs and web services. Instead of writing simple JavaScript that can break easily, TypeScript with NestJS uses types, structure, and good patterns to keep programs safe and easy to grow. Developers write code that checks for mistakes early and handles many users without slowing down. TypeScript is a superset of JavaScript, created by Microsoft, that adds type checking to catch errors before the code runs. NestJS is a framework built on Node.js that organizes apps into modules, controllers, and services, which makes big projects easier to manage.
Normal JavaScript can hide bugs until runtime. TypeScript adds type rules like “this must be a string” or “this must be a number”, so many issues are found while coding. NestJS then uses decorators like @Get(), @Post(), and others to define routes, while dependency injection lets you reuse services cleanly. NestJS works well with databases such as PostgreSQL, MongoDB, and MySQL, so you can build full back-end systems from one place.
TypeScript helps catch mistakes early with strong typing NestJS gives a clean structure for large, growing apps Works with popular databases like PostgreSQL, MongoDB, and MySQL Why TypeScript and NestJS Skills Are in High Demand
Companies that use TypeScript with NestJS see big improvements in how their apps behave. Web applications become faster, handle more users at once, and crash less. Because code is typed and well-structured, new features can be added without breaking older parts. This is why many Hyderabad IT companies and startups are now actively hiring developers with TypeScript and NestJS experience.
Here is a simple view of possible salary ranges:
Job LevelSalary Range (Lakh Per Year)What You’ll DoJunior Developer5 – 12Build basic APIs, fix simple bugsMid-Level Developer12 – 20Design app structure, add databases, featuresSenior Developer22 – 35Lead projects, design cloud-ready systemsNestJS Lead30+Guide teams, review and plan architectures These ranges can change by company and experience, but they show that there is good room for growth. The same skills also help you work on microservices, mobile back-ends, and SaaS applications used by customers around the world.
Strong demand in Hitech City, Gachibowli, and other Hyderabad IT hubs Good pay growth from junior to lead roles Skills useful in many domains like e-commerce, banking, and product startups What Good TypeScript NestJS Training Should Include
Good training should not only be theory on slides. You need to see how real applications are built, step by step. A strong TypeScript with NestJs Training In Hyderabad should teach TypeScript as a language and NestJS as a framework through hands-on labs and clear examples. You should come away with both the concepts and working code.
A complete training usually covers:
TypeScript basics and advanced features Setting up a NestJS project and understanding its folder structure Writing controllers, services, and modules Building REST APIs to handle real requests You should also learn how to:
Use guards to protect routes and check login Use pipes for validating and transforming input data Use interceptors and middleware for logging and cross-cutting logic Connect to databases using an ORM like TypeORM and perform CRUD operations When you work on small and medium projects during the course, you build real confidence. This also gives you code samples to show in interviews.
About DevOpsSchool: Your Training Partner
DevOpsSchool is a leading training platform for DevOps, cloud, automation, containers, and programming skills, including TypeScript and NestJS. Since 2016, it has helped thousands of learners from India, USA, Europe, and the UK move into better roles. Many professionals in Hyderabad and other cities started with their programs and then joined top IT companies and startups.
What makes DevOpsSchool special is its long-term support and practical focus. You get lifetime access to their Learning Management System (LMS), which holds class recordings, notes, slides, and step-by-step tutorials. Trainers usually have 10–15 or more years of real industry experience and pay close attention to learner questions. The training gives you real project work rather than only simple examples, so you learn how tools are used in real life.
Key features you typically get:
Lifetime technical support for clearing doubts even after the course Lifetime LMS access for recordings, notes, and guides Interview-kit with common questions and answers Training notes, web-based tutorials, and detailed slides This combination of strong content and ongoing help makes DevOpsSchool a good partner for long-term growth, not just a one-time class.
Learn from Expert Rajesh Kumar
The TypeScript with NestJS programs are guided by senior trainers like Rajesh Kumar, who has over 20 years of experience in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and cloud technologies. He has trained thousands of engineers worldwide and advised many well-known companies on modernizing their software delivery processes.
Rajesh Kumar brings:
More than two decades of real hands-on work across DevOps and cloud Experience designing CI/CD pipelines and scalable back-end architectures Deep knowledge of container platforms, scripting, and automation tools A practical teaching style focused on real project examples Learners appreciate his simple explanations for complex topics. He makes sure that even those who are new to back-end development can follow along. Instead of just talking about theory, he shows how tools are used in real projects, which helps you imagine your own future work more clearly.
Learning Modes and Training Duration
The TypeScript with NestJS training linked to Hyderabad offers flexible modes so you can pick what fits best for your schedule and learning style:
Self-learning using video (8–12 hours):
Watch pre-recorded videos at your own speed. You can pause, rewind, and repeat lessons, which is helpful if you are busy or like to learn slowly. Live & interactive online batch (8–12 hours):
Attend live online classes with an instructor and a group of other learners. You can ask questions, see live demos, and get feedback on your work. One-to-one live & interactive online (8–12 hours):
Study directly with a trainer in private sessions. This suits learners who want focused attention or have special goals. Corporate (online/classroom) for 2–3 days:
Short, intensive training for company teams, either online or in classroom mode, often tailored for their projects. A simple overview:
Duration (Approx)ModeBest For8 – 12 HrsSelf learning using videoIndependent, flexible learners8 – 12 HrsLive & interactive online batchMost working professionals8 – 12 HrsOne to One live & interactive onlineLearners needing personal focus2 – 3 DaysCorporate (online/classroom)Office and project teams Group discounts are commonly available when multiple people join together, which is good for friends or colleagues who want to learn in a batch.
What You’ll Learn in the Hyderabad Program
The TypeScript with NestJs Training In Hyderabad is usually structured to take you from the basics to more advanced topics step by step. This makes it easier for both beginners and experienced developers coming from JavaScript or another language.
Main learning areas include:
TypeScript essentials:
Variables, basic and advanced types, interfaces, enums, generics, classes, inheritance, and modules. You learn how to use TypeScript to write cleaner and safer code. NestJS foundations:
Installing and setting up a NestJS project, understanding the folder structure, creating modules, controllers, and services, and how requests flow through the app. API development:
Building RESTful endpoints, handling query parameters, path parameters, and request bodies, plus using DTOs and validation to clean incoming data. Database connectivity:
Connecting to PostgreSQL, MongoDB, or MySQL using an ORM like TypeORM. Creating entities, doing CRUD operations, and managing migrations. Security and middleware:
Implementing guards for authentication and authorization, adding pipes for validation and transformation, using interceptors and middleware for logging and error handling. Testing and deployment basics:
Writing and running automated tests for critical parts of the system, packaging the app with tools like Docker, and understanding simple deployment flows. By the end of the course, you normally complete at least one real-time, scenario-based project that ties together all these skills into a working application.
Extra Support and Learning Resources
To ensure that you keep learning even after the live sessions, the program usually includes rich resources and support options. For TypeScript with NestJS training, you can expect:
24×7 access to class recordings via the LMS Full slide decks and notes from each module Step-by-step lab setup instructions for AWS or local virtual machines Interview question banks and sample answers for developer roles Example projects you can study and extend for your portfolio If you ever miss a live session, you can watch the recording or rejoin the topic in a later batch, depending on the training policy. This flexibility makes it easier to balance learning with work or personal tasks.
System Requirements and Lab Setup
To follow the hands-on parts, you usually need:
A Windows, Mac, or Linux system At least 2GB of RAM and around 20GB free disk space Node.js and a code editor like Visual Studio Code installed Hands-on work is often done using DevOpsSchool’s cloud setup, where trainers run demos in a prepared environment. You also get guidance to set up your own TypeScript and NestJS lab using AWS free tier or local virtual machines so you can continue practicing after the course.
Career Benefits After Training
After you complete the TypeScript with NestJs Training In Hyderabad and build a few real projects, you can apply for roles such as:
TypeScript / Node.js back-end developer NestJS developer for APIs and microservices Full-stack developer (when combined with a front-end framework) API engineer in product or service companies In the long run, you can move into senior engineer, architect, or team lead roles where you design systems and guide other developers. Because TypeScript and NestJS are popular worldwide, these skills can also support remote work and freelance opportunities, not just local roles in Hyderabad.
Conclusion and Overview
TypeScript with NestJs Training In Hyderabad gives you a strong, modern base in back-end development. You learn how TypeScript makes code safer, how NestJS gives structure to large applications, and how to build, test, and deploy real services. With the backing of an experienced training provider like DevOpsSchool and expert guidance from Rajesh Kumar, you get both knowledge and the confidence to use it in real projects.
If you want a stable, well-paid development career in Hyderabad’s tech industry, this path is a practical and future-ready choice.
Contact Now
📧 Email: [email protected]
📱 Phone & WhatsApp (India): +91 84094 92687
📱 Phone & WhatsApp (USA): +1 (469) 756-6329
🌐 Website: DevOpsSchool


View the full article
TypeScript with NestJs Training In Chennai is one of the fastest-growing tech skills today. Companies across Chennai want developers who can build strong back-end systems and make apps run fast and safely. If you want to start or grow your programming career, getting proper TypeScript with NestJs Training In Chennai is the first step to success. This training helps you learn both the TypeScript language and the NestJS framework with clear examples and real projects.
What is TypeScript with NestJS?
TypeScript with NestJS is a smart way to build back-end programs and web services. Instead of writing simple JavaScript that can break easily, TypeScript with NestJS uses types, structure, and good patterns to keep programs safe and easy to grow. Developers write code that checks for mistakes early and handles many users without slowing down. TypeScript is a superset of JavaScript, created by Microsoft, that adds type checking to catch errors before the code runs. NestJS is a framework built on Node.js that organizes apps into modules, controllers, and services, which makes big projects easier to manage.
Normal JavaScript can hide bugs until runtime. TypeScript adds type rules like “this must be a string” or “this must be a number”, so many issues are found while coding. NestJS then uses decorators like @Get(), @Post(), and others to define routes, while dependency injection lets you reuse services cleanly. NestJS works well with databases such as PostgreSQL, MongoDB, and MySQL, so you can build full back-end systems from one place.
TypeScript helps catch mistakes early with strong typing NestJS gives a clean structure for large, growing apps Works with popular databases like PostgreSQL, MongoDB, and MySQL Why TypeScript and NestJS Skills Are in High Demand
Companies that use TypeScript with NestJS see big improvements in how their apps behave. Web applications become faster, handle more users at once, and crash less. Because code is typed and well-structured, new features can be added without breaking older parts. This is why many Chennai IT companies and startups are now actively hiring developers with TypeScript and NestJS experience.
Here is a simple view of possible salary ranges:
Job LevelSalary Range (Lakh Per Year)What You’ll DoJunior Developer5 – 12Build basic APIs, fix simple bugsMid-Level Developer12 – 20Design app structure, add databases, featuresSenior Developer22 – 35Lead projects, design cloud-ready systemsNestJS Lead30+Guide teams, review and plan architectures These ranges can change by company and experience, but they show that there is good room for growth. The same skills also help you work on microservices, mobile back-ends, and SaaS applications used by customers around the world.
Strong demand in OMR, Guindy, and other Chennai IT hubs Good pay growth from junior to lead roles Skills useful in many domains like e-commerce, banking, and product startups What Good TypeScript NestJS Training Should Include
Good training should not only be theory on slides. You need to see how real applications are built, step by step. A strong TypeScript with NestJs Training In Chennai should teach TypeScript as a language and NestJS as a framework through hands-on labs and clear examples. You should come away with both the concepts and working code.
A complete training usually covers:
TypeScript basics and advanced features Setting up a NestJS project and understanding its folder structure Writing controllers, services, and modules Building REST APIs to handle real requests You should also learn how to:
Use guards to protect routes and check login Use pipes for validating and transforming input data Use interceptors and middleware for logging and cross-cutting logic Connect to databases using an ORM like TypeORM and perform CRUD operations When you work on small and medium projects during the course, you build real confidence. This also gives you code samples to show in interviews.
About DevOpsSchool: Your Training Partner
DevOpsSchool is a leading training platform for DevOps, cloud, automation, containers, and programming skills, including TypeScript and NestJS. Since 2016, it has helped thousands of learners from India, USA, Europe, and the UK move into better roles. Many professionals in Chennai and other cities started with their programs and then joined top IT companies and startups.
What makes DevOpsSchool special is its long-term support and practical focus. You get lifetime access to their Learning Management System (LMS), which holds class recordings, notes, slides, and step-by-step tutorials. Trainers usually have 10–15 or more years of real industry experience and pay close attention to learner questions. The training gives you real project work rather than only simple examples, so you learn how tools are used in real life.
Key features you typically get:
Lifetime technical support for clearing doubts even after the course Lifetime LMS access for recordings, notes, and guides Interview-kit with common questions and answers Training notes, web-based tutorials, and detailed slides This combination of strong content and ongoing help makes DevOpsSchool a good partner for long-term growth, not just a one-time class.
Learn from Expert Rajesh Kumar
The TypeScript with NestJS programs are guided by senior trainers like Rajesh Kumar, who has over 20 years of experience in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and cloud technologies. He has trained thousands of engineers worldwide and advised many well-known companies on modernizing their software delivery processes.
Rajesh Kumar brings:
More than two decades of real hands-on work across DevOps and cloud Experience designing CI/CD pipelines and scalable back-end architectures Deep knowledge of container platforms, scripting, and automation tools A practical teaching style focused on real project examples Learners appreciate his simple explanations for complex topics. He makes sure that even those who are new to back-end development can follow along. Instead of just talking about theory, he shows how tools are used in real projects, which helps you imagine your own future work more clearly.
Learning Modes and Training Duration
The TypeScript with NestJS training linked to Chennai offers flexible modes so you can pick what fits best for your schedule and learning style:
Self-learning using video (8–12 hours):
Watch pre-recorded videos at your own speed. You can pause, rewind, and repeat lessons, which is helpful if you are busy or like to learn slowly. Live & interactive online batch (8–12 hours):
Attend live online classes with an instructor and a group of other learners. You can ask questions, see live demos, and get feedback on your work. One-to-one live & interactive online (8–12 hours):
Study directly with a trainer in private sessions. This suits learners who want focused attention or have special goals. Corporate (online/classroom) for 2–3 days:
Short, intensive training for company teams, either online or in classroom mode, often tailored for their projects. A simple overview:
Duration (Approx)ModeBest For8 – 12 HrsSelf learning using videoIndependent, flexible learners8 – 12 HrsLive & interactive online batchMost working professionals8 – 12 HrsOne to One live & interactive onlineLearners needing personal focus2 – 3 DaysCorporate (online/classroom)Office and project teams Group discounts are commonly available when multiple people join together, which is good for friends or colleagues who want to learn in a batch.
What You’ll Learn in the Chennai Program
The TypeScript with NestJs Training In Chennai is usually structured to take you from the basics to more advanced topics step by step. This makes it easier for both beginners and experienced developers coming from JavaScript or another language.
Main learning areas include:
TypeScript essentials:
Variables, basic and advanced types, interfaces, enums, generics, classes, inheritance, and modules. You learn how to use TypeScript to write cleaner and safer code. NestJS foundations:
Installing and setting up a NestJS project, understanding the folder structure, creating modules, controllers, and services, and how requests flow through the app. API development:
Building RESTful endpoints, handling query parameters, path parameters, and request bodies, plus using DTOs and validation to clean incoming data. Database connectivity:
Connecting to PostgreSQL, MongoDB, or MySQL using an ORM like TypeORM. Creating entities, doing CRUD operations, and managing migrations. Security and middleware:
Implementing guards for authentication and authorization, adding pipes for validation and transformation, using interceptors and middleware for logging and error handling. Testing and deployment basics:
Writing and running automated tests for critical parts of the system, packaging the app with tools like Docker, and understanding simple deployment flows. By the end of the course, you normally complete at least one real-time, scenario-based project that ties together all these skills into a working application.
Extra Support and Learning Resources
To ensure that you keep learning even after the live sessions, the program usually includes rich resources and support options. For TypeScript with NestJS training, you can expect:
24×7 access to class recordings via the LMS Full slide decks and notes from each module Step-by-step lab setup instructions for AWS or local virtual machines Interview question banks and sample answers for developer roles Example projects you can study and extend for your portfolio If you ever miss a live session, you can watch the recording or rejoin the topic in a later batch, depending on the training policy. This flexibility makes it easier to balance learning with work or personal tasks.
System Requirements and Lab Setup
To follow the hands-on parts, you usually need:
A Windows, Mac, or Linux system At least 2GB of RAM and around 20GB free disk space Node.js and a code editor like Visual Studio Code installed Hands-on work is often done using DevOpsSchool’s cloud setup, where trainers run demos in a prepared environment. You also get guidance to set up your own TypeScript and NestJS lab using AWS free tier or local virtual machines so you can continue practicing after the course.
Career Benefits After Training
After you complete the TypeScript with NestJs Training In Chennai and build a few real projects, you can apply for roles such as:
TypeScript / Node.js back-end developer NestJS developer for APIs and microservices Full-stack developer (when combined with a front-end framework) API engineer in product or service companies In the long run, you can move into senior engineer, architect, or team lead roles where you design systems and guide other developers. Because TypeScript and NestJS are popular worldwide, these skills can also support remote work and freelance opportunities, not just local roles in Chennai.
Conclusion and Overview
TypeScript with NestJs Training In Chennai gives you a strong, modern base in back-end development. You learn how TypeScript makes code safer, how NestJS gives structure to large applications, and how to build, test, and deploy real services. With the backing of an experienced training provider like DevOpsSchool and expert guidance from Rajesh Kumar, you get both knowledge and the confidence to use it in real projects.
If you want a stable, well-paid development career in Chennai’s tech industry, this path is a practical and future-ready choice.
Contact Now
📧 Email: [email protected]
📱 Phone & WhatsApp (India): +91 84094 92687
📱 Phone & WhatsApp (USA): +1 (469) 756-6329
🌐 Website: DevOpsSchool


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Sandwish Studio – shutterstock.com
Jemand ruft an, die Nummer ist im eigenen Adressbuch nicht eingespeichert. Egal, man geht mal dran – und lässt sich von einem Unbekannten in ein Gespräch verwickeln. Das ist meistens keine gute Idee.
Der sogenannte Call Check der Deutschen Telekom soll ab sofort automatisch alle Kundinnen und Kunden vor möglicherweise betrügerischen Anrufen schützen. Wenn jemand im Telekom-Netz von einer inländischen oder ausländischen Nummer angerufen wird, die in einer Datenbank als unseriös oder betrügerisch erfasst ist, dann erscheint auf dem Smartphone-Display den Angaben zufolge der Hinweis “Vorsicht, möglicher Betrug!”.
Vodafone ist voraus, O2 lässt auf sich warten
Vodafone hat ein ähnliches Warnsystem bereits im Mai aktiviert, seither hat dieser Spam-Warner Firmenangaben zufolge bereits 50 Millionen Mal Alarm geschlagen. Nur 12 Prozent der Anrufe werden trotzdem angenommen, bei anonymen Anrufen – also wenn keine Nummer im Display erscheint – liegt die Annahmequote bei 60 Prozent. 
Die Anrufe, bei denen vorher der Betrugshinweis sichtbar war, dauerten laut Vodafone in 90 Prozent der Fälle weniger als 30 Sekunden – also sehr kurz, was ein gutes Zeichen ist: Vermutlich waren die allermeisten Angerufenen auf der Hut und legten ruckzuck wieder auf, noch bevor der Betrüger seine rhetorischen Winkelzüge vollziehen konnte. Die Betrugsanrufe kamen nicht nur aus Deutschland, sondern besonders häufig auch aus den Niederlanden, aus Österreich, Italien und dem Vereinigten Königreich.
Betrüger wollen Bankdaten oder Passwörter
“Betrüger sind oft sehr geschickt darin, Vertrauen aufzubauen – sei es durch vermeintliche Gewinnspiele oder Umfragen”, warnt Marc Atkins, Leiter der Cyber-Sicherheitszentrale von Vodafone Deutschland. Solche Methoden dienten häufig dazu, sensible Informationen wie Bankdaten oder Passwörter zu erlangen. “Seien Sie skeptisch und geben Sie keine persönlichen Daten am Telefon preis”, warnt der Sicherheitsexperte.
Der dritte etablierte Handynetz-Betreiber in Deutschland, O2 Telefónica, hat noch kein solches Betrugswarnsystem für seine Kundinnen und Kunden aktiviert (dpa/jm).

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Sandwish Studio – shutterstock.com
Jemand ruft an, die Nummer ist im eigenen Adressbuch nicht eingespeichert. Egal, man geht mal dran – und lässt sich von einem Unbekannten in ein Gespräch verwickeln. Das ist meistens keine gute Idee.
Der sogenannte Call Check der Deutschen Telekom soll ab sofort automatisch alle Kundinnen und Kunden vor möglicherweise betrügerischen Anrufen schützen. Wenn jemand im Telekom-Netz von einer inländischen oder ausländischen Nummer angerufen wird, die in einer Datenbank als unseriös oder betrügerisch erfasst ist, dann erscheint auf dem Smartphone-Display den Angaben zufolge der Hinweis “Vorsicht, möglicher Betrug!”.
Vodafone ist voraus, O2 lässt auf sich warten
Vodafone hat ein ähnliches Warnsystem bereits im Mai aktiviert, seither hat dieser Spam-Warner Firmenangaben zufolge bereits 50 Millionen Mal Alarm geschlagen. Nur 12 Prozent der Anrufe werden trotzdem angenommen, bei anonymen Anrufen – also wenn keine Nummer im Display erscheint – liegt die Annahmequote bei 60 Prozent. 
Die Anrufe, bei denen vorher der Betrugshinweis sichtbar war, dauerten laut Vodafone in 90 Prozent der Fälle weniger als 30 Sekunden – also sehr kurz, was ein gutes Zeichen ist: Vermutlich waren die allermeisten Angerufenen auf der Hut und legten ruckzuck wieder auf, noch bevor der Betrüger seine rhetorischen Winkelzüge vollziehen konnte. Die Betrugsanrufe kamen nicht nur aus Deutschland, sondern besonders häufig auch aus den Niederlanden, aus Österreich, Italien und dem Vereinigten Königreich.
Betrüger wollen Bankdaten oder Passwörter
“Betrüger sind oft sehr geschickt darin, Vertrauen aufzubauen – sei es durch vermeintliche Gewinnspiele oder Umfragen”, warnt Marc Atkins, Leiter der Cyber-Sicherheitszentrale von Vodafone Deutschland. Solche Methoden dienten häufig dazu, sensible Informationen wie Bankdaten oder Passwörter zu erlangen. “Seien Sie skeptisch und geben Sie keine persönlichen Daten am Telefon preis”, warnt der Sicherheitsexperte.
Der dritte etablierte Handynetz-Betreiber in Deutschland, O2 Telefónica, hat noch kein solches Betrugswarnsystem für seine Kundinnen und Kunden aktiviert (dpa/jm).

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A new campaign named GhostPoster has leveraged logo files associated with 17 Mozilla Firefox browser add-ons to embed malicious JavaScript code designed to hijack affiliate links, inject tracking code, and commit click and ad fraud. The extensions have been collectively downloaded over 50,000 times, according to Koi Security, which discovered the campaign. The add-ons are no longer available.View the full article
TypeScript with NestJs Training In Bangalore is one of the fastest-growing tech skills today. Companies all over Bangalore need good programmers who can build strong back-end systems and make apps work fast. If you’re looking to start a good career in this field, getting proper TypeScript with NestJs Training In Bangalore is the first step to success.
What is TypeScript with NestJS?
TypeScript with NestJS is a smart way to build computer back-end programs and web services. Instead of writing simple code that breaks easy, TypeScript with NestJS uses rules and good structure to make programs safe and easy to grow. Programmers write code that watches for mistakes and fixes small problems before they get big.
Think of it like this: normal JavaScript code can have hidden mistakes. TypeScript adds type checks like “this must be a number” so you find problems early. NestJS is a tool built on Node.js that makes big apps simple with parts called modules, controllers, and services. It works with databases like PostgreSQL, MongoDB, MySQL.
The main ideas include decorators like @Get() for web pages, dependency injection to share code easy, and guards to check user login. This makes clean code that teams can work on together.
TypeScript finds mistakes early NestJS makes big apps simple Works with many databases Why TypeScript NestJS Skills Are in High Demand
Companies using TypeScript with NestJS see big improvements. Their web apps load fast, handle many users, and have less crashes. Problems get fixed quick and they save money on fixes. Bangalore tech companies pay well for these skills.
Here’s what you can earn at different levels:
Job LevelSalary Range (Lakh)What You’ll DoJunior Developer5-12Build basic APIs, fix simple bugsMid-Level Developer12-20Design app structure, add databasesSenior Developer22-35Lead projects, make cloud appsNestJS Lead30+Guide teams, plan big systems These salary numbers show good growth in TypeScript NestJS careers in Bangalore.
High demand from startups and big firms Fast salary growth possible Skills work for web and mobile back-end What Good TypeScript NestJS Training Should Include
Good training teaches more than books. You need practice with real app problems programmers face daily. Best programs show automation tools, database setup, cloud work, and how to test code well.
Quality TypeScript with NestJs Training In Bangalore covers important parts. You’ll learn type safety goals for clean code. Practice tools to find code problems quick. Build systems that handle many users without crash.
Hands-on projects with real tools Database connection practice Testing and deployment skills Cloud integration basics About DevOpsSchool: Your Training Partner
DevOpsSchool teaches TypeScript, NestJS, DevOps, cloud skills since 2016. They help students worldwide with centers in India, USA, Europe, UK. Thousands finished courses and got good jobs.
Students like DevOpsSchool because lifetime support means ask questions anytime after class. Keep all videos, notes, slides forever. Teachers explain clear and patient. Real projects not just talk. Many say extra help made big difference. Teachers stay late to answer all questions.
Lifetime video and material access 24/7 chat help anytime Real project work included Job ready skills focus Learn from Expert Rajesh Kumar
When you join DevOpsSchool, learn from Rajesh Kumar, with over 20 years in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, Cloud. He taught thousands students and explains hard ideas simple for everyone.
Rajesh shares true stories from work at IBM, Adobe, ServiceNow, Cotocus. Built systems for 500+ apps. Saved companies 2 million dollars on cloud. Helped Verizon, Nokia, World Bank. His style 80% practice, 20% talk makes learning easy.
20+ years real company work Trained 15,000+ people worldwide Practical examples from big projects Choose How You Want to Learn
DevOpsSchool gives different ways to learn that fit you:
Video Lessons: Watch recorded classes any time. Good for busy people or slow learning.
Live Online Classes: Join real classes from home. Ask questions, talk with others.
Private Coaching: One teacher just for you. Perfect for extra help or special needs.
Company Training: Train whole team together. Good for office groups.
Learn when you want Live talk with teachers Personal one-to-one help Training Costs and Time
How LongLearning StylePriceGood For8-12 HoursVideo lessons₹4,999Budget friendly home learning8-12 HoursLive online class₹24,999Most students with teacher8-12 HoursPrivate coaching₹59,999Full personal attention2-3 DaysCompany trainingContact usOffice teams together These prices fit different needs and budgets.
What You’ll Learn in the Course
Training covers all you need for TypeScript NestJS. Learn basic types, interfaces, classes. Build NestJS modules, controllers, services. Add guards for login, pipes for clean data, interceptors for logs. Connect databases with TypeORM. Test with Jest. Use Docker for same setup. Deploy to cloud.
New trends like microservices, REST APIs, GraphQL, validation, Swagger docs, WebSockets, authentication. 80-85% hands-on practice.
TypeScript basics to advanced Full NestJS app building Database and testing practice Deployment ready skills Help That Continues After Training
DevOpsSchool helps even after class ends. Ask questions on real work projects anytime. They give consulting for company SRE needs. Job support if stuck at work.
This means you never alone building career.
Lifetime question answers Job interview help Company consulting option Get Your Certification
Finish training, get certificate that shows you know TypeScript NestJS. Employers recognize it proves real skills not just reading. Helps stand out in job search.
Complete projects like real work to earn it. Certificate shows you can build apps.
Learning Materials You’ll Receive
Get helpful things with training:
Complete notes for all topics
Step guides to follow along
Class slides for review
Interview questions with answers
Real project examples
Video recordings to watch again
These help learn in class and use later at work.
Full notes and slides Interview prep kit Forever video access Career Options After Training
Know TypeScript NestJS opens many jobs. Work as back-end developer, full-stack with React, API builder. Specialize in e-commerce, fintech apps. Move to lead roles guiding teams.
Many do freelance or consulting. Skills good for startups and big companies.
New Developments in TypeScript NestJS
TypeScript NestJS grows fast. Now AI helps write better code. New tools show app health detailed. Companies test “chaos” breaking things safe to find weak spots.
Learn now ready for today jobs and new ideas tomorrow.
AI code helpers Better monitoring tools Chaos testing practice Why Training Location Matters
Bangalore has different tech needs. Startups want fast APIs. Big firms need strong systems. Electronic City, Whitefield have many jobs. Know local needs helps prepare.
Core skills work anywhere Bangalore tech world.
Your Learning Path
Start with TypeScript basics – types, classes. Practice NestJS setup, controllers. Add databases, testing. Finish with full projects deploy. Each step builds on last.
Work practical exercises with real tools. End confident for job challenges.
Conclusion and Overview
TypeScript with NestJS Training in Bangalore gives skills for strong back-end jobs. Learn safe TypeScript, clean NestJS apps. Build real projects, get certificate, job help. DevOpsSchool top place lifetime support. Rajesh Kumar guides with 20+ years real know. Perfect Bangalore tech career start.
Contact Now
📧 Email: [email protected]
📱 Phone & WhatsApp (India): +91 84094 92687
📱 Phone & WhatsApp (USA): +1 (469) 756-6329
🌐 Website: DevOpsSchool

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Cloud access security brokers (CASBs) explained
As the name suggests, a cloud access security broker (CASB) manages access between enterprise endpoints and cloud resources from a security perspective. CASBs can be deployed on-premises or in the cloud; as a hardware appliance or software-only, as a proxy, reverse proxy, or through specific APIs.
Enterprises have untold numbers of endpoints, both managed (corporate-owned devices) and unmanaged (devices owned by employees or third-party contractors). Endpoints can be on-premises or remote. And endpoints can include internet of things (IoT) devices.
[ Download our editors’ PDF cloud access security broker (CASB) enterprise buyer’s guide today! ]
In this buyer’s guide:
Cloud access security brokers (CASBs) explained Why enterprises need cloud access security brokers (CASBs) What to look for in a cloud access security broker (CASB) tool Core cloud access security broker (CASB) services Leading cloud access security broker (CASB) vendors What to ask before cloud access security broker (CASB) tool Essential reading In a multicloud environment, each endpoint could connect to multiple cloud resources over the course of a single day — productivity apps (like Microsoft 365), SaaS apps (like Salesforce and Workday), collaboration apps (like Slack and Zoom), and cloud storage (like Amazon Web Services and Dropbox). Not to mention homegrown apps that have been migrated to the cloud, or apps that have been developed in the cloud (that is, cloud-native).
CASBs sit between an organization’s endpoints and cloud resources, acting as a gateway that monitors everything that goes in or out, providing visibility into what users are doing in the cloud, enforcing access control policies, and looking out for security threats.
Some vendors have begun incorporating additional features into core CASB functionality, such as data loss prevention (DLP), secure web gateway (SWG), cloud security posture management (CSPM), and user and entity behavior analytics (UEBA).
However, it is important to note that CASBs are also a key component of a broader security strategy that goes by several names:
Gartner calls that broader strategy Secure Service Edge (SSE), an integration of CASB, secure web gateway (SWG), and zero trust network access (ZTNA). According to Gartner, by 2026, 85% of organizations seeking to secure their web, SaaS, and private applications will obtain the security capabilities from a Security Service Edge (SSE) offering. The Gartner nomenclature has become the de facto standard. They and others have used a second acronym, Security Access Service Edge (SASE). IDC defines the category as network edge security as a service (NESaaS), with the same three core components: CASB, SWG, and ZTNA. “The network security market is in the process of a much-needed convergence trend. Security vendors have shifted from a focus on à la carte, individualized security services to a consolidated, cloud-delivered network security platform that treats individual services as optional modules,” IDC states. Why enterprises need cloud access security brokers (CASBs)
The original use case for CASBs was to address shadow IT. When security execs deployed their first CASB tools, they were surprised to discover how many employees had their own personal cloud storage accounts, where they squirreled away corporate data. CASB tools can help security teams discover and monitor unauthorized or unmanaged cloud services being used by employees. This has grown to also include shadow AI services, as more enterprise users pick various machine learning models and use personal accounts to access public-facing generative AI tools.
Today, CASBs encompass a variety of other use cases:
Data protection: The COVID-19 pandemic drove employees to remote work and applications to the cloud, where they could be more easily accessed. The pandemic has passed, and many employees have returned to the office, but those applications and that data are still in the cloud. Organizations must protect sensitive data as it moves across a hybrid cloud environment. Today’s CASB often integrates DLP functionality. Compliance: Data privacy regulations continue to tighten. CASBs are an important tool in an organization’s overall regulatory compliance framework, enforcing data privacy policies. Remote workforce: Regardless of the location of employees, CASBs allow enterprises to implement more consistent security standards and secure remote access to cloud resources. Threat detection: CASBs can detect malicious activity, intrusion attempts, ransomware, and other types of security events. CASB tools can generate real-time alerts to enable quick response by security teams and feed these alerts into other security platforms to mitigate and resolve them. What to look for in a cloud access security brokers (CASB) tool
From a purely functional perspective, there are four key features of a CASB tool:
Visibility: CASBs provide comprehensive visibility into cloud usage, user activities, and data flows. Control: CASBs offer granular control over user permissions and data access. Data protection: CASB solutions provide data protection capabilities to safeguard sensitive information across multiple cloud services. Compliance: CASB tools help maintain compliance with data privacy regulations. Beyond those core features, organizations need to make sure the CASB tool well integrates with existing cloud services, applications, and security infrastructure.
There are three deployment modes: forward proxy, reverse proxy and API-based. Most experts say that API-based CASBs provide better functionality, but organizations need to make sure that the vendor’s list of application programming interface (API) connections matches up with the organization’s inventory of cloud apps.
Core CASB services
Take note about the use or requirements for deploying various agents with each product. This is where the CASB vendors often place their secret sauce, which could be an issue depending on how agent-friendly or agent-adverse your IT department is. For example, Skyhigh uses a single agent that functions across all three operational modes. Some of the other CASBs have multiple agents — such as for specific functional areas like antivirus, DLP, or VPN — that can get messy, not to mention tough to deal with unmanaged endpoints such as personal mobile phones and embedded devices such as internet of things controllers.
The following three basic services that all CASBs offer are at the core of what CASBs do and why you would buy one:
Monitor and control your most sensitive data flows: CASBs were originally designed to stem the tide of shadow IT products and to control and make SaaS applications more secure. Now they have broadened their use and can fit into a variety of situations, including operating across multiple cloud providers and mixing SaaS, mobile, and on-premises applications, too.
Apply uniform DLP policies across all servers and apps: As your data appetite increases, you need better ways to ensure that you aren’t leaking customer- and business-sensitive information, either through a malicious insider or inadvertently through a bad combination of security loopholes. While DLP products have been around for years, having DLP-like features in your CASB can be a nice way to track these potential weak spots, especially as more of your data moves into the cloud and is accessed by unmanaged mobile devices.
Manage cloud-native encryption keys: Ideally, your CASB should automatically keep track of your encryption needs and keys so you don’t have to do this manually, and so you can encrypt more of your data.
Some CASB tools are better at some things than others. For example:
Bitglass has an Ajax virtual machine-like layer that handles near-real-time DLP on unmanaged devices. The only caveat is that these devices have to access data through their browsers. Some CASBs, such as Fortra, has field-level encryption on some SaaS structured data services, which can be a handy mechanism for protecting sensitive information. Beyond these basics, all CASBs offer the potential to operate in one (or more) of three different modes:
Forward proxy, usually deployed with endpoint agents or VPN clients. Reverse proxy, which doesn’t require agents and can work better for unmanaged devices. API control, which provides visibility into data already stored in cloud repositories or data that is used in a cloud process that never enters a corporate network. Feature sets across CASB operational modes vary
Part of the CASB evaluation challenge is understanding how the feature set extends to each operational mode if indeed the product operates in more than one mode. Broadcom’s Symantec CASB, for example, has reverse proxies just for Microsoft 365 and no other application. Meanwhile, Cisco Systems and Palo Alto Networks both offer API-only CASB products. Such differences mean you need to understand the types of protection and not just which apps are supported but how they are supported, and what is the exact API portfolio that is covered by each product.
You really need the API support if you want to get granular with your CASB protection to understand the state of your public cloud security exposure and to stop any cloud-based malware too. API deployments also can trap cloud-to-cloud activities and to retrospectively inspect archived traffic flows. You will also need some level of proxying to handle application gateways and for implementing specific security policies. It pays to read the fine print and develop an appropriate test plan that will reveal the relevant features for each vendors’ product.
Nice-to-have sets of CASB features:
Conduct continuous risk assessments and compliance audits on demand: A CASB can show in a single place where a corporation has the most risk and summarizes issues that a security team can quickly focus on for suspicious behavior that other products couldn’t easily do. Forcepoint, Netskope, and Proofpoint all have nice risk summary dashboards that you can customize to display the things you need to understand how your environment is behaving and what needs immediate attention.
Apply uniform adaptive authentication policies across all logins, servers, and apps: This should include read-only access (Gartner suggests this would be a good situation for unsanctioned SaaS services that are nonetheless needed), step-up authentication, and more granular access rights management. Identity management and single sign-on (SSO) tools are the usual go-to reasons for these sorts of tasks, and one important trend is that more CASBs are integrating with traditional SSO products. The trick is to understand that the typical level of integration happens (usually) in reverse proxy mode only, and the SSO authentication is only passed to the CASB at the initial application login moment. This means that if you want a more complete adaptive authentication to trap when more risky behavior happens, you will probably have to stick with your dedicated SSO product.
As you can see, CASBs touch a lot of different existing security products across your enterprise. The challenge for successful integration is being able to understand these interactions and ensure that you overall security profile is enhanced rather than degraded with their use.
Leading cloud access security broker (CASB) vendors
The list of leading CASB vendors (in alphabetical order) includes pure-play companies as well as traditional security vendors that have added CASB capabilities to their portfolios either by acquisition or through internal development. Most vendors would not share their pricing details, but we have found approximate clues on AWS and Azure marketplaces where we could.
Cloudflare CASB is an add-on to their One SASE platform, using the same overall agent. There is a free version for under 50 users which allows two SaaS components, and prices start at $7/user/month above that level, with custom pricing for larger installations. The CASB product is now four years old and integrates with visibility and control of various AI services such as ChatGPT and Google Gemini. It doesn’t support reverse proxies, includes DLP and integrates with the risk scores and metadata sources available with Microsoft’s cloud services, such as with protecting Office 365 documents and emails.
Cisco Cloudlock:Cisco Systems has had a CASB since it acquired Cloudlock back in 2016. Cisco Cloudlock is a cloud-native CASB that protects users, data, and apps with an automated approach that uses APIs to manage the risks in the cloud app ecosystem. It integrates with Cisco’s SSE platform for its protective policies and a uniform dashboard. Cloudlock uses advanced machine learning algorithms to detect anomalies. It also provides DLP functionality and targets shadow IT with policy-based controls that can block dangerous activities, depending on permissions and risk levels. It uses machine learning to produce risk scores for more than 1,300 applications along with having tools to manage AI supply chains.
Forcepoint ONE CASB: Forcepoint bought Bitglass in 2021, one of the original standalone CASB vendors and a leader in Gartner’s Magic Quadrant for CASB. Forcepoint has integrated Bitglass technology with its own DLP capabilities to provide an SSE solution. Forcepoint excels in monitoring and reporting on shadow IT, and its user analytics feature is popular. The software also supports a zero-trust architecture, providing device and user authentication. Pricing is $120 per user per year on AWS Marketplace.
Fortra’s CASBis the result of acquiringendpoint protection vendor Lookout who previously acquired CASB innovator CipherCloud. Fortra now has a solid SSE platform that covers zero trust access controls, advanced DLP capabilities to automate the data discovery process, and supports a range of purpose-built integrations that covers identity access management and security orchestration, among others. It can provide visibility across managed and unmanaged cloud-based applications, users, endpoints, and data.
Netskope CASB: One of the original pure-play CASB vendors, Netskope is a leader in CASBs as well as SSE. According to Forrester Research, Netskope has shown innovation across its technology stack, including significant investments in an impressive new private global network, artificial intelligence and generative AI security. Netskope merged SWG functionality into its CASB tool and sells separate in-line and API versions each for $35,000 per year for 100 users on AWS Marketplace.
Palo Alto Networks Prisma CASB. Palo Alto Networks touts its CASB as being “next-generation,” based on the proposition that it’s less a standalone product and more of a range of integrated solutions such as inline security, SSPM, and enterprise DLP. The Palo Alto Networks CASB is designed to secure apps and data across cloud and hybrid workforce environments, protects data in transit between users and SaaS providers, facilities regulatory compliance and minimizes risks from shadow IT.
Proofpoint’s CASB is focused on extending DLP and threat protection from email to cloud apps. Proofpoint takes a people-centric approach; it provides granular visibility into who creates sensitive data and who owns, downloads, uploads, shares and edits that data. It identifies users who have been successfully phished, and those who have been attacked the most by hackers.
Skyhigh Security CASB supports all deployment modes and enables real-time control over user access to sanctioned and unsanctioned cloud services. Skyhigh (a unit of Indian IT tech provider Musarubra that also owns Trellix) focuses on providing comprehensive multimode coverage that feeds security events into a machine learning system to provide sophisticated event correlation, helping security teams to focus on real threats rather than false alarms. CASB is just part of its overall SSE platform which integrates across SWG, ZTNA, DSPM and DLP, along with remote browser isolation. Protective policies are developed platform-wide and include management of AI usage and prevention of shadow AI and crafting user risk scores from all these metrics. Pricing is based on per protected service per user per year, the unlimited services is $88/user/year, with extra charges for shadow services.
Symantec, a division of Broadcom, offers its CloudSOC CASB to monitor and control the use of sanctioned SaaS apps through extensive API integrations and in-line traffic analysis. The Symantec CASB provides full visibility and automatic detection of high-risk users, compromised accounts, and malicious insiders. Individualized behavioral-based user threat scores allow fast identification of risky user accounts. The tool automates the classification regulated data flowing in and out of apps, and it enforces controls that align with corporate policies. The tool includes DLP functionality and CSPM.
Versa’s CASB is part of its One Universal SSE Platform that contains a unified dashboard and policy rule set for a variety of security services, including DLP, ZTNA, applications firewall, analytics and reporting. All its modules were entirely developed in-house, include various AI-based tools, and it supports all three modes of operation.  Users can create protective policies using natural language queries of its embedded AI, as well as explore alerts and remediations.
Zscaler CASB offers inline, real-time capabilities and out-of-band scanning functionality to protect data, block threats, provide visibility, and assure compliance. Key features include agentless cloud browser isolation to secure BYOD and third-party devices where software installations are infeasible, advanced threat protection to stop malware from reaching cloud resources in real time, cloud sandboxing to detect new ransomware and other zero-day infections, shadow IT discovery to automatically identify unsanctioned apps used by employees and create a risk score for each. It uses AI to classify and detect data leaks and will have additional AI-based tools in early 2026.
What to ask before buying a CASB tool
Buying a CASB tool can be complex. There’s a laundry list of possible features that fall within the broad CASB definition (DLP, SWG, etc.) And CASB tools themselves are part of a larger trend toward SSE and SASE platforms that include features such as ZTNA or SD-WAN. Enterprises need to identify their specific pain points — whether that’s regulatory compliance or shadow IT — and select a vendor that meets their immediate needs and can also grow with the enterprise over time. Here are the key questions to ask yourself before buying a CASB tool:
Do I have a good handle on what cloud services my users are accessing, including employees, contractors, and other third-parties? Do I have a solid data classification system in place, so that I know what types of data are sensitive or mission critical? Do I have policies in place for access control across both on-prem and cloud environments, including SaaS applications? Do I have clear objectives? What are my priorities when shopping for a CASB? How will a CASB tool integrate with my existing security infrastructure such as firewalls, endpoint protection and web gateways. Examine how it will protect my entire applications’ estate, including custom-written apps. What happens as I migrate apps from on-premises to the cloud or in reverse? Do I get DLP and SWG as part of the CASB, or are those additional modules? How will the purchase of a CASB tool play into my broader security roadmap that might include the adoption of SSE or SASE? What is the initial cost, as well as the longer-term total cost of ownership? Do I have the budget for a new tool? Can your product scale as my company grows? Does your product cover all the geographic regions where I operate? Do I have the inhouse staff to deploy and manage the tool on-premises, or should I take the cloud-based, managed service route? Essential reading
How do you secure the cloud? New data points a way What is SASE? A cloud service that marries SD-WAN with security View the full article
A US Securities and Exchange Commission committee has recommended a new rule that would mandate companies to analyze and report all AI efforts — including decisions to not use AI for some purposes. 
Attorneys who have studied the proposal note that the AI rule — just like the SEC’s cybersecurity rule from about two years ago — won’t technically require anything to be reported that wouldn’t have already required reporting. The new rule refers only to material AI efforts and ever since the creation of the SEC some 90 years ago, anything material has always required disclosure.
But they theorize that the SEC committee believes that many public-company boards and their senior executives don’t fully understand the scope and potential impact of their various AI efforts. The new rule would force those executives to create committees and to formally review all AI decisions, potentially unearthing material issues that would otherwise not have occurred to those executives. 
Cybersecurity consultant Brian Levine, a former federal prosecutor who today serves as executive director of FormerGov, argues that this extra focus could make a significant difference for many enterprises. 
“It will help focus people. It puts it in front of everyone who needs to be thinking about AI,” Levine said. 
As for requiring companies to examine and disclose where they are either not using or where they might be underinvesting compared to rivals, Levine said that could help executives understand “that there is a risk that our implementation of AI may not keep up with stakeholders and competitors.”
The proposed rule comes from the SEC Investor Advisory Committee (IAC) and was discussed during the Dec. 4 IAC meeting. 
Companies can write their own definitions of AI
Another controversial aspect of the proposed rule is that it fails to define AI, instead instructing companies to write their own definitions. Some legal experts have suggested that the committee didn’t literally want companies to evaluate all uses of AI, given that the technology dates back to the 1950s and exists in some form in just about every piece of software that businesses use. They more likely intended for such evaluations to focus on relatively recent AI popularizations, especially generative AI and agentic AI. 
Under the proposed rule, companies would “self-define what they mean by artificial intelligence and then rely on that definition throughout its disclosures in describing AI-related risks, their AI deployment strategy if any and capital expenses and R&D expenditures related to the implementation and deployment of AI, amongst other material information.”
Monica Washington Rothbaum, a senior attorney with J&Y Law, said that it would be “risky for a company to define AI differently” because it makes “apple to apple” investor comparisons difficult if not impossible.
“Requiring companies to disclose AI-related risks is a smart move. But letting each company define AI however they see fit is a loophole waiting to be exploited. Without a consistent baseline, you risk turning disclosures into PR spin rather than meaningful accountability,” Rothbaum said. 
But Rothbaum does find value in forcing companies to disclose where management has opted to not use AI or to use it less than they might have otherwise. 
“Under-disclosing material risks like reliance on flawed AI models can expose companies to liability when things go wrong. Failing to invest in AI responsibly could also lead to competitive disadvantages that shareholders deserve to know about,” Rothbaum said. “This isn’t theoretical. AI is already shaping the way we look at hiring, customer service, and security. These are core operations that can affect a company’s value. If you can’t clearly explain how your AI decisions are made and who’s accountable for making them, then you’re already behind. Transparency like that has to be the cost of doing business today.”
Braden Perry, a litigation, regulatory, and government investigations attorney with law firm Kennyhertz Perry, is not a fan of the proposed rule because he sees it unlikely to help investors make decisions. 
Asked the probability that such a rule would deliver useful information to investors and potential investors, Perry said, “None. In terms of an overall understanding from a shareholder, there will likely be zero usable information.”
Will filing reveal anything useful?
This concern is partly based on the many SEC cybersecurity filings that have used boilerplate language — and use SEC exemptions to reveal nothing specific.
According to Perry, the key part of the AI definition portion is that the definition — once used — has to be used consistently throughout all filings. 
“Adopt a clear, enterprise-wide definition of AI and use it consistently across SEC filings, internal policies, and marketing, so you do not redefine the term to suit the story you want to tell in a given quarter,” Perry said. “The IAC recommendation explicitly contemplates requiring issuers to define what they mean by AI, in part because inconsistent definitions are already making disclosures hard for investors to compare. Allowing companies to define AI themselves is a double-edged sword, since it can either promote honest, business-specific clarity or invite opportunistic word games.”
Some attorneys suggested that companies should be careful about AI phrasing or face potential actions from the SEC and the US Federal Trade Commission (FTC). 
“Be very cautious about AI marketing. The SEC has already shown, through its AI washing enforcement actions, that it is willing to charge firms that exaggerate their AI capabilities or mislead investors about how embedded AI is in their products and processes,” Perry said. “A disclosure regime that asks companies to explain where AI is used, how it is governed, and how it affects operations will only make it easier for the SEC to test whether those claims are real.”
Lexi Reese, CEO of AI vendor Lanai, also expressed concern about allowing companies to write their own AI definitions.
“Giving companies the freedom to define AI may reduce short-term compliance friction, but it creates exactly the kind of fragmented, incomparable disclosure environment that leaves investors guessing,” Reese said. “If one company calls an autonomous decision system AI and another calls the same thing a data-driven tool, their disclosures will look compliant while describing two different universes of risk.”
AI specialist Rob Lee, chief of research for the cybersecurity training firm the SANS Institute, said the rule might prove helpful in raising board and C-level awareness about what companies are actually doing with AI. 
But as with the earlier SEC cybersecurity rule, Lee said he was unhappy that the rule includes “a massive number of get-out-of-jail-free cards. Who is going to actually disclose anything? What are they disclosing? They don’t even mention shadow IT. How do you track unsanctioned AI use in your company?”
Not even all members of the IAC were happy with the rule’s phrasing. IAC member John Gulliver submitted an official dissent to the proposed rule, expressing particular concern with each company’s ability to write its own AI definition. 
“These definitions would likely change from year-to-year or quarter-to-quarter. I don’t see how this benefits investors,” Gulliver wrote. But he also said that he doubted the details required are realistic. 
The proposed rule would “require public companies to provide highly specific disclosures of how their use of AI impacts employees at their company and the company’s customers. It’s good that this is only required when the use of AI is financially material to the company. But unfortunately, I think this is an impossible task,” Gulliver wrote. “Does the SEC really have the AI expertise necessary to determine what these line-item disclosures should be? And how is a company supposed to know the precise impact of AI on hiring or their customers? There are many macroeconomic and industry-specific factors that affect jobs and customers. In my view, accurately isolating AI-specific impacts would be a difficult guessing game.”
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Übermäßig komplexe, unnötige oder unsinnige Sicherheitsmaßnahmen können Mitarbeiter nachhaltig frustrieren. Das schafft neue Risiken.
Foto: vchal | shutterstock.com
Je mehr Zwang besteht, Systeme und Daten zu schützen, desto besser ist es um die Security bestellt. So zumindest die Annahme einiger Unternehmen. Eine unzureichende User Experience ist in diesem Zusammenhang noch das geringste Übel. Im schlimmsten Fall werden übermäßig komplexe Sicherheitsmaßnahmen von den Mitarbeitern schlicht umgangen.
Dabei ist es auch möglich, die Benutzerfreundlichkeit zu verbessern, ohne dafür die Security zu opfern. Im Folgenden haben wir die fünf häufigsten Fehler zusammengetragen, mit denen sich Unternehmen regelmäßig ins Security-Verderben bugsieren. Natürlich erfahren Sie bei dieser Gelegenheit auch, wie Sie es besser machen.
1. Security-Mindset vernachlässigen
Wenn Ihre Mitarbeiter in Sachen Cybersecurity nicht mitziehen, wird es schwierig, Ihr Unternehmen abzusichern. Deswegen ist es essenziell, Ihre Belegschaft über die Risiken und die Lösungen, die diese beseitigen oder minimieren können, zu informieren.
Das sollte auch keine Angelegenheit sein, die an IT- oder Security-Spezialisten “abgeschoben” wird, wie Yehudah Sunshine, Berater und Experte für Influencer-Marketing, unterstreicht: “Um ein effektives Bewusstsein für Cybersicherheit zu entwickeln, müssen Mitarbeiter entsprechend geschult werden. Dabei besteht die Herausforderung darin, mit Nicht-Experten so zu kommunizieren, dass sie das ‘Was’ und ‘Warum’ der Cybersicherheit verstehen.”
Das erfordere einen klaren Fokus auf die Praxis, ohne dabei herablassend, manipulativ oder bestrafend zu wirken: “Es gilt, Ängste abzubauen. Die Mitarbeiter brauchen die Gewissheit, dass sie ehrlich über ihre Fehler kommunizieren können und nichts vertuschen müssen. Erst dann kommen sie in die Lage, dazu beizutragen, das Sicherheitsniveau ihres Unternehmens zu verbessern.”
In diesem Zusammenhang ist für den Consultant zudem entscheidend, dass sämtliche Mitarbeiter mit an Bord sind: “Dazu gehört die Personalabteilung, das UX- und Technologie-Team. Wer an dieser Stelle spart, kann keine guten Ergebnisse erzielen.”
2. An IT-Sicherheit in Einheitsgröße glauben
Um optimale Ergebnisse im Sinne der Cybersicherheit zu erzielen, gilt es, die richtige Balance zwischen Security und User-Komfort zu ermitteln. Das ist allerdings auch stark kontextabhängig, wie Sunshine verdeutlicht: “Bei Mitarbeitern in Regierungsbehörden wird beispielsweise in der Regel ein strengerer Maßstab angelegt als bei der Belegschaft eines Fast-Food-Restaurants.”
Die Sicherheitsanforderungen einer Regierungsinstitution auf einen Schnellrestaurant-Betrieb anzuwenden, führt dagegen lediglich zu unnötigen Reibungsverlusten. Dahinter steht der grundlegende Fehler in vielen Security-Protokollen, allen Benutzern sämtliche Sicherheitsmaßnahmen aufzuerlegen – statt zwischen verschiedenen Usern und Bedürfnissen zu differenzieren.
Joseph Steinberg, Autor von “Cybersecurity for Dummies“, bringt das Problem auf den Punkt: “Wenn man jede Aktion so behandelt, als ob sie zusätzliche Sicherheitsmaßnahmen erfordert, sinkt die Wahrscheinlichkeit, dass Anzeichen für echte Bedrohungen erkannt werden – und damit das Schutzniveau.” Er fügt hinzu: “Wenn das Risiko gering und das Vertrauen hoch ist, besteht keine Notwendigkeit, eine zusätzliche Sicherheitsebene hinzuzufügen. Das ist nur dann erforderlich, wenn das Risiko aufgrund der Art der Transaktion oder mangelnden Vertrauens höher ist.”
3. Komplexität mit mehr Sicherheit verwechseln
Eine Mindestzeichenzahl, Groß und Kleinbuchstaben, Sonderzeichen, regelmäßige Passwort-Änderungen: Viele Unternehmen legen bei der Account-Erstellung strenge Maßstäbe an. Das Mehr an Komplexität beruht auf der Überzeugung, dass es für Angreifer mit steigender Variablen- oder Zeichenfolge zunehmend schwieriger wird, Passwörter zu knacken.
Das stimme zwar in der Theorie, weiß Sicherheitsexperte Steinberg, in der Praxis sehe das allerdings anders aus: “Weil Menschen gerne in Muster verfallen, folgen auch die meisten Passwörter vorhersehbaren Mustern: Sie beginnen meist mit einem Großbuchstaben und enden oft mit einer Zahl, an die gegebenenfalls noch ein Sonderzeichen angehängt wird.” Dazu komme noch das Problem, dass die Komplexität selbst ein Security-Problem aufwerfen kann. Weil es schwierig sei, sich lange und komplexe Kennwörter zu merken, würden diese häufig auf Papierzetteln notiert oder im Browser gespeichert.
Ein Unding, findet auch Softwareexpertin April McBroom und legt eine bessere Option nahe: “Nutzen Sie stattdessen einen Passwort-Manager. Sie könnten Passwörter auch durch Passcodes ersetzen – etwa mit Hilfe von Push-Benachrichtigungen oder einer Authentifizierungs-App.”
4. Auf Sicherheitsfragen verlassen
Sicherheitsfragen sind auf dem Papier zunächst ein gutes Konzept. Wen Sie allerdings schon einmal solche Fragen unabsichtlich falsch beantwortet haben und anschließend aus Ihrem Account ausgesperrt waren, wissen Sie um die Frustration, die das mit sich bringt.
Anstelle herkömmlicher Sicherheitsfragen empfiehlt Autor Steinberg, auf wissensbasierte Fragen mit einigen Abstufungen zu setzen, um kriminellen Hackern ihr Wirken zu erschweren: “Wenn jemand eine Schwester namens Mary hat, würde ich zu einer Multiple-Choice-Frage wie ‘Welche der folgenden Straßen verbinden Sie mit Mary?’ raten.”
5. Biometrie-Wunder erwarten
Wenn von einer passwortlosen Zukunft die Rede ist, denken nicht wenige Menschen an biometrische Sicherheitsmaßnahmen wie Fingerabdruck-, Gesichts- oder Irisscans. Selbst wenn diese Maßnahmen wie vorgesehen funktionieren, sieht Steinberg zwei wesentliche Nachteile: “Zum einen könnten Kriminelle relativ leicht die Fingerabdrücke von berechtigten Personen abnehmen, um sich Zugang zu verschaffen – ein Vorgehen, dass bei Passwörtern nicht möglich ist. Zum anderen können etwa Fingerabdrücke nicht so einfach zurückgesetzt werden, wie das bei Kennwörtern der Fall ist.”
Sinnvoller wäre es nach Meinung des Experten, auch im Bereich der biometrischen Security den jeweiligen Kontext mit einzubeziehen- Stichwort “Behavioral Biometrics“: “Die Verhaltensbiometrie beruht etwa darauf, wie schnell ein bestimmter Nutzer die für ein Passwort verwendeten Tasten drückt. Solche unsichtbaren biometrischen Daten sind der bessere Ansatz.”
Es sei ein allgemeiner Fehler in Sachen Benutzererfahrung, so Steinberg weiter, davon auszugehen, dass es bei Security ausschließlich um Dinge geht, die sichtbar sind: “Je weniger der Benutzer sehen muss, desto besser. Das ist der Schlüssel, um negative Auswirkungen auf die User Experience zu minimieren.” (fm)
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Threat actors aren’t wasting time taking advantage of newly-revealed vulnerabilities in Fortinet device authentication.
Researchers at Arctic Wolf said they are seeing malicious single sign on (SSO) attempts trying to leverage the holes in FortiGate next generation firewalls since Fortinet alerted admins about the vulnerabilities on December 9.
“We have seen tens of intrusions since December 12, 2025,” a spokesperson for Arctic Wolf Labs told CSO. “So far, the pattern of activity has appeared to be opportunistic in nature. While it is difficult to estimate the number of devices directly vulnerable to this vulnerability, there are hundreds of thousands of Fortinet appliances accessible on the public internet through specialized search engines. This allows threat actors to opportunistically attempt exploitation against large swaths of devices at once.”
Arctic Wolf’s advisory says admins who see malicious activity in their logs should assume that hashed firewall credentials stored in the exfiltrated configurations have been compromised, and reset those credentials “as soon as possible.” 
On Tuesday, the US Cybersecurity and Infrastructure Security Agency added one of the vulnerabilities, CVE-2025-59718, to its Known Exploited Vulnerabilities (KEV) catalog. If a flaw is listed in the catalog, federal civilian executive branch agencies have to immediately remediate the affected product or service. CISA says that any listing should also be seen by private sector IT departments as a warning to prioritize their own remediation or patching.
Among other things, hackers exploiting the vulnerabilities could access Fortinet device configuration files to accelerate a breach of security controls.
The authentication bypass vulnerabilities, CVE-2025-59718 and CVE-2025-59719, are in the Fortinet FortiOS operating system that runs FortiWeb, FortiProxy and FortiSwitchManager devices. If exploited, they may allow an unauthenticated attacker to bypass the FortiCloud SSO login authentication, if that feature is enabled on the device.
For some admins, it may have been unknowingly turned on; when administrators register devices using the FortiCare product support portal, FortiCloud SSO is automatically enabled unless they disable the “Allow administrative login using FortiCloud SSO” setting on the registration page. 
To prevent being affected by this vulnerability, admins should turn off the FortiCloud login feature, if enabled, then upgrade software to the latest version before re-enabling the function.
Fortinet acted quickly to patch the authentication bypass vulnerabilities, said Piyush Sharma, CEO of Tuskira, a vulnerability platform provider.
“However,” he added, “the speed at which threat actors exploit newly discovered flaws continues to outpace traditional patch cycles, underscoring the critical need for agentic AI systems that provide continuous, real-time exposure management and autonomous threat response.”
He noted that any configuration files that have been exfiltrated could allow hackers to map network architecture and identify vulnerable interfaces and points of failure to be used in targeted attack campaigns or exploitation, and weak passwords could be cracked offline and allow attackers to pass as legitimate users and move laterally across networks. “The combination of this information sets the stage for potentially dangerous and highly precise cyberattacks, which could lead to data theft or even total network compromise,” he warned.
Vulnerable organizations that haven’t implemented Fortinet’s released patches should do so immediately, he said.
As well, all organizations should practice credential rotation and implement principles of least privilege to prevent data from being unnecessarily leaked, he added. 
Beyond following Fortinet’s advice on upgrading its device software, Arctic Wolf also urges admins to follow the manufacturer’s best practices for hardening its devices.
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There has been a whirlwind of rumors over the last few days, sourced from leaked internal software designed for the iPhone and the Mac, and news sites like The Information. Below, we have a quick recap of everything we've heard this week, which serves as a guide to Apple's product plans in 2026 and beyond.


We've organized the info by likely release date, though there are some products that we don't have a timeline for. Keep in mind that the list features only rumors that we've heard over the last couple of days, so it's not a complete feature overview for each device.

Early/Spring 2026


iPhone 17e (V159) - The ‌iPhone‌ 17e will use Apple's C1X modem instead of the C1, and it will include MagSafe support, which was missing from the iPhone 16e. It may not include an N1 wireless chip.
AirTag 2 (B589) - Likely coming in early 2026. Expected to feature improved pairing, more detailed battery level reporting, and improvements to tracking AirTags that are moving and in crowded places.
Home hub (J490 and J491) - Apple's home hub is expected to launch in spring 2026, around when iOS 26.4 comes out. Recent rumors suggest it will have a 1080p video camera, Face ID for authentication and to identify different people, profile switching, and support for Apple Intelligence. There are two models, one that's wall mounted and another that has a HomePod-like speaker base.
HomePod mini 2 (B525) - A new HomePod mini is ready to launch at any time, so it could come in spring or even earlier in the year. It won't have Apple's N1 networking chip.
Apple TV (J355) - A new Apple TV is reportedly ready to go, and it makes the most sense for it to launch alongside other home products slated for the early 2026 timeframe.
Unknown home accessory (J229) - We don't know what this is, but it could be a camera, or standalone speaker base that can be added to the wall-mounted home hub after purchase. It could also be something else entirely. There are mentions of sensors in the code for this accessory.
iPad 12 (J581 and J582) - The latest information suggests the iPad 12 will use Apple's A19 chip, which is the same chip that's in the iPhone 17. It's an unusual choice because iPads usually get older, more affordable chips. It isn't expected to include the N1 networking chip. It's expected early in 2026.
M4 iPad Air (J707, J708, J737, J738) - 11-inch and 13-inch iPad Air models with M4 chips are rumored to be launching in early 2026. No major changes are expected except for the chip update.
Low-Cost MacBook (J700) - Apple is working on a MacBook with the A18 Pro chip, and it's expected to launch early in 2026. It will be positioned as Apple's most affordable MacBook, competing with Chromebooks and cheaper Windows laptops.
M5 MacBook Air (J813 and J815) - The MacBook Air is going to get updated with M5 chips as soon as early 2026. No other major changes are rumored.
M5 Pro/Max MacBook Pro (J714c, J714s, J716c, J716s) - M5 Pro and M5 Max MacBook Pro models are coming soon. They might get a refresh early in 2026, because there are still rumors of another ‌MacBook Pro‌ refresh later in the year.

September 2026


Foldable iPhone (V68) - The foldable ‌iPhone‌ will open book style, and will be wider than it is tall. It will look like a small iPad. When open, the display will be around 7.7 inches, and when closed, it will be around 5.3 inches. There will be a single front-facing camera in the top left, and no Dynamic Island. Display sizes could ultimately change, and Apple is reportedly seeing a high failure rate in current display production.
iPhone 18 Pro and Pro Max (V63 and V64) - The TrueDepth camera system for ‌Face ID‌ will be under the display, eliminating the ‌Dynamic Island‌. There will be a cutout for the front-facing camera at the top left of the display. At least one rear camera will have a variable aperture that lets users control the amount of light that enters the lens. Overall design will be similar to the iPhone 17 Pro models. The A20 TSMC chip will support Wafer-Level Multi-Chip Module packaging for speed improvements that could bolster AI features and on-device processing capabilities. The iPhone 18 Pro models could have either a C1X modem or a C2 modem.
iPad mini 8 (J510 and J511) - The iPad mini 8 could get OLED display technology and the A20 Pro chip, which is the same chip that's slated for the ‌iPhone 18‌ Pro models. That would suggest a fall launch alongside the ‌iPhone 18‌ Pro. There have also been rumors that it will use the A19 Pro that's in the ‌iPhone 17 Pro‌, and if that's the case, it could come earlier.
Apple Watch Series 12 (N237 and N238) - The Apple Watch Series 12 is expected in September 2026. No major changes are rumored so far.

Unknown Timing, But Likely 2026


Apple Studio Display 2 (J427 and J527) - There are two Apple displays in the works, that are expected to be followups to the Studio Display. These are likely to launch alongside new M5 Mac desktop machines. The two models could be different sizes or different display technology, as there are mini-LED rumors for the next-gen model.
M5/M5 Pro Mac mini (J873g and J873s) - The Mac mini is going to get M5 and M5 Pro chips, but timing is unclear. It could be refreshed early in 2026, or it might come later alongside other desktop Mac updates.
M5 Max/Ultra Mac Studio (J775c and J775d) - The Mac Studio will use the M5 Max and M5 Ultra chips, and it will likely be refreshed later in 2026 rather than earlier.
iMac Pro (J833c) - Apple is working on a high-end iMac with an M5 Max chip, which suggests it will launch alongside other M5 Max models sometime in 2026. Prior rumors have suggested the device could have a display around 30 inches in size.
M6 MacBook Pro (J804) - The entry-level ‌MacBook Pro‌ could be updated with an M6 chip toward the end of 2026.
M6 Pro/Max MacBook Pro (K114c, K114s, K116c, K116s) - The M6 Pro and M6 Max ‌MacBook Pro‌ models will feature a major redesign with OLED display technology. So far, rumors suggest this could happen as soon as late 2026, though that would mean two ‌MacBook Pro‌ refreshes in 2026. It's not unheard of, but Apple might also opt to hold this update until early 2027.
Apple Watch Ultra 4 (N240) - Apple is working on a fourth-generation version of the Apple Watch Ultra. It could come in September 2026 alongside the Series 12, but Apple doesn't update the Apple Watch Ultra on an annual basis.

2027


iPhone 18 - The ‌iPhone 18‌ will not launch in fall 2026 as expected, and will instead come in spring 2027. It will be an incremental update, and Apple may remove haptic feedback and touch sensing from the Camera Control button (it could also be removed from the 18 Pro models).
iPhone 18e - Also slated for spring 2027, the ‌iPhone‌ 18e could launch alongside the ‌iPhone 18‌. It is expected to feature few changes.
iPhone Air 2 (V62) - There is no second-generation iPhone Air planned for fall 2026 because Apple has delayed it. It could instead come in spring 2027. Apple is reportedly looking at adding a second camera to make the device more appealing to consumers. The next ‌iPhone Air‌ might also be more affordable.
20th Anniversary iPhone - The 2027 ‌iPhone‌ will have an "enclosure on the front and back that curves around the device edges," which allows for a bigger screen with no bezels. The Information says that it is not sure if the display itself will curve around the edges, but instead of a full metal frame, it has a "narrow metal band running around the midpoint of the device's edge. The selfie camera will move under the display, and it will be the first ‌iPhone‌ with no display cutouts at all. The 20th anniversary ‌iPhone‌ will launch in September 2027.
Tabletop robot (J595) - Apple's tabletop robot with a thin robotic arm and swivel base is expected to be a more powerful version of the home hub. It's rumored to be launching sometime in 2027.
AI smart glasses (N50/N401) - Apple paused work on all of its AR/VR headsets to focus instead on AI smart glasses that will compete with the Meta Ray-Bans. The AI smart glasses are expected in 2027, but it's possible Apple will unveil them in late 2026. N50 was the original codename, but Apple is now using N401. N401 covers the AI smart glasses, and a separate set of augmented reality glasses.

Delayed or Canceled


Foldable iPad - Apple planned a foldable ‌iPad‌ for release in 2026, but delayed the project and redirected resources to the foldable ‌iPhone‌ to ensure that device launches on time.
Vision Air (N100) - The N100 is a lighter and cheaper version of the Vision Pro. It was originally rumored for 2027, but Apple has paused work on headsets to focus on AI smart glasses.
AR glasses prototype (N421) - N421 is a prototype set of AR glasses, but Apple apparently canceled work on this product for now. AR glasses are still Apple's ultimate plan.
Mac-connected AR glasses (N107) - Apple was working on AR glasses that would connect to a Mac to use the Mac's processor, but the project was scrapped.
Cheaper Vision Pro (N109) - Apple was developing a second-generation Vision Pro that's more affordable, and it was a product distinct from the Vision Air. Work is currently paused.

Unknown Products


There are some codenames that were in Apple's leaked information that aren't associated with a known product as of yet.

N110 - N110 is close to N109 and other N-series numbers Apple has used for its AR/VR headsets, so this could be a wearable.
N209 - N2 numbers have previously been associated with the Apple Watch.
N216 - N2 numbers have previously been associated with the Apple Watch.
J349 - Possibly a Mac that was scrapped, but could also be an ‌Apple TV‌ or some kind of home device.
J190 - The Mac Pro is J180, so this could be another ‌Mac Pro‌, but it's unclear.
J226 - J226 is close to J229, the codename for an unknown home device, so it could be some kind of home-related accessory.

Codename Key

For Apple's internal codenames that it uses for Macs, the letter at the end of the number has significance.

G - Base model M-series chip
S - Pro version of the M-series chip
C - Max version of the M-series chip
D - Ultra version of the M-series chip

Caveats

Some of this information was pulled from an internal version of iOS 26 that Apple was working on around the late May 2025 timeline, while other information comes from internal kernel debug kit files that Apple accidentally leaked earlier this year.

Apple's plans can always change. Devices can be scrapped, features can be removed, and launches can be pushed back. That's especially true of rumors about products coming in late 2026 or 2027, because production plans haven't been finalized.

Read More

We keep an upcoming products Apple guide that gets regular updates when new timeline information is made available. It's a good resource to bookmark and reference throughout the year to keep tabs on what Apple has planned. We have even more rumors about Apple's products in our device roundups and guides, which are also updated regularly.
This article, "Apple's 2026 and 2027 Product Roadmap: Foldable iPhone, iPhone 18 Pro, M5 Macs, and More" first appeared on MacRumors.com

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The Trump administration is pressuring the European Union to cut down on regulations that impact tech companies like Google, Apple, Amazon, and Meta.


The Office of the United States Trade Representative today posted a message to the European Union on social media, threatening retaliation if the EU continues to target U.S. companies. The post says the U.S. will implement fees and restrictions on foreign services, and it specifically names European companies like Accenture, DHL, Mistral, SAP, Spotify, and Siemens.

The EU's Digital Markets Act (DMA) and Digital Services Act (DSA) have forced Apple and other tech companies to make major changes to their services in the European Union, and several companies have faced fines. Earlier this year, Apple was fined 500 million euros and Meta was fined 200 million euros. Just this month, social network X was fined 120 million euros for DSA violations, and in September, Google was fined 2.95 billion euros for antitrust violations related to its adtech business.

Separately, the U.S. House Judiciary Committee held a hearing today on the threat that "discriminatory foreign regulations" modeled after the Digital Markets Act pose to American innovation and competition. Witnesses included Competere Ltd. CEO Shanker Singham, Notre Dame Law professor Roger Alford, George Washington Competition and Innovation Lab Founding Director Aurelien Portuese, and Dirk Auer, Director of Competition Policy for the International Center for Law and Economics.

During the hearing, Representative Scott Fitzgerald said the DMA isn't aimed at protecting consumers, but hobbling American companies.

The Computer and Communications Industry Association said the DMA is discriminatory because it only applies to select companies, while NetChoice said the EU has "provided countries around the world with a blueprint" for similar regulatory measures.

President Donald Trump has previously criticized the "very unfair" European Union for fines levied on Apple and Google. In September, he threatened the EU with higher tariffs, which would disrupt trade framework established in July 2025. Trump said Apple should "get their money back" and that the U.S. "cannot let this happen to brilliant and unprecedented American Ingenuity."Tags: European Commission, European Union
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A Russian state-sponsored cyberespionage group has been targeting energy companies and critical infrastructure providers by exploiting misconfigurations in network-edge devices.
The group has been operating since at least 2021 and has exploited device misconfigurations before but also known vulnerabilities such as CVE-2022-26318 in WatchGuard Firebox and XTM appliances, CVE-2021-26084 and CVE-2023-22518 in Confluence or CVE-2023-2753 in Veeam Backup.
However, according to telemetry collected by Amazon Threat Intelligence, the group has heavily focused on targeting misconfigurations this year, pivoting away from zero-day or N-day vulnerabilities. The main targets have been enterprise routers and routing infrastructure, VPN concentrators and remote access gateways, network management appliances, collaboration and wiki platforms and cloud-based project management systems.
“This tactical adaptation enables the same operational outcomes, credential harvesting, and lateral movement into victim organizations’ online services and infrastructure, while reducing the actor’s exposure and resource expenditure,” the researchers found.
Links to Sandworm and Curly COMrades
According to Amazon’s telemetry, the group’s infrastructure has overlaps with Sandworm, a group also known as APT44 and Seashell Blizzard that’s associated with Russia’s military intelligence agency, the GRU. There are also overlaps with a group whose activity was documented in the past by security firm Bitdefender, under the name Curly COMrades.
However, these could be subgroups within the GRU that work together, with the one tracked by Amazon handling initial access and lateral movement and Curly COMrades handling the host persistence through its CurlyShell and CurlCat custom malware implants.
Amazon detected attacks against customer network edge appliances hosted on AWS EC2 instances with actor-controlled IP addresses achieving persistent connections that indicate interactive access to the compromised devices.
Credential harvesting
The researchers also observed credential replay attacks against victims’ other online services using stolen domain credentials following network edge device compromises. This indicates that the attackers are likely harvesting credentials by leveraging the traffic capturing and analysis capabilities of the compromised devices.
“Time gap between device compromise and authentication attempts against victim services suggests passive collection rather than active credential theft,” the researchers found.
Network traffic interception is consistent with Sandworm’s known tradecraft and the targeting of network edge devices specifically positions the attackers to intercept credentials in transit.
How critical infrastructure providers can defend against this threat
The group has a strong focus on the energy sector, with victims including electric utility companies, energy providers and even MSSPs with energy sector clients. However, it has also targeted technology and service cloud providers, as well as telecommunications companies across multiple regions.
The Amazon Threat Intelligence team advises organizations to audit their network edge devices for packet capture files or utilities that shouldn’t be present, to review their device configurations and isolate management interfaces, and implement multi-factor authentication.
Companies should also review authentication logs and monitor authentication attempts from unexpected geographic locations. Anomaly detection for authentication patterns should be implemented for all online services and the use of plain text protocols that could expose credentials in transit should be audited.
The Amazon report includes indicators of compromise associated with this attack campaign as well as security recommendations specific to AWS environments.
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The next-generation HomePod mini won't include Apple's new N1 networking chip, according to code analysis provided by a MacRumors tipster.


A macOS kernel debug kit distributed by Apple earlier this year included information on a number of upcoming devices, including the ‌HomePod mini‌ 2. Code associated with the ‌HomePod mini‌ 2 mentions the "Sunrise" wireless system, which is what Apple calls Bluetooth/Wi-Fi chips sourced from MediaTek. The N1 is called "Centauri" in Apple's internal systems.

Based on the Sunrise mention, it appears that the ‌HomePod mini‌ 2 won't be upgraded with the N1 networking chip, which contradicts some prior rumors we've heard about it. Bloomberg's Mark Gurman has suggested that both the Apple TV and ‌HomePod mini‌ will use Apple's N1 chip in the past.

It appears that Apple plans to use the N1 chip for premium devices, while entry-level products will stick with cheaper MediaTek hardware for now. The upcoming ‌HomePod mini‌ 2, the iPhone 17e, the iPad 12, and the A18 Pro MacBook are all expected to use MediaTek chips instead of Apple's chip.

The N1 was introduced in the iPhone 17 models, and it is Apple's first in-house networking chip. It supports Bluetooth 6, Wi-Fi 7, and Thread. Because it was designed by Apple, it better integrates with other hardware and software in Apple devices, leading to improved efficiency and reliability.Related Roundup: HomePod miniBuyer's Guide: HomePod Mini (Don't Buy)Related Forum: HomePod, HomeKit, CarPlay, Home & Auto Technology
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Apple's next-generation iPad mini will be equipped with an A20 Pro chip, according to a MacRumors tipster who analyzed a macOS kernel debug kit containing internal Apple codenames. The kit was accidentally released on Apple's website earlier this year, but it was quickly pulled after information started leaking out of it.


A previous rumor indicated that the next iPad mini would be powered by the A19 Pro chip, which debuted in the iPhone 17 Pro, but our tipster is confident the codenames actually point towards the device using an unreleased A20 Pro chip.

We cannot say for sure whether the next iPad mini will use the A19 Pro or A20 Pro. It is possible that Apple initially tested a model with the A19 Pro, but the company's plans do change from time to time. If the iPad mini will next be updated in September or October of 2026, perhaps Apple ultimately decided to give it the A20 Pro.

In September 2021, Apple introduced the A15 Bionic chip across the iPhone 13 mini, iPhone 13, iPhone 13 Pro, iPhone 13 Pro Max, and iPad mini all at once. But over the years, the iPad mini has not always received Apple's newest A-series chip at the time it was updated, so the A19 Pro cannot be entirely ruled out at this time.

iPhone 18 Pro models are also expected to use the A20 Pro chip, which will reportedly be fabricated with TSMC's advanced 2nm process.

Other rumored features for the next iPad mini include an OLED display, a redesigned speaker system with vibration technology, and a water-resistant design.

Bloomberg's Mark Gurman previously reported that the next iPad mini could be unveiled as early as next year. The current ‌iPad mini‌ was unveiled in October 2024, with key features including an A17 Pro chip and Apple Intelligence support.Related Roundup: iPad miniBuyer's Guide: iPad Mini (Neutral)Related Forum: iPad
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OpenAI added several new features to its flagship ChatGPT product today, introducing Apple Music support and upgraded image generation capabilities.


ChatGPT has supported app integrations since earlier this year, and it will soon work with Apple Music. With ‌Apple Music‌ integration, ChatGPT will be able to make music recommendations and playlists based on listening history and user suggestions.

Music recommendations made by ChatGPT will be able to be clicked to open the ‌Apple Music‌ app on desktop or on an iOS device. ‌Apple Music‌ is not available as an app integration just yet, but it is coming in the near future.

Along with ‌Apple Music‌ support, ChatGPT now has better image generation capabilities. ChatGPT Images is able to generate images up to 4x faster, and can make precise edits to an image while preserving details. OpenAI says that ChatGPT can tweak only the details you want updated, keeping lighting, composition, and people's appearance consistent across inputs, outputs, and edits.

The new model "excels" at adding, subtracting, combining, blending, and transposing for more realistic image creations using real photographs. It is better at adding text to images and altering layouts, and OpenAI says that it follows instructions more reliably than the prior-generation version.

With the update, the ability to generate some specific art styles like anime has regressed and it is no longer as good at altering images featuring many people, but OpenAI says that using preset filters can help, and the previous version of the image generator remains available to use.

ChatGPT Images, an image editing experience built into ChatGPT, includes dozens of preset styles and prompts that users can try out. It's available in the mobile app and on the web.

The updated Images model is rolling out today for all ChatGPT users, as is the new Images experience built into ChatGPT. ChatGPT's new image functionality will allow it to better compete with Google's Nano Banana image generator.Tags: ChatGPT, OpenAI
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Apple is hosting an Apple Watch Activity Challenge on Sunday, December 21 to honor World Meditation Day. The challenge will show up for Apple Watch owners starting on December 19.


Apple first did a World Meditation Day Activity Challenge in May 2024, but later in 2024, the date of World Meditation Day was moved to December 21 by the United Nations General Assembly. December 21 coincides with the timing of the winter solstice in the Northern Hemisphere, marking a time when days are short and nights are long.

Before 2024, World Meditation Day was informally observed on May 21, but it had not been officially designated as a UN-recognized international day.

Apple Watch owners can earn the Meditation Day badge by recording five or more mindful minutes with the Mindfulness app or any app that adds mindful minutes to the Health app.

Apple Watch owners who earn the Meditation Day award will unlock a dedicated badge in the Fitness app, and a series of animated stickers that can be used in the Messages app.








Back in October, Apple also did a similar Mindful Month Activity Challenge, bringing awareness to mental health, self care, meditation, and mindfulness.Tag: Activity Challenge
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In line with previous rumors, The Information today reported that Apple is planning to release a special 20th-anniversary iPhone less than two years from now.


The report said the device will have a seamless design, with a curved glass enclosure and no cutouts in the display. Apple is expected to move Face ID under the screen starting with the iPhone 18 Pro models next year, and the report said the 20th-anniversary iPhone will also feature an under-screen front camera.

The publication said it could not yet learn if the display itself will curve around the edges, as shown in our conceptual mockup above. Nevertheless, it appears that Apple is working on a very ambitious design for the 20th-anniversary iPhone, much like the iPhone X was a game-changer for the iPhone's 10th-anniversary.

At a minimum, the report said the 20th-anniversary iPhone will lack bezels around the screen for a true edge-to-edge experience. It said the device has only a "narrow metal band running around the midpoint of the device's edge, where the buttons sit."

Many of these details were previously reported by Bloomberg's Mark Gurman.

Apple is expected to release the 20th-anniversary iPhone around September 2027, so it is still early, and the device's design could change. If these rumors pan out, though, the 20th-anniversary iPhone could be something out of a dream.Tags: 20th-Anniversary iPhone, The Information
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Apple's next Apple Watch Activity Challenge will begin on Thursday, January 1, with Apple Watch users able to earn an award by closing all three rings for seven days in a row in January.



Apple Watch owners will need to complete their stand, exercise, and move goals for seven days sequentially at any time during the month of January to get the New Year's award. It will show up for Apple Watch owners starting on December 28, and can be completed between January 7 and January 31.

Like all of Apple's Activity Challenges, the New Year challenge will be accompanied by an award that can be viewed in the Fitness app as well as a series of animated stickers that can be used in the Messages app.










The Ring in the New Year Activity Challenge happens every January, and it is one of many Activity Challenges that Apple offers throughout the year to encourage people to meet their Fitness goals and stay active.Tag: Activity Challenge
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All of the iPhone 16 and iPhone 17 models are equipped with a Camera Control button that provides quick access to the Camera app and camera settings, but not everyone is a fan of it. Fortunately, though, Apple apparently plans to improve it.


The Information today reported that Apple plans to remove touch sensitivity and haptic feedback from the Camera Control on the standard iPhone 18 model, which suggests that it will be removing the button's capacitive layer. The report did not say if this change will extend to the iPhone 18 Pro models, but it seems likely for consistency.

A simplified Camera Control button for iPhone 18 models has been rumored previously.

With this change, iPhone 18 users would not be able to swipe on the Camera Control, which is something many users have complained about doing by accident. The redesigned button would only have pressure sensitivity.

The report said simplifying the Camera Control would reduce Apple's costs, but it seems quite likely that the company is also listening to customer feedback.

Apple has already taken steps to give users more control over the Camera Control's behavior, including adding a "Require Screen On" setting in iOS 18.2. And when you set up a new iPhone, the swipe gestures are now turned off by default.

Apple is expected to release the iPhone 18 Pro models next September, while the regular iPhone 18 model reportedly will not launch until spring 2027.Related Roundup: iPhone 18Tags: Camera Control, The InformationRelated Forum: iPhone
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Apple today released new firmware for the Powerbeats Pro 2 earbuds that came out earlier this year. The updated firmware has a version number of 8A359, an update to the prior 8A353 firmware that was released in September.


It's not clear if the updated firmware adds new functionality, but it is likely to be a bug fix and performance improvement update. The prior-generation firmware update added iOS 26 functionality to the ‌Powerbeats Pro‌, introducing compatibility with the Fitness app and support for real-time performance metrics.

The ‌Powerbeats Pro‌ 2 were Apple's first earbuds to offer in-ear heart rate monitoring, but that capability has also now expanded to the AirPods Pro 3.

The updated firmware can be installed on the ‌Powerbeats Pro‌ 2 by connecting them to power and ensuring that they are in Bluetooth range of an iPhone, iPad, or Mac that's connected to Wi-Fi. Firmware can be checked on the ‌iPhone‌ by going to Settings > Bluetooth and tapping the Info button next to the Beats headphones in the list. Android users can download new Beats firmware through the Beats app for Android.Tags: Beats, Powerbeats Pro
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We have been covering iPhone 18 Pro, iPhone 17e, and iPhone Fold details from The Information's report about future iPhone models, and next up is the iPhone Air 2.


The report says that Apple aims to make the iPhone Air 2 more attractive in two ways.

First, Apple is apparently considering adding a second rear camera to the device, which would resolve a key limitation. The current iPhone Air has a single 48-megapixel Fusion rear camera, with Telephoto-like, optical-quality 2× zoom, so the additional camera on the second-generation model would likely be an Ultra Wide lens.

Second, the report said Apple is considering lower pricing for the iPhone Air 2. In the U.S., the current iPhone Air starts at $999, despite having only a single rear camera, a single speaker, shorter battery life, and a few other minor limitations.

While it has a bold, ultra-thin design, the iPhone Air has seemingly been unpopular relative to the iPhone 17 and iPhone 17 Pro models, and Apple's suppliers are reportedly significantly scaling back production of the device as a result.

Apple is expected to release the iPhone Air 2 in spring 2027. Related Roundup: iPhone AirTag: The InformationBuyer's Guide: iPhone Air (Buy Now)
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Apple's first foldable iPhone will be equipped with a 7.7-inch inner display, and a 5.3-inch outer display, according to The Information.


Earlier this year, Apple supply chain analyst Ming-Chi Kuo said the foldable iPhone would have a 7.8-inch inner display, and a 5.5-inch outer display, so the sizes shared in today's report differ slightly and might not be finalized yet.

The publication said the iPhone 18 Pro will have a camera in the top-left corner of the screen, and it expects the same for the foldable iPhone's inner screen.

The foldable iPhone's displays are made with a "complex" mix of "specialty glass and materials" from companies like Corning and SCHOTT, according to the report.

Apple is expected to release the foldable iPhone in September 2026.Tags: Foldable iPhone, The Information
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In February, Apple discontinued the iPhone SE and released a new entry-level iPhone 16e. The device features a 6.1-inch OLED display, an A18 chip with Apple Intelligence support, a single 48-megapixel rear camera, an Action button, a USB-C port, and more, but one capability that it lacks is MagSafe wireless charging.


In a wide-ranging report today about future iPhone models, The Information's Wayne Ma and Qianer Liu said that the iPhone 17e will address this limitation.

Specifically, the report said the iPhone 17e will support "magnetic wireless charging," which implies that the device will feature MagSafe for faster, magnetic wireless charging — likely at speeds of up to 20W or 25W. The iPhone 16e is limited to Qi wireless charging at up to 7.5W speeds, and it is not a magnetic system.

The iPhone 17e will be equipped with Apple's second-generation C1X modem for cellular connectivity, according to the report. The iPhone 16e is equipped with Apple's first-generation C1 modem, while the C1X modem debuted in the iPhone Air.

Apple is expected to release the iPhone 17e in spring 2026. Overall, the report said the device will be an incremental upgrade over the iPhone 16e.

In the U.S., the iPhone 16e starts at $599.Related Roundup: iPhone 16eTag: The InformationBuyer's Guide: iPhone 16e (Neutral)Related Forum: iPhone
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Code reviews are an essential part of the software development process. They help improve code quality, reduce bugs, and ensure that best practices are followed. Code review tools make the process more efficient and help teams collaborate better. In this post, we explore the Top 21 Code Review Tools and their major features.
1. Aikido Security (AI Code Review)
Aikido’s AI-powered code review tool acts as an automated assistant, scanning pull requests to catch bugs, security issues, and performance problems that human reviewers might miss. It integrates with git workflows to provide immediate feedback on code quality.
Short Description
Aikido Security’s code review focuses on improving code quality and security by using AI to analyze code changes in real time, ensuring each commit meets high standards before being merged.
Key Features
Automated PR Analysis
Reviews pull request diffs automatically Adds inline comments for potential issues such as null pointer dereferences, unindexed SQL queries, or code that violates team conventions Provides instant, thorough code review even when teammates are unavailable Security & Performance Checks
Flags security vulnerabilities such as unsafe function usage or missing input validation Identifies performance anti-patterns like inefficient loops or redundant computations Ensures code is clean, secure, and efficient Integration & Custom Rules
Integrates with GitHub, GitLab, and Bitbucket Allows teams to define and enforce custom rules such as naming patterns or architectural guidelines Acts as a continuous mentor by commenting on rule violations Benefits
Faster Code Reviews
Automates the initial review pass, allowing human reviewers to focus on deeper logic and design, speeding up merge cycles without sacrificing quality. Improved Code Quality
Provides immediate and consistent feedback, helping developers internalize best practices and resulting in cleaner, more maintainable code. Knowledge Sharing
Includes explanations with suggestions, benefiting less experienced developers and raising the overall skill level of the team. 2. GitHub Pull Requests
Major Features:
Integrated with GitHub: GitHub Pull Requests is a built-in feature of GitHub, allowing developers to initiate and review pull requests easily. Inline Commenting: Reviewers can add comments inline on specific lines of code, facilitating clear and direct feedback. Code Discussions: Enables team members to have threaded discussions around code changes, making communication more transparent. Integration with CI/CD: Works seamlessly with GitHub Actions to trigger automated tests, ensuring the code meets quality standards before merging. 3. GitLab Merge Requests
Major Features:
Merge Requests: Similar to GitHub’s pull requests, GitLab Merge Requests provide a platform for reviewing changes before they are merged into the main branch. Inline Comments and Suggestions: Reviewers can make inline comments and suggestions, which can be resolved before the code is merged. CI/CD Integration: GitLab offers powerful CI/CD pipelines that run tests automatically on every merge request, ensuring code quality. Approval Process: Multiple team members can be assigned to review and approve the changes before merging. 4. Crucible
Major Features:
Comprehensive Code Review: Crucible by Atlassian is a robust tool for peer code reviews, supporting JIRA integration for task tracking. Flexible Review Workflow: Crucible allows developers to define flexible workflows for requesting reviews, adding reviewers, and tracking feedback. Inline Commenting: Provides inline commenting on code and issue tracking capabilities for bug fixing and improving the code. Customizable Review Metrics: Crucible offers metrics to track the efficiency of the review process, such as the number of comments and time taken per review. 5. Phabricator
Major Features:
Code Review and Collaboration: Phabricator is a powerful suite of tools that includes code review, task management, and project collaboration. Differential: Phabricator’s Differential feature allows developers to submit code for review, manage inline comments, and view diffs. Version Control Integration: It integrates with Git, Mercurial, and Subversion, enabling review of code changes directly from these version control systems. Batch Changes: Phabricator allows users to bundle multiple changes into a single review for faster collaboration and decision-making. 6. Bitbucket Pull Requests
Major Features:
Code Collaboration: Bitbucket supports pull requests for code collaboration, making it easier to conduct reviews within the Bitbucket platform. Inline Comments: Reviewers can make inline comments on specific code sections and track changes throughout the review process. CI/CD Integration: Integrates with Bitbucket Pipelines to trigger automated tests on each pull request, helping ensure quality before merging. Custom Approval Workflows: Allows teams to define custom workflows and approval processes to streamline the review process. 7. Review Board
Major Features:
Web-Based Code Review: Review Board is a web-based code review tool that supports Git, Subversion, and other version control systems. Easy Code Navigation: It offers diff views and the ability to navigate changes easily, making it simpler for reviewers to assess code. Inline Comments: Allows reviewers to comment directly on specific lines of code or on the overall code changes. Integration with Bug Tracking: Review Board integrates with bug tracking systems like JIRA and Bugzilla, making it easier to track issues alongside code reviews. 8. Gerrit
Major Features:
Code Review and Workflow: Gerrit is a powerful code review tool that integrates with Git, providing a more structured review and approval workflow. Inline Commenting and Change Management: Reviewers can make inline comments and suggest changes, which must be resolved before merging. Automated Testing: Gerrit integrates with CI systems to automatically trigger tests and validate code changes during the review process. Approval Gates: Gerrit requires approval from one or more reviewers before code can be merged, ensuring that changes meet the quality standards. 9. Collaborator
Major Features:
Collaborative Code Review: Collaborator is a web-based code review tool that enables teams to work collaboratively on code changes and ensure the quality of each change. Rich Commenting and Reporting: It supports inline comments, suggestions, and provides comprehensive reports for tracking feedback and progress. Integration with Version Control: Integrates with Git, SVN, and Perforce, making it easy to track and review code changes from various repositories. Automated Workflow: Provides customizable workflows for reviewing, approving, and merging code, which can be automated through JIRA or other systems. 10. SmartBear CodeReviewer
Major Features:
Flexible and Customizable Reviews: SmartBear CodeReviewer offers customizable review workflows, making it adaptable to any team or project structure. Integration with Git and SVN: It supports integration with Git, SVN, Mercurial, and other version control systems, simplifying code review in any environment. Review Analytics: Provides analytics to measure review efficiency and identify bottlenecks in the process. Collaborative Review: Teams can collaborate in real-time, adding comments, tagging team members, and discussing changes in an organized interface. 11. GitKraken Git GUI
Major Features:
Git GUI with Code Review: GitKraken is a Git GUI that integrates with Git repositories and offers a streamlined code review process. Intuitive Interface: Provides a clean, intuitive interface to view commits, diffs, and other changes, making it easy to perform code reviews. Merge Conflict Resolution: GitKraken simplifies the merge conflict resolution process, helping teams review and merge code more efficiently. Cross-Platform: It works across Windows, macOS, and Linux, providing a consistent experience for teams. 12. Crucible by Atlassian
Major Features:
Team-Based Collaboration: Crucible allows team members to perform peer reviews of code, track changes, and provide feedback. Inline Commenting: Reviewers can add inline comments directly on code snippets to suggest improvements and report issues. Integration with JIRA: Full integration with JIRA allows linking code reviews directly to issues, tracking progress, and facilitating continuous collaboration. Actionable Reporting: Crucible offers detailed reports on review progress, helping to track review completion rates and identify potential bottlenecks. 13. SourceLevel
Major Features:
GitHub and GitLab Integration: SourceLevel integrates with GitHub and GitLab to provide detailed code review analytics and insights. Code Review Metrics: Provides metrics such as time spent on reviews, number of comments, and review completion time, helping teams improve their process. Pull Request Tracking: Tracks the status of pull requests, providing visibility into the review process. Code Quality Insights: SourceLevel offers insights into code quality, helping teams improve their coding standards through structured reviews. 14. Perforce Helix Swarm
Major Features:
Code Review Platform: Helix Swarm by Perforce is a collaborative platform for code review, supporting integration with Git and SVN. Threaded Discussions: Allows developers to engage in threaded discussions on code changes, improving communication during the review process. CI/CD Integration: It integrates with Jenkins and other CI/CD tools to automatically test code during the review process. Custom Workflows: Helix Swarm supports custom review workflows for different development teams and projects. 15. Bitbucket Pipelines
Major Features:
CI/CD Pipeline with Code Review: Bitbucket Pipelines combines CI/CD with code review, allowing teams to automate tests and review changes before merging. Pull Request Integration: It integrates directly with Bitbucket’s pull requests, making it easier to track changes and comments. Automated Build and Test: Each pull request triggers an automated build and test process, ensuring that changes meet quality standards before merging. Inline Discussions: Team members can discuss and leave comments on specific code lines within the pull request. 16. Reviewable
Major Features:
Flexible Code Review Process: Reviewable offers a highly customizable review process, allowing teams to define the stages and workflows. Integration with GitHub: Works seamlessly with GitHub repositories, enabling developers to start code reviews directly from pull requests. Real-Time Collaboration: Developers can collaborate in real-time, adding comments and suggestions to improve the review process. Detailed Analytics: Provides review metrics and analytics to help teams assess the efficiency and quality of their code review process. 17. Rhino
Major Features:
Mobile-Focused: Rhino is designed for mobile app developers, providing tools for reviewing iOS and Android code. Integration with Git: It integrates with Git, providing an easy way to manage pull requests and perform reviews. Code Quality Checks: Rhino can run automated code quality checks as part of the review process, ensuring that code adheres to best practices. Clear Visual Interface: It offers a clear, intuitive user interface, making it easy for developers to provide feedback on mobile code. 18. GitPrime
Major Features:
Code Review Analytics: GitPrime helps teams understand the effectiveness of their code review processes through actionable analytics and metrics. Team Performance Insights: Offers detailed insights into individual and team performance during the code review process. Pull Request Management: It tracks pull request progress, ensuring that all reviews are completed in a timely manner. Integration with GitHub and GitLab: GitPrime integrates with GitHub and GitLab repositories to track code quality and team productivity. 19. CodeClimate
Major Features:
Automated Code Review: CodeClimate automatically reviews code for quality and security issues, helping teams identify areas for improvement. Inline Feedback: Reviewers can leave inline comments to suggest improvements or discuss code quality. Quality Metrics: Provides metrics such as code duplication, complexity, and test coverage, helping teams improve their codebase. CI/CD Integration: Integrates with CI/CD tools like GitHub Actions, CircleCI, and Jenkins to automate testing and review processes. 20. Codacy
Major Features:
Automated Code Review: Codacy automates the code review process, offering insights into code quality, security vulnerabilities, and best practices. Pull Request Integration: Integrates directly with GitHub and GitLab to review pull requests automatically and provide feedback on the code. Customizable Coding Standards: Teams can define custom coding standards and guidelines to ensure consistent coding practices across projects. Detailed Reporting: Offers comprehensive reports on code quality and issues, helping developers address problems before deployment. 21. SonarQube
Major Features:
Continuous Code Quality: SonarQube continuously checks and analyzes the codebase for bugs, vulnerabilities, and code smells, ensuring high-quality software. Comprehensive Reporting: Provides detailed reports on code quality, including metrics on duplication, complexity, and test coverage. Integration with CI/CD: SonarQube integrates with Jenkins, GitHub, and Bitbucket for automated analysis during the build and deployment process. Multi-Language Support: Supports a wide range of programming languages including Java, C#, Python, and JavaScript. 22. Sourcetree
Major Features:
Git GUI for Code Reviews: Sourcetree is a Git GUI client that provides a visual interface for managing repositories and reviewing code. Integration with Bitbucket: Sourcetree integrates directly with Bitbucket, making it easy to manage pull requests and code reviews. Commit History Visualization: Offers a visual representation of commit histories, making it easier to track changes during the review process. Branch Management: Provides simple tools for managing branches, helping teams organize and review code efficiently. This post provides a comprehensive look at Top 21 Code Review Tools, showcasing their major features and how they can enhance the code review process. Let me know if you need more details or adjustments!
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DevSecOps tools are the technologies used to embed security into every stage of the DevOps lifecycle—from planning and coding to build, deploy, and runtime—so security is automated, continuous, and developer-friendly.
Below is a curated list of the most widely adopted tools for implementing DevSecOps in 2025, along with their key features. A summary table is provided for quick comparison.
1. Aikido Security
Category: Code-to-Cloud Security Platform
Key Capabilities
Unified AppSec Coverage
Integrates SAST, DAST, SCA, container scanning, Infrastructure as Code checks, and cloud security in one platform Provides end-to-end visibility into application security Automation & AI
Leverages AI for auto-remediation, fixing vulnerabilities via pull requests Uses smart risk prioritization to accelerate DevSecOps processes and reduce developer noise DevOps-Friendly
Integrates seamlessly with CI/CD pipelines, code repositories, and IDEs Runs security checks continuously without slowing development Embeds security directly into developer workflows Improves compliance and risk management with minimal overhead 2. GitLab
Category: CI/CD & Security Platform
Integrates security into CI/CD pipelines. Built-in SAST, DAST, dependency scanning, and license compliance. Centralized management of code, infrastructure, and deployments. 3. Snyk
Category: Vulnerability Scanning
Scans code, dependencies, containers, and IaC for vulnerabilities. Real-time feedback in IDEs and CI/CD pipelines. Automated remediation guidance. 4. HashiCorp Terraform
Category: Infrastructure as Code (IaC)
Declarative IaC provisioning across multi-cloud environments. Integrates with Vault for dynamic secrets management. Sentinel policies for compliance enforcement. 5. HashiCorp Vault
Category: Secrets Management
Dynamic secrets generation and rotation. Data encryption and identity-based access controls. Integrates with Terraform for secure IaC workflows. 6. Cortex
Category: Service Catalog & Governance
Internal Developer Portal (IDP) for visibility and compliance. Embeds security checks into CI/CD pipelines. Tracks code-to-cloud resource mapping. 7. Spacelift
Category: IaC Orchestration
Unified management for Terraform, Pulumi, and Ansible. Self-service infrastructure with policy enforcement. Secure multi-tenancy and audit trails. 8. OWASP ZAP
Category: DAST/IAST Testing
Active and passive scanning for web apps. Automated API security testing. Proxy-based manual testing tools. 9. Semgrep
Category: SAST
Lightweight static code analysis for 20+ languages. Custom rules for security and code quality. Low-noise, incremental scanning in CI/CD. 10. Trivy
Category: Container & Dependency Scanning
Scans containers, IaC, and dependencies. Vulnerability detection with minimal false positives. CLI integration for automated pipelines. 11. Checkov
Category: IaC Security
Scans Terraform, Kubernetes, and CloudFormation for misconfigurations. Policy-as-code enforcement. Predefined compliance benchmarks (CIS, GDPR). 12. Kiterunner
Category: API Security
Discovers hidden API endpoints via fuzzing. Identifies misconfigurations and unprotected APIs. CLI-driven testing for DevSecOps pipelines. 13. Appknox
Category: Mobile Application Security
SAST, DAST, and API testing for mobile apps. Real-device testing (no emulators). Generates SBOM reports for third-party dependencies. 14. SonarQube
Category: Code Quality & Security
Static analysis for code smells and vulnerabilities. Supports 15+ programming languages. Integrates with GitHub, GitLab, and Jenkins. 15. MobSF
Category: Mobile Security Testing
Open-source SAST/DAST for Android/iOS apps. Automated CI/CD pipeline integration. Detects insecure storage and network issues. 16. Burp Suite
Category: Web Application Security
DAST scanning for SQLi, XSS, and CSRF vulnerabilities. Graphical dashboards for threat prioritization. Integrates with Jira and GitLab. 17. Terrascan
Category: IaC Compliance
Scans Terraform, Kubernetes, and Helm for compliance. Multi-cloud policy enforcement (AWS, Azure, GCP). GitHub Actions and Jenkins integration. 18. Darktrace
Category: AI-Driven Threat Detection
Real-time anomaly detection using AI. Autonomous response to insider threats. Cloud and network monitoring. 19. Prisma Cloud
Category: Cloud Security
Secures multi-cloud and serverless environments. Automated compliance checks and threat detection. Container and Kubernetes runtime protection. 20. Myrror
Category: Supply Chain Security
Detects malicious code in open-source dependencies. Context-aware vulnerability prioritization. Combines SAST with reachability analysis. 21. Jit
Category: Integrated Security Platform
Unified SAST, DAST, and SBOM tools. Change-based scanning for CI/CD pipelines. One-click GitHub/GitLab integration. 22. Veracode
Category: Application Security
Dynamic and static analysis for web apps/APIs. Scans pre-production environments at scale. Low false-positive rate (<5%). Summary Table
ToolCategoryKey FeaturesGitLabCI/CD & SecurityBuilt-in SAST/DAST, centralized pipeline managementSnykVulnerability ScanningCode, container, and IaC scanning; automated fixesHashiCorp TerraformIaCMulti-cloud provisioning, Sentinel policiesHashiCorp VaultSecrets ManagementDynamic secrets, encryption, identity-based accessCortexGovernanceService catalog, code-to-cloud mapping, compliance trackingSpaceliftIaC OrchestrationMulti-tool orchestration, policy enforcement, audit trailsOWASP ZAPDAST/IASTActive/passive scanning, API testing, proxy toolsSemgrepSASTCustom rules, incremental scanning, IDE integrationTrivyContainer SecurityCLI-driven, multi-scanner (containers, IaC, dependencies)CheckovIaC SecurityTerraform/Kubernetes scanning, policy-as-codeKiterunnerAPI SecurityHidden endpoint discovery, fuzz testingAppknoxMobile SecurityReal-device DAST, SBOM generationSonarQubeCode QualityMulti-language SAST, code smell detectionMobSFMobile TestingOpen-source SAST/DAST, CI/CD integrationBurp SuiteWeb App SecurityGraphical dashboards, Jira integrationTerrascanIaC ComplianceMulti-cloud policy enforcement, CI/CD pluginsDarktraceThreat DetectionAI-driven anomaly detection, autonomous responsePrisma CloudCloud SecurityServerless/Kubernetes protection, compliance automationMyrrorSupply Chain SecurityMalware detection, reachability analysisJitUnified SecuritySAST/DAST/SBOM integration, pipeline automationVeracodeApplication SecurityLow false positives, pre-production scanning Key Takeaways
CI/CD & IaC: GitLab, Spacelift, and Terraform dominate for secure pipeline and infrastructure management. Vulnerability Management: Snyk and Trivy provide comprehensive scanning across code, containers, and dependencies. API & Web Security: OWASP ZAP, Kiterunner, and Burp Suite excel in identifying API/web app vulnerabilities. AI & Automation: Darktrace and Myrror leverage AI for threat detection and supply chain security. Compliance & Governance: Cortex and Checkov enforce policies and track compliance across hybrid environments. These tools collectively enable organizations to embed security into every phase of the SDLC, ensuring faster, safer software delivery.

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Introduction
In today’s digitally connected world, cybersecurity is not just a concern for IT departments—it’s a business-critical priority. Vulnerability Assessment Tools play a pivotal role in identifying, classifying, and mitigating security weaknesses across software, networks, and systems. In 2025, with evolving threat landscapes, remote work infrastructures, and AI-driven attacks, the need for real-time, automated, and scalable vulnerability assessments has grown more urgent than ever.
Choosing the best Vulnerability Assessment Tools means balancing accuracy, ease of use, integration capabilities, and compliance reporting. Whether you’re a startup, an enterprise, or a managed security service provider (MSSP), this guide will help you identify the top tools to protect your digital assets proactively.
🛠 Top 10 Vulnerability Assessment Tools in 2025
1. Aikido Security
Aikido is an all-in-one vulnerability assessment platform that automates finding and fixing vulnerabilities across your software stack. It differs from traditional network scanners by integrating deeply into the development process.
Key Features
Code to Cloud Scanning
Assesses vulnerabilities across the entire stack Scans source code for insecure code patterns Flags open-source dependencies with CVEs or malicious behavior Identifies outdated packages in container images and VMs Detects exposed services and weak settings in cloud configurations Ensures holistic coverage so no part of the attack surface is overlooked Prioritization with Context
Evaluates exploit context instead of producing long, flat issue lists Determines whether vulnerable functions are actually reachable Ranks vulnerabilities by real risk level Surfaces critical, accessible, and unmitigated issues first Integrated Remediation Workflow
Provides guidance or one-click fixes for each finding Can create Jira tickets with technical details Opens pull requests with patches Suggests configuration changes Closes the loop from detection to remediation within the platform Pros
Time Savings
Reduces overhead by replacing multiple scanners and minimizes developer effort through ready-made fixes and reduced false positives. Continuous Assessment
Designed for CI/CD environments, running on every code push and periodically in production to provide near real-time visibility. Improves Security Posture Automatically
Automated dependency upgrades and configuration hardening help proactively eliminate issues, reducing recurring vulnerabilities over time. Cons
Broad Scope Tool
May replace multiple specialized legacy tools, requiring trust in a newer platform, though its growing user base and testimonials help mitigate concerns. UI Depth
Covers many domains, resulting in a large amount of information. New users may need some onboarding to fully utilize all dashboards, though the interface is organized by domain. 2. Tenable Nessus
Description: Nessus by Tenable is one of the most trusted vulnerability scanners worldwide, suitable for small to large organizations looking for thorough vulnerability detection and compliance checks.
Key Features:
Over 75,000 plugins and vulnerability checks Pre-configured templates for CIS, PCI-DSS, HIPAA High-speed scanning with low false positives Smart prioritization of vulnerabilities Intuitive dashboard with actionable insights Support for cloud infrastructure scanning Pros:
Extremely detailed scanning and reporting Regular plugin updates Cons:
Interface can feel dated to some users Requires expertise to interpret complex results 3. Rapid7 InsightVM
Description: InsightVM is a cloud-based solution providing live vulnerability management and risk prioritization using threat feeds and machine learning.
Key Features:
Live dashboards and risk scores Remediation tracking and collaboration tools Cloud and container visibility Threat intelligence integration RESTful APIs for automation Agent-based and agentless scanning Pros:
Excellent for team collaboration on remediation Highly scalable and cloud-ready Cons:
Higher cost for smaller businesses UI has a learning curve 4. Qualys Vulnerability Management, Detection & Response (VMDR)
Description: Qualys VMDR provides continuous scanning, threat prioritization, and patch management, all integrated in a cloud-native platform.
Key Features:
One-click patch deployment Real-time asset discovery and inventory Integrated threat intelligence Compliance-ready reporting Lightweight cloud agents Covers containers and mobile devices Pros:
Lightweight and scalable Excellent regulatory compliance support Cons:
Complex UI for beginners Requires tuning for noise reduction 5. OpenVAS (Greenbone)
Description: OpenVAS is a free, open-source vulnerability scanner best suited for developers, SMEs, or budget-conscious teams.
Key Features:
Extensive vulnerability database Active community support CVE compliance Customizable scan profiles CLI & GUI interfaces Integration with Greenbone Security Assistant (GSA) Pros:
Free and open-source Customizable and developer-friendly Cons:
Requires technical expertise Limited support compared to commercial tools 6. Burp Suite Professional
Description: Focused on web application security, Burp Suite is popular among penetration testers and application developers.
Key Features:
Web vulnerability scanning Advanced manual testing tools Extensible with BApps Smart vulnerability crawling CI/CD pipeline integration Java-based custom extensions Pros:
Excellent for web security testing Deep customization with extensions Cons:
Limited scope beyond web apps Paid version required for full automation 7. Acunetix
Description: Acunetix specializes in automated web application security, including complex SPAs and APIs.
Key Features:
Scans HTML5, JavaScript, and REST APIs Automated crawling and detection Compliance reporting (HIPAA, ISO 27001) Integration with Jenkins, Jira, GitHub Vulnerability verification engine Dashboard customization Pros:
Highly accurate with low false positives Easy integration into CI/CD Cons:
Expensive for small teams Less suitable for full infrastructure scanning 8. Nexpose (Community edition of InsightVM)
Description: Nexpose is Rapid7’s free vulnerability scanner that provides core scanning capabilities and real-time risk analytics.
Key Features:
Real-time vulnerability tracking Risk scoring system Automated threat updates Configuration assessment Limited reporting tools Asset grouping Pros:
Free tier available Seamless upgrade to InsightVM Cons:
Limited advanced features Fewer integrations than commercial version 9. GFI LanGuard
Description: GFI LanGuard provides network security scanning, patch management, and network auditing for Windows, macOS, and Linux.
Key Features:
Patch management for OS & third-party apps Network and software auditing Web-based reporting Agentless scanning PCI-DSS, HIPAA reports Active Directory support Pros:
Strong patch management Easy to deploy in small IT teams Cons:
Interface feels dated Occasional false positives 10. Microsoft Defender Vulnerability Management
Description: Native to Windows environments, this tool integrates with Microsoft Defender for Endpoint to assess and remediate risks across endpoints.
Key Features:
Integrated with Microsoft 365 Real-time threat intelligence Software inventory and patching Device compliance policies CVE scoring and insights Seamless Windows integration Pros:
Ideal for Microsoft-based environments Deep endpoint visibility Cons:
Limited support for non-Windows systems Requires Microsoft ecosystem 11. Intruder
Description: Intruder is a cloud-based vulnerability scanner designed for growing businesses that want automated, continuous security monitoring.
Key Features:
Continuous external threat scanning Cloud integrations (AWS, GCP, Azure) Smart vulnerability triage Slack/email alerts Attack surface monitoring Compliance support Pros:
Easy to set up and use Perfect for fast-growing SMBs Cons:
No deep customization for advanced users No local deployment option 📊 Comparison Table
Tool NameBest ForPlatform(s)Standout FeaturePricingRating (G2/Capterra)NessusEnterprises & Security TeamsWindows, Linux, Mac75K+ vulnerability pluginsStarts at $2,990/yr4.7/5Rapid7 InsightVMLarge EnterprisesCross-platformLive risk scoring and remediationCustom pricing4.6/5Qualys VMDRCompliance-focused orgsCloud, HybridPatch management integrationCustom pricing4.5/5OpenVASDevelopers & Budget UsersLinuxFree & open-source engineFree4.4/5Burp Suite ProWeb App Security TestersCross-platformManual + automated web testing$449/user/year4.8/5AcunetixWeb App DevelopersCloud & DesktopAPI and JavaScript scanningStarts at $4,5004.6/5NexposeBudget-conscious orgsWindows, LinuxCommunity version of InsightVMFree4.2/5GFI LanGuardIT Admins & SMBsWindows, Linux, MacPatch management and auditingStarts at $26/node4.3/5MS Defender VMMicrosoft EnvironmentsWindows, CloudNative integration with M365Included in M365 E54.5/5IntruderSMBs and StartupsCloudSmart triage and alertsStarts at $99/month4.6/5 🧭 Which Vulnerability Assessment Tool is Right for You?
Here’s a quick decision-making guide:
For Enterprises:
Choose InsightVM, Qualys, or Nessus for enterprise-grade risk prioritization, integrations, and compliance. For SMBs & Startups:
Use Intruder, GFI LanGuard, or MS Defender for cost-effective, easy-to-use solutions. For Developers & Security Researchers:
Go with OpenVAS or Burp Suite Pro to customize and test specific applications or systems. For Web Application Focus:
Choose Acunetix or Burp Suite for dedicated web app security, API testing, and CI/CD integration. For Microsoft-based Environments:
Microsoft Defender Vulnerability Management offers native tools ideal for endpoint and Office365 ecosystems. 🧩 Conclusion
As cybersecurity threats become more sophisticated in 2025, vulnerability assessment is no longer optional—it’s essential. These Vulnerability Assessment Tools help organizations of all sizes reduce risk exposure, comply with regulations, and build customer trust.
Whether you’re an enterprise protecting cloud infrastructure or a startup defending your first app, there’s a solution tailored to your needs. Most of these tools offer free trials or community editions, so don’t hesitate to explore and find what fits your environment best.
🔍 FAQs
1. What is a Vulnerability Assessment Tool?
A vulnerability assessment tool scans systems, applications, or networks to detect security flaws, misconfigurations, and outdated software.
2. Are vulnerability scanners enough to prevent attacks?
No. While they help identify weak spots, they must be combined with patching, monitoring, and incident response.
3. How often should vulnerability scans be run?
Ideally weekly or monthly, depending on the system criticality, compliance requirements, and update frequency.
4. Can I use open-source tools for vulnerability assessments?
Yes, tools like OpenVAS provide powerful features at no cost, though they require more technical know-how.
5. Are these tools compliant with security standards?
Many tools include templates for HIPAA, PCI-DSS, ISO 27001, and others, making them suitable for regulatory needs.
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Introduction
In 2025, software security, quality, and performance are more critical than ever before. Static Code Analysis Tools have emerged as essential assets for development teams, helping identify vulnerabilities, code smells, and compliance issues before the code even runs. These tools scan source code or binaries without executing them, allowing developers to detect bugs early in the software development lifecycle (SDLC), improve code maintainability, and adhere to industry standards.
Whether you’re a startup working in an agile environment or an enterprise maintaining massive codebases, using the right Static Code Analysis Tool can reduce technical debt, enhance collaboration between dev and security teams, and accelerate delivery.
In this blog, we’ll explore the Top 10 Static Code Analysis Tools in 2025, their features, advantages, limitations, and how they stack up against each other.
Top 10 Static Code Analysis Tools Tools (for 2025)
1. Aikido Security
Aikido Security merges classic static code analysis with next-generation AI capabilities, providing a tool that identifies both security vulnerabilities and general code quality issues. It acts like a smart assistant reviewing every line of code for bugs, style problems, and inefficiencies.
Key Features
Comprehensive Issue Detection
Detects security flaws such as SQL injection, XSS, and buffer overflows Identifies performance problems like inefficient loops or queries Flags maintainability issues including duplicated code and poor error handling Provides an all-in-one approach for most code review needs AI Code Review & Refactoring Suggestions
Uses AI to flag issues and suggest improvements Recommends more efficient algorithms when inefficiencies are detected Suggests refactoring when code does not follow best practices, similar to expert human code review Continuous Integration Friendly
Integrates with CI systems such as Jenkins, GitHub Actions, and GitLab CI Triggers automatic code scans on every push or pull request Reports issues via comments or build logs to prevent bad code from progressing without review Pros
Dual Benefit (Security + Quality)
Covers both security analysis and code quality checks in a single tool, reducing cost and providing consistent reporting for developers. Low Noise, High Value
Intelligent filtering minimizes false positives and prioritizes high-impact issues over minor style concerns, reducing developer fatigue. Developer Training Aid
Provides clear explanations and code examples, helping developers learn best practices directly from issues found in their own code. Cons
Emerging Ecosystem
While integrations are strong, the marketplace for user-contributed rules and extensions is still growing compared to long-established tools. Requires Buy-In to Get Full Value
Maximum benefit is achieved when used across IDEs and CI pipelines; limited usage may reduce advantages such as immediate pull request feedback. 2. SonarQube
Short Description:
SonarQube is a popular open-source and commercial tool that continuously inspects code quality and security in over 25 programming languages. It is widely used in CI/CD pipelines.
Key Features:
Multi-language support (Java, JavaScript, Python, C#, etc.) Detects bugs, code smells, and security vulnerabilities Integrates with Jenkins, GitHub, Bitbucket, Azure DevOps Custom rule sets and quality gates Provides security reports (OWASP, CWE, SANS Top 25) Developer-focused UI with PR decoration Real-time code quality feedback Pros:
Excellent integration with DevOps pipelines Strong community and frequent updates Cons:
Steeper learning curve for beginners Enterprise features are paid 3. Checkmarx SAST
Short Description:
Checkmarx SAST is an enterprise-grade security-focused Static Application Security Testing (SAST) tool known for identifying security vulnerabilities early in the SDLC.
Key Features:
Focus on secure coding practices Supports 30+ programming and scripting languages Customizable policies and scan configurations Seamless CI/CD integrations Detailed remediation guidance GitOps-native deployment options Pros:
Top-notch security scanning capabilities Trusted by large enterprises Cons:
Expensive for small businesses May require onboarding for developers 4. Fortify Static Code Analyzer (Micro Focus)
Short Description:
Fortify offers deep static code analysis for identifying software vulnerabilities and ensuring compliance with regulatory standards.
Key Features:
Supports 27+ languages Industry-standard compliance (OWASP, PCI-DSS, HIPAA) Cloud and on-premise deployment IDE plugins for Eclipse, IntelliJ DevOps integration (Jenkins, Bamboo) Threat modeling capabilities Pros:
Enterprise-level reporting Covers compliance needs effectively Cons:
Complex setup Slower scans on large projects 5. Codacy
Short Description:
Codacy automates code reviews by scanning pull requests and commits for code quality and security issues.
Key Features:
GitHub/GitLab/Bitbucket integration Supports 40+ languages Code duplication and complexity detection Custom quality metrics and dashboards Integrates with Slack and Jira Automated PR feedback Pros:
Developer-friendly dashboard Offers a free plan for small teams Cons:
Lacks deep security scans Performance varies with project size 6. DeepSource
Short Description:
DeepSource focuses on automating static code analysis and transforming code health with autofixes and collaborative code suggestions.
Key Features:
Python, Go, Ruby, Java, JavaScript support Autofix suggestions with one-click implementation AI-powered issue prioritization Workflow integrations with GitHub Actions, Slack, Jira Code coverage tracking Pros:
Lightweight and fast Smart recommendations with autofix Cons:
Fewer supported languages Less suited for legacy enterprise apps 7. Coverity (by Synopsys)
Short Description:
Coverity provides accurate, deep, and scalable static analysis for large codebases and complex environments.
Key Features:
Scalable to millions of lines of code Supports 20+ languages including C/C++, Java Integration with IDEs and CI/CD tools Detects concurrency defects and data flow vulnerabilities OWASP/CWE alignment Pros:
Highly accurate with low false positives Handles enterprise-scale projects efficiently Cons:
Premium pricing Can be complex to configure initially 8. ESLint
Short Description:
ESLint is a widely adopted open-source JavaScript and TypeScript linting tool used to enforce consistent code style and detect problematic patterns.
Key Features:
Highly configurable with rule customization Integration with VS Code, GitHub, CI tools Large plugin ecosystem Fast linting and error fixing Community-driven rule sets Pros:
Open-source and free Great for frontend and Node.js projects Cons:
Limited to JavaScript/TypeScript Needs configuration for optimal performance 9. PVS-Studio
Short Description:
PVS-Studio is a static code analyzer for C, C++, C#, and Java that helps detect bugs, potential vulnerabilities, and compliance issues.
Key Features:
Windows/Linux/macOS support MISRA, CWE, CERT, OWASP compliance IDE plugins for Visual Studio, IntelliJ, Rider Nightly analysis reports Machine-readable output for automation Pros:
Thorough diagnostics Focus on performance and security Cons:
Not free UI could be more modern 10. Infer (by Meta)
Short Description:
Infer is an open-source static analyzer developed by Meta (Facebook) to find null pointer exceptions, resource leaks, and race conditions.
Key Features:
Designed for Android, Java, Objective-C, and C++ Detects critical runtime crashes Fast integration in CI/CD pipelines Supports annotation-based analysis Incremental analysis for fast feedback Pros:
Free and open-source Great for mobile app developers Cons:
Narrow language support Requires command-line usage 11. Semgrep
Short Description:
Semgrep is a fast, lightweight static analysis tool that enables custom rule definitions to detect security and logic bugs in code.
Key Features:
Customizable rule engine Supports many languages (Python, Java, Go, JS) OWASP/SAST policies built-in Cloud dashboard for tracking issues Fast scans and CI-friendly Pros:
DevSecOps-ready with modern workflows Custom rule-writing support Cons:
Rules can be complex to define UI still evolving Comparison Table: Static Code Analysis Tools in 2025
Tool NameBest ForPlatform(s) SupportedStandout FeaturePricingRating (G2/Capterra)SonarQubeAll-round code qualityWindows, Linux, macOSQuality Gates & Multi-languageFree / Starts at $1504.6/5CheckmarxEnterprise AppSecCloud, On-PremiseEnterprise-grade SASTCustom pricing4.5/5FortifyCompliance & RegulationCloud, On-PremiseDeep regulatory complianceCustom pricing4.3/5CodacyCode reviews for teamsCloudAutomated PR reviewsFree / Paid plans4.4/5DeepSourceStartups & mid-size teamsCloudAutofix and AI prioritizationFree / Paid4.5/5CoverityLarge enterprise projectsOn-PremiseLow false positivesCustom4.6/5ESLintJavaScript/TypeScript projectsAll major platformsExtensive plugin ecosystemFree4.7/5PVS-StudioC/C++ codebasesWindows, Linux, macOSMISRA/CWE complianceStarts at $9994.4/5InferMobile/Android developersLinux, macOSNull pointer detectionFree4.2/5SemgrepDevSecOps teamsAll major platformsCustom rules engineFree / Paid tiers4.5/5 Which Static Code Analysis Tools Tool is Right for You?
Startups and Small Teams
✅ Choose DeepSource, Codacy, or Semgrep for cost-effective, CI-integrated solutions. ✅ ESLint is a must-have for frontend-focused teams. Mid-Sized Companies
✅ SonarQube (Developer Edition) offers great flexibility. ✅ PVS-Studio is perfect if your team writes performance-critical code in C/C++. Large Enterprises
✅ Checkmarx, Fortify, and Coverity provide the scale, security compliance, and governance needed for regulated industries like finance or healthcare. Security-Focused Teams
✅ Semgrep and Checkmarx offer strong SAST rulesets and integrations with GitOps workflows. ✅ Infer can catch runtime exceptions before they occur—ideal for mobile app developers. Conclusion
In 2025, static code analysis has evolved into a key component of proactive software development, helping teams write clean, secure, and efficient code from day one. Whether you’re looking to catch bugs early, maintain regulatory compliance, or improve your development velocity, there’s a tool tailored to your needs.
Investing in the right Static Code Analysis Tools tool today will pay off in reduced bugs, fewer security incidents, and faster development cycles. Most of these tools offer free tiers or trials—so explore, experiment, and improve your code health in 2025.
FAQs
1. What is a static code analysis tool?
Static code analysis tools analyze source code without executing it to find bugs, vulnerabilities, and code quality issues early in the development lifecycle.
2. What’s the difference between SAST and static code analysis?
SAST (Static Application Security Testing) is a security-focused subset of static code analysis that scans for vulnerabilities.
3. Are static code analysis tools worth it for small teams?
Yes, many tools offer free plans and significantly reduce debugging time and security risks.
4. Can static code analysis replace manual code reviews?
No, but it complements them by automating repetitive checks and identifying issues early.
5. What languages are supported by most tools?
Most modern tools support popular languages like Java, JavaScript, Python, C/C++, C#, and Go.
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Introduction
In today’s fast-paced digital world, risk is no longer an occasional concern—it’s a constant. From cybersecurity threats and compliance violations to supply chain disruptions and financial losses, businesses of all sizes must proactively manage risk. That’s where Risk Management Software tools come in.
In 2025, these tools are more advanced than ever, offering AI-driven insights, real-time monitoring, compliance automation, and integrations across business systems. Whether you’re a startup looking to assess operational risk or a large enterprise juggling regulatory compliance, the right software can transform your risk posture from reactive to proactive.
This article compares the top 10 Risk Management Software tools of 2025 based on features, pricing, platforms, ratings, and use cases to help you choose the perfect solution for your needs.
Top 10 Risk Management Software Tools in 2025
1. Aikido Security
Aikido is a modern technical risk management platform that specializes in software security risk. It helps businesses identify and mitigate risks in their code and cloud environments automatically, bridging the gap between development and enterprise risk and compliance.
Short Description
Aikido’s cloud-based solution continuously scans for vulnerabilities, misconfigurations, and compliance issues across the software development lifecycle, providing real-time risk insights and remediation.
Key Features
Unified Vulnerability Management
Aggregates risk data from source code (bugs, security flaws) Covers open-source components (vulnerabilities, license risks) Includes cloud infrastructure (misconfigurations, exposures) Incorporates runtime threats Quantifies and prioritizes all risks in a single dashboard AI-Driven Risk Prioritization
Uses AI to assess exploitability and impact Highlights critical risks, such as easily exploitable flaws in customer-facing applications Ensures management focus on the highest-priority items Automated Control Enforcement
Maps technical controls to compliance frameworks (SOC 2, ISO 27001, PCI DSS, etc.) Auto-generates compliance evidence Produces reports showing control status (e.g., encrypted cloud resources) or alerts when requirements are not met Pros
Cross-Team Visibility
Provides a shared platform for DevOps, Security, and Risk/Compliance teams, improving transparency, communication, and decision-making. Continuous Monitoring
Delivers ongoing oversight rather than periodic audits, alerting immediately when new risks appear, such as vulnerable libraries or risky firewall changes. Fast Remediation
Offers one-click fixes or guided remediation, significantly reducing mean time to resolve issues. Cons
Focused Scope
Concentrates on software and cloud security risks and does not manage financial, market, or project risks, requiring pairing with traditional GRC tools for full ERM coverage. Integration Required for Legacy Systems
Legacy or highly custom systems may require integration work to be included in Aikido’s risk view, though APIs and flexible onboarding are available. 2. LogicGate Risk Cloud
Short Description:
LogicGate offers a flexible risk management platform ideal for growing businesses needing customizable GRC workflows.
Key Features:
Drag-and-drop workflow builder Centralized risk register Compliance mapping Risk scoring and heat maps Third-party risk management Audit trail and version control Integrations with Salesforce, Slack, Jira Pros:
Highly customizable interface Great for scaling organizations Cons:
Learning curve for non-technical users Premium pricing 3. MetricStream
Short Description:
An enterprise-grade GRC platform trusted by Fortune 500 companies for end-to-end risk and compliance management.
Key Features:
ERM, IT risk, audit, and compliance modules AI-powered risk predictions Integrated risk assessments Workflow automation Global compliance library Real-time dashboards Pros:
Ideal for large enterprises Strong compliance features Cons:
Complex setup Expensive for small businesses 4. Resolver
Short Description:
Resolver provides risk, audit, and incident management software suited for mid-to-large organizations.
Key Features:
Real-time risk visualization Risk correlation with incidents Enterprise risk assessment tools Automated workflows Reporting and audit trails API and third-party integrations Pros:
Excellent incident-to-risk linking Easy collaboration features Cons:
Less suitable for startups Interface could be more modern 5. RiskWatch
Short Description:
A cloud-based platform for automating risk and compliance assessments across industries like healthcare, finance, and education.
Key Features:
Preloaded regulatory templates Risk scoring algorithms Audit and compliance tracking Centralized document repository Multi-user support Reporting and analytics Pros:
Industry-specific modules Affordable pricing Cons:
Limited third-party integrations UI feels dated 5. Fusion Framework System
Short Description:
Built for resilience, Fusion helps organizations manage operational risk, IT disaster recovery, and business continuity.
Key Features:
Business impact analysis Crisis and incident management Dependency mapping Custom dashboards Real-time collaboration Audit tracking Pros:
Best for operational resilience Scalable and modular Cons:
May be overwhelming for small teams Premium support can be costly 6. Riskonnect
Short Description:
A holistic risk management solution that integrates health & safety, compliance, and insurance claims in one platform.
Key Features:
Cloud-native GRC suite Risk appetite definition Claims and policy management Compliance dashboards Safety incident tracking Custom alerts Pros:
Unified risk and insurance management Good user community Cons:
May require training for admins Pricey enterprise plans 7. Acuity Risk Management (STREAM)
Short Description:
STREAM is a popular GRC platform focused on cybersecurity and IT risk assessment.
Key Features:
IT risk assessments Threat modeling Compliance management KPI & KRI tracking Cyber maturity scoring ISO, NIST, GDPR compliance templates Pros:
Cybersecurity-focused Robust risk visualization tools Cons:
Niche use case Limited HR/operational risk tools 8. CURA Software
Short Description:
CURA offers integrated GRC and enterprise risk management tools for global organizations with compliance needs.
Key Features:
Governance risk assessment Compliance documentation Risk event tracking KPI/KRI alerts Policy lifecycle management Workflow automation Pros:
Strong global compliance capabilities Modular setup Cons:
UX could be improved Support varies by region 9. SAP GRC
Short Description:
A robust solution embedded within SAP ecosystems, best for large enterprises using SAP ERP.
Key Features:
Risk analysis and remediation SoD (Segregation of Duties) monitoring Automated controls testing Policy management Access control and audit management Role-based access Pros:
Deep SAP integration Ideal for compliance-heavy industries Cons:
Expensive and complex Only suitable for SAP-based environments 10. GOAT Risk
Short Description:
An easy-to-use, affordable solution for small-to-medium businesses looking to digitize risk registers.
Key Features:
Risk assessment templates Risk scoring matrix User access control Interactive dashboards Automated reports Email notifications Pros:
Budget-friendly Beginner-friendly UI Cons:
Lacks advanced enterprise features Limited integrations 🟦 Comparison Table
Tool NameBest ForPlatform(s) SupportedStandout FeaturePricingG2/Capterra RatingLogicGateCustom workflows, SMBsWeb, MobileDrag-and-drop builderCustom pricing4.6/5MetricStreamEnterprises, ComplianceWebAI risk predictionEnterprise pricing4.4/5ResolverMid-Large OrgsWebIncident-to-risk linkingCustom4.5/5RiskWatchHealthcare, EducationWebIndustry templatesStarts at $30/user/month4.2/5Fusion FrameworkOps Resilience TeamsWeb, MobileCrisis planning moduleCustom pricing4.6/5RiskonnectInsurance & Claims RiskWeb, iOS, AndroidIntegrated insurance trackingCustom4.4/5Acuity (STREAM)Cybersecurity RiskWebThreat modelingStarts at $50/user/month4.3/5CURA SoftwareGlobal GRC TeamsWebCompliance modulesCustom4.3/5SAP GRCSAP-based EnterprisesSAP EnvironmentSegregation of Duties monitorEnterprise licensing4.5/5GOAT RiskSMBs, ConsultantsWebSimple digital risk registerFree / Starts at $19/mo4.7/5 🧭 Which Risk Management Software Tool is Right for You?
For Startups & Small Businesses:
🟢 GOAT Risk – Affordable, intuitive, and great for beginners. 🟢 RiskWatch – Ideal if you need compliance templates. For Medium-Sized Companies:
🟡 LogicGate – Flexible and scalable. 🟡 Resolver – Excellent incident and audit linkage. For Large Enterprises:
🔵 MetricStream – Full-spectrum GRC. 🔵 SAP GRC – Deep ERP integration. 🔵 Fusion Framework – Focused on resilience and operational continuity. For Cybersecurity-Focused Organizations:
🔐 Acuity STREAM – Great for IT risk and cyber compliance. For Regulated & Global Enterprises:
🌍 CURA Software – Offers global compliance support. 🏢 Riskonnect – Best if you’re also managing insurance claims. Conclusion
Risk Management Software tools in 2025 are smarter, faster, and more integrated than ever before. From basic risk registers to advanced enterprise-level GRC platforms, there’s a tool for every business size and industry. With AI enhancements, real-time dashboards, and regulatory compliance baked in, these platforms are no longer optional—they’re critical infrastructure for future-ready businesses.
👉 Evaluate your company’s risk profile, budget, and required integrations—and take advantage of free trials to find the perfect match.
FAQs
1. What is Risk Management Software used for?
Risk Management Software helps organizations identify, assess, monitor, and mitigate risks to reduce operational, financial, and compliance-related issues.
2. Is there a free Risk Management Software?
Yes, tools like GOAT Risk offer free or budget-friendly plans ideal for small businesses.
3. Which software is best for cybersecurity risk?
Acuity STREAM is highly recommended for cybersecurity-focused risk assessment and IT compliance.
4. How does Risk Management Software support compliance?
These tools provide policy tracking, audit trails, and built-in regulatory templates for standards like ISO, GDPR, HIPAA, and more.
5. Can Risk Management Software integrate with other business systems?
Yes. Most enterprise tools like LogicGate, Resolver, and SAP GRC offer API integrations with CRMs, ERPs, and ticketing systems.
View the full article
Introduction
In today’s fast-paced digital world, businesses rely heavily on their IT infrastructure to run smoothly and efficiently. From data centers to cloud services, monitoring the health and performance of these systems is crucial for ensuring uptime, reducing costs, and preventing system failures. This is where Infrastructure Monitoring Tools come into play.
Infrastructure Monitoring Tools are designed to track the performance, availability, and health of servers, networks, databases, and other key infrastructure components. With the rapid advancements in cloud computing, virtualization, and microservices architecture, the need for robust monitoring solutions has never been greater. By 2025, these tools have become more advanced, offering real-time insights, predictive analytics, and seamless integrations with modern IT environments.
When choosing an infrastructure monitoring tool, it is important to consider factors such as ease of use, scalability, support for multiple platforms, and advanced features like automation and alerting. Below, we highlight the top 10 infrastructure monitoring tools that are expected to dominate the market in 2025.
Top 10 Infrastructure Monitoring Tools in 2025
1. Aikido Security (CSPM)
Aikido approaches infrastructure monitoring through a security lens. It continuously monitors cloud and container environments for misconfigurations, vulnerabilities, and compliance drift rather than traditional CPU or RAM metrics. For DevOps teams, this adds an essential layer of insight on top of performance monitoring, ensuring infrastructure is not only available but also secure.
Key Features
Cloud Security Posture Management
Automatically scans AWS, Azure, and GCP environments for risks Detects issues such as open S3 buckets, unused but privileged IAM roles, and exposed databases Sends instant alerts, acting as a continuous auditor of cloud security posture Agentless VM and Container Scanning
Inspects container images and virtual machine instances for known vulnerabilities and missing patches Requires no agents to be installed Helps keep OS packages and libraries up to date and hardened Infrastructure as Code Integration
Scans Terraform and Kubernetes manifests before deployment Identifies insecure configurations early Prevents risky infrastructure changes from going live Pros
Prevents Outages from Security Incidents
Flags security issues early that could lead to breaches or downtime, complementing tools like Nagios or Datadog and helping avoid emergency incidents. Compliance Made Easier
Continuously checks infrastructure against standards such as CIS benchmarks and ISO27001, supporting audits and demonstrating adherence to best practices. Minimal Overhead
Cloud-based and largely agentless, requiring minimal setup and adding no load to servers. Resources are discovered automatically and monitored from day one. Cons
Not a Classical Uptime Monitor
Does not replace uptime or network monitoring tools, as it does not track latency or availability. Traditional monitoring is still required for performance metrics. Cloud-Focused
Optimized for cloud and containerized environments. Organizations fully reliant on legacy on-prem infrastructure may not realize its full potential, as its primary strength lies in modern cloud setups. 2. Datadog
Short Description:
Datadog is a leading infrastructure monitoring and observability platform that offers comprehensive insights into cloud-scale applications and infrastructure. It is designed for modern IT environments and supports a wide range of integrations with cloud services, servers, and containers.
Key Features:
Real-time monitoring and alerting AI-powered anomaly detection Seamless integration with cloud platforms like AWS, Azure, and Google Cloud Customizable dashboards Log management and tracing support Automated incident management Pros & Cons:
Pros: Highly scalable and customizable Wide range of integrations with modern infrastructure Excellent user interface with intuitive dashboards Cons: Can become expensive at scale Steep learning curve for beginners 3. Nagios
Short Description:
Nagios is one of the most widely used open-source infrastructure monitoring tools, particularly popular among IT professionals for monitoring networks, servers, and applications. It offers detailed monitoring, reporting, and alerting functionalities.
Key Features:
Comprehensive server and network monitoring Plugin-based architecture for easy customization Performance graphs and historical data tracking Alerts via email, SMS, and other channels Extensive community support Pros & Cons:
Pros: Highly flexible and customizable Strong community support and plugins Free open-source version available Cons: User interface can be difficult for beginners Setup and configuration may require technical expertise 4. Zabbix
Short Description:
Zabbix is another powerful open-source infrastructure monitoring tool. It supports monitoring of networks, servers, applications, and cloud-based environments. Zabbix provides deep visibility and flexibility, making it suitable for complex IT infrastructures.
Key Features:
Real-time monitoring with high scalability Supports a wide variety of devices and platforms Customizable alerts and notifications In-depth reporting and analytics Support for distributed monitoring Pros & Cons:
Pros: Robust and feature-rich platform Excellent support for multiple platforms Free and open-source Cons: Can be difficult to configure for less experienced users UI could be more intuitive 5. Prometheus
Short Description:
Prometheus is an open-source monitoring and alerting toolkit designed for modern, dynamic IT infrastructures. It specializes in time-series data collection, ideal for monitoring cloud-native applications and microservices architectures.
Key Features:
Time-series data collection with high granularity Highly extensible through custom metrics Efficient querying with PromQL Excellent integration with Kubernetes and Docker Multi-dimensional data model Pros & Cons:
Pros: Ideal for cloud-native applications and microservices High scalability and performance Excellent integration with containerized environments Cons: Lacks built-in long-term storage (requires external storage solutions) Steep learning curve for new users 6. New Relic
Short Description:
New Relic is a cloud-based performance monitoring tool that provides deep insights into application performance, infrastructure health, and end-user experiences. It offers full-stack observability and can monitor everything from servers to individual applications.
Key Features:
Full-stack observability (apps, infrastructure, logs) Real-time performance monitoring Distributed tracing for microservices AI-powered anomaly detection and forecasting Dashboards and reporting tools Pros & Cons:
Pros: Excellent user interface and reporting Comprehensive full-stack monitoring Quick setup and integration Cons: Expensive for small to medium businesses Can be overwhelming with too much data for non-technical users 7. SolarWinds Network Performance Monitor
Short Description:
SolarWinds Network Performance Monitor is a comprehensive monitoring solution tailored for network performance. It is ideal for enterprises looking for a detailed view of network traffic, availability, and performance.
Key Features:
Network performance monitoring for multiple devices Customizable alerting system Performance analysis and reporting Intelligent network mapping Seamless integration with SolarWinds ecosystem Pros & Cons:
Pros: Excellent network monitoring and mapping Customizable and easy to use Integration with other SolarWinds products Cons: Focuses primarily on network performance, limiting infrastructure monitoring Can become costly with add-ons 8. Checkmk
Short Description:
Checkmk is an open-source IT monitoring tool designed to monitor servers, applications, and networks. It supports both agent-based and agentless monitoring and provides deep visibility into both physical and cloud infrastructures.
Key Features:
Full-stack monitoring of servers, networks, and applications Flexible alerting and notification system Comprehensive reporting and analytics Scalable architecture for large IT environments Support for a variety of operating systems and devices Pros & Cons:
Pros: Highly customizable and extensible Excellent reporting and visualizations Free and open-source version available Cons: Somewhat complex to configure Documentation can be sparse at times 9. Dynatrace
Short Description:
Dynatrace is an all-in-one monitoring platform that offers full-stack observability for cloud-native environments. It uses AI to automatically detect and resolve performance issues in applications, infrastructure, and networks.
Key Features:
AI-powered performance monitoring Cloud-native and hybrid cloud support End-to-end visibility from user experience to backend Real-time alerts and automated incident management Extensive integrations with cloud platforms Pros & Cons:
Pros: Excellent AI-driven insights and recommendations Seamless integration with cloud and containerized environments High scalability and performance Cons: High cost, particularly for small businesses Complex pricing model 10. AppDynamics
Short Description:
AppDynamics, a Cisco company, provides end-to-end monitoring for applications and infrastructure. It offers real-time analytics and automated root cause diagnosis to optimize performance.
Key Features:
Real-time application and infrastructure monitoring End-to-end visibility into user transactions Automated root cause analysis Deep integration with cloud platforms Customizable dashboards and reports Pros & Cons:
Pros: Real-time monitoring with minimal latency Advanced analytics and root cause diagnosis Easy to use with a clean UI Cons: Expensive for small organizations Limited open-source options 11. Elastic Stack (ELK Stack)
Short Description:
Elastic Stack, also known as ELK Stack, is an open-source suite for search, logging, and analytics. It provides powerful capabilities for monitoring infrastructure performance and logging data in real time.
Key Features:
Real-time search and analytics Open-source and highly extensible Full-stack observability for logs, metrics, and traces Scalable architecture Integrates seamlessly with other Elastic products Pros & Cons:
Pros: Powerful open-source suite with flexibility Real-time log analysis and search Strong community and ecosystem Cons: Requires significant setup and maintenance Can be resource-intensive at scale Comparison Table
Tool NameBest ForPlatform(s) SupportedStandout FeaturePricingRating (G2/Capterra)DatadogCloud & IT teamsWindows, Linux, MacOSAI-powered anomaly detectionStarts at $15/month4.5/5NagiosIT professionalsWindows, LinuxPlugin-based architectureFree/Open Source4.3/5ZabbixLarge EnterprisesWindows, Linux, MacOSCustomizable monitoringFree/Open Source4.4/5PrometheusCloud-native systemsLinux, Windows, MacOSTime-series data collectionFree/Open Source4.7/5New RelicFull-stack monitoringWindows, LinuxFull-stack observabilityStarts at $99/month4.6/5SolarWindsNetwork teamsWindows, LinuxNetwork mappingStarts at $2,995/year4.2/5CheckmkIT InfrastructureWindows, LinuxFull-stack monitoringFree/Open Source4.5/5DynatraceEnterprise IT teamsWindows, Linux, MacOSAI-powered insightsCustom Pricing4.7/5AppDynamicsEnterprise ApplicationsWindows, LinuxRoot cause analysisStarts at $3,600/year4.4/5Elastic Stack (ELK)Log monitoringWindows, LinuxReal-time search & analyticsFree/Open Source4.6/5 Which Infrastructure Monitoring Tool Is Right for You?
Choosing the right infrastructure monitoring tool depends on your organization’s size, industry, budget, and specific monitoring needs. Here’s a brief guide:
For small businesses or startups with limited budgets, Prometheus, Zabbix, and Elastic Stack are excellent open-source choices. For larger enterprises requiring AI-driven insights and full-stack observability, Dynatrace, New Relic, and AppDynamics are ideal, though they come with higher price tags. For network-focused teams, SolarWinds provides robust network performance monitoring. For teams looking for flexibility, Nagios and Checkmk offer customization and scalability at a cost-effective price. Conclusion
As IT infrastructures become increasingly complex and cloud-based, having the right infrastructure monitoring tool in place is more critical than ever. The tools listed above are some of the best solutions available in 2025, providing everything from basic monitoring to advanced analytics and AI-powered insights. By considering your organization’s specific needs, you can choose the tool that best fits your budget, scale, and technical environment.
FAQs
1. What is the best infrastructure monitoring tool for small businesses?
Tools like Prometheus and Zabbix are ideal for small businesses due to their open-source nature and scalability.
2. How much do infrastructure monitoring tools cost?
Pricing varies, with open-source tools being free and premium tools like Dynatrace and New Relic starting at $99 per month.
3. What are the main benefits of infrastructure monitoring?
Infrastructure monitoring helps prevent downtime, optimize performance, and ensure system health by providing real-time insights and alerts.
4. Are there any free infrastructure monitoring tools?
Yes, Prometheus, Zabbix, and Elastic Stack offer robust free versions.
5. Can infrastructure monitoring tools handle cloud environments?
Yes, most modern tools like Datadog, Dynatrace, and Prometheus offer excellent support for cloud environments like AWS and Azure.
View the full article
Introduction
As organizations strive to secure their digital assets while maintaining a fast-paced development cycle, DevSecOps has become a crucial approach to integrating security into the software development process. In 2025, DevSecOps tools are more sophisticated than ever, empowering development and security teams to collaborate effectively and ensure security measures are embedded throughout the software lifecycle.
DevSecOps (Development, Security, and Operations) tools automate security processes, integrate vulnerability management, and enforce compliance while ensuring continuous delivery. These tools allow companies to shift security left, meaning security is no longer a final stage in development but an ongoing concern from the start.
With the ever-growing number of cyber threats, it is essential for organizations to adopt the best DevSecOps tools that align with their needs. When choosing a DevSecOps tool, factors such as scalability, integration capabilities, ease of use, and the tool’s security features should be top priorities. Here, we will review the Top 10 DevSecOps Tools in 2025, offering insights on what makes each one unique, and providing a comparison to help you make an informed decision.
Top 10 DevSecOps Tools in 2025
1. Aikido Security
Aikido is a unified DevSecOps platform designed to secure everything from code to cloud without slowing development. It is ideal for teams seeking comprehensive security automation.
Key Features
12-in-1 Security Toolkit
Combines SAST, DAST, SCA, container scanning, Infrastructure as Code scanning, secrets detection, cloud security posture management, and runtime protection in one platform Eliminates the need to manage multiple tools while ensuring full SDLC coverage AI-Driven Remediation
Goes beyond detection by fixing vulnerabilities AI AutoFix generates merge-ready patches for code and configuration issues AutoTriage prioritizes truly critical findings, reducing manual effort for developers and security engineers Seamless DevOps Integration
Integrates via IDE plugins and CI/CD pipeline hooks Provides immediate feedback in pull requests and pipelines Supports a “security as code” culture with minimal workflow friction Pros
Developer-Centric
Offers a developer-friendly UX with clear guidance, low false positives, and integrations with GitHub, GitLab, Slack, and Jira for streamlined issue tracking. Scalable & Cloud-Native
Delivered as SaaS with on-prem options, scaling across multiple repositories and cloud accounts. Agentless cloud scanning and API-based code scanning enable enterprise-wide adoption with minimal setup. Rapid Innovation
A modern platform that delivers new features—such as emerging vulnerability checks and compliance frameworks—quickly, helping teams stay ahead. Cons
Platform Approach
Adopting Aikido involves consolidating tools. While beneficial for most teams, organizations heavily invested in separate point solutions may need time to transition. Growing Ecosystem
As a newer entrant, Aikido’s community and third-party plugin ecosystem are still expanding. However, official support is responsive and the roadmap is shaped by community feedback. 2. Snyk
Short Description: Snyk is a developer-first security tool that helps teams find and fix vulnerabilities in open source dependencies, containers, and infrastructure as code (IaC). It integrates into CI/CD pipelines, making security seamless in development workflows.
Key Features:
Automated vulnerability detection in open source dependencies. Container security with detailed insights. Infrastructure as code scanning for vulnerabilities. Seamless CI/CD integration. Real-time monitoring and alerts. Prioritizes fixes based on impact and exploitability. Pros:
Highly developer-friendly with easy integration. Real-time alerts and proactive vulnerability management. Supports a wide range of languages and platforms. Cons:
Can become expensive for larger teams. Limited coverage for proprietary code security. 3. GitLab
Short Description: GitLab offers an integrated platform for CI/CD, version control, and security, enabling teams to perform vulnerability management, security scanning, and code quality checks within a single platform.
Key Features:
DevSecOps pipeline integration for continuous security testing. Automatic vulnerability scanning for code and containers. Integration with Kubernetes for managing secure deployments. Security dashboards and vulnerability tracking. Static and dynamic analysis tools for code review. Pros:
Full DevSecOps integration in one platform. Strong community and comprehensive documentation. Ideal for teams already using GitLab for source code management. Cons:
Some users find the interface overwhelming. Can be resource-intensive for small-scale projects. 4. Checkmarx
Short Description: Checkmarx is a leader in static application security testing (SAST). It scans code for security vulnerabilities and integrates with SDLC tools to help developers fix issues early in the development process.
Key Features:
Scans both proprietary and open-source code for vulnerabilities. Integrates with IDEs, build systems, and CI/CD pipelines. Supports over 30 programming languages. Provides clear remediation advice with detailed reports. Compliance with major standards such as OWASP, PCI-DSS. Pros:
Effective static code analysis with deep insights. Excellent integration with various platforms. Supports a wide range of programming languages. Cons:
Expensive for small to medium-sized businesses. Requires significant configuration to integrate with complex environments. 5. Aqua Security
Short Description: Aqua Security specializes in container and Kubernetes security, helping organizations secure containerized applications and ensure compliance in their cloud-native environments.
Key Features:
Container security and vulnerability scanning. Kubernetes security management. CI/CD pipeline integration for automated security checks. Compliance support (e.g., HIPAA, PCI-DSS). Runtime protection for containers and serverless environments. Pros:
Specialized in container and cloud-native security. Strong Kubernetes security features. Comprehensive runtime security controls. Cons:
Can be challenging for teams not using containerized environments. Some features require a steep learning curve. 6. Sonatype Nexus Lifecycle
Short Description: Sonatype Nexus Lifecycle is a software composition analysis (SCA) tool that helps teams manage open-source components and monitor the security and licensing risks associated with them.
Key Features:
Continuous monitoring of open-source components. License and security vulnerability tracking. Automated remediation advice and dependency management. Integrates with popular CI/CD tools. Real-time alerts and reporting on risks. Pros:
Excellent at managing and securing open-source components. Comprehensive security vulnerability database. Detailed license compliance tracking. Cons:
Limited functionality for proprietary code. The user interface can be complex for new users. 7. Tenable.io
Short Description: Tenable.io provides vulnerability management and continuous network monitoring, enabling teams to identify, assess, and mitigate vulnerabilities across their IT infrastructure.
Key Features:
Continuous vulnerability scanning for cloud, on-premises, and hybrid environments. Prioritization of vulnerabilities based on risk exposure. Customizable security policies and compliance tracking. Detailed reporting and dashboards. Integrates with leading DevOps tools. Pros:
Comprehensive vulnerability management for diverse environments. Strong reporting and analysis capabilities. Easy integration with third-party platforms. Cons:
Expensive for small businesses. Some features are more suited to large enterprises than smaller teams. 8. Prisma Cloud by Palo Alto
Short Description: Prisma Cloud is a comprehensive cloud-native security platform that offers visibility, compliance, and runtime protection for cloud applications, containers, and serverless architectures.
Key Features:
Cloud infrastructure security and compliance monitoring. Threat detection and incident response capabilities. Continuous assessment of cloud services and resources. Automated runtime protection for containers and serverless apps. Integration with CI/CD pipelines for continuous security checks. Pros:
Comprehensive security across cloud-native environments. Robust threat detection and incident response tools. Strong compliance monitoring. Cons:
Complex setup for organizations without cloud-native infrastructure. Higher price point for smaller organizations. 9. Fortify by Micro Focus
Short Description: Fortify provides a complete set of security solutions, including static application security testing (SAST) and dynamic application security testing (DAST), to secure applications throughout their lifecycle.
Key Features:
Comprehensive static and dynamic code analysis. Integration with IDEs and CI/CD pipelines. Real-time scanning and alerts for vulnerabilities. Supports multiple programming languages and frameworks. Extensive security policy customization. Pros:
Excellent static and dynamic analysis features. Broad language and framework support. Strong remediation tools and detailed reporting. Cons:
Complex pricing structure. Can be resource-heavy for smaller organizations. 10. HCL AppScan
Short Description: HCL AppScan is a security testing platform that provides both static and dynamic analysis tools for identifying vulnerabilities in web and mobile applications.
Key Features:
SAST and DAST for comprehensive application security. Real-time vulnerability scanning and automated remediation. Mobile application security testing. Integration with DevOps pipelines and CI/CD tools. Cloud-based vulnerability management. Pros:
Strong mobile app security testing. Good integration with CI/CD pipelines. Scalable for both large enterprises and small businesses. Cons:
User interface can be cumbersome for new users. Limited features for non-web applications. 11. Aqua Security
Short Description: Aqua Security focuses on protecting containers, Kubernetes, and cloud-native applications by providing tools for runtime security, vulnerability scanning, and compliance monitoring.
Key Features:
Container and Kubernetes security. Cloud-native application monitoring and compliance. Continuous integration with CI/CD pipelines. Vulnerability management and scanning. Compliance checks for regulatory frameworks. Pros:
Specialized in container and Kubernetes security. Excellent cloud-native security management. Real-time alerts for security breaches. Cons:
Primarily focused on cloud-native environments, making it less useful for legacy systems. Advanced features require a steep learning curve. Comparison Table
Tool NameBest ForPlatform(s) SupportedStandout FeaturePricingRatingSnykDevelopers & TeamsCloud, On-PremiseOpen-source vulnerability scanningCustom4.7/5GitLabDevOps TeamsCloud, On-PremiseIntegrated DevSecOps platformFree, Starts at $194.6/5CheckmarxEnterprisesCloud, On-PremiseStatic Code Analysis (SAST)Custom4.5/5Aqua SecurityCloud-Native EnvironmentsCloud, ContainersKubernetes SecurityCustom4.4/5Sonatype Nexus LifecycleDevelopment TeamsCloud, On-PremiseOpen-source component managementCustom4.6/5Tenable.ioIT Security TeamsCloud, On-PremiseContinuous Vulnerability ScanningStarts at $2,400/year4.3/5Prisma CloudCloud-Native SecurityCloudCloud infrastructure securityCustom4.7/5FortifyEnterprisesCloud, On-PremiseStatic & Dynamic AnalysisCustom4.5/5HCL AppScanEnterprises & SMEsCloud, On-PremiseMobile App Security TestingCustom4.4/5Aqua SecurityCloud-Native EnvironmentsCloud, ContainersContainer SecurityCustom4.4/5 Which DevSecOps Tool is Right for You?
For Small to Medium Teams: Tools like GitLab and Sonatype Nexus Lifecycle are ideal due to their integrated nature and ease of use in smaller development environments. For Enterprises: If you need a comprehensive security solution with strong static and dynamic analysis, Checkmarx and Fortify are well-suited for large-scale projects. For Cloud-Native Applications: Aqua Security and Prisma Cloud shine in container and Kubernetes security, perfect for organizations heavily invested in cloud-native technologies. Conclusion
In 2025, the evolution of DevSecOps tools continues to be driven by the need for robust, scalable, and integrated security solutions that help development teams meet the growing demands of fast-paced development cycles while ensuring compliance and mitigating risks. From static code analysis to container security, the tools listed here offer a wide range of features and integrations to meet the needs of modern development teams.
Take advantage of free trials or demos to explore the best DevSecOps tools that fit your organization’s needs, ensuring your security measures evolve alongside your development processes.
FAQs:
What is DevSecOps? DevSecOps is a security approach where security is integrated into the development process from the beginning, rather than being added after the fact. Why are DevSecOps tools important? These tools help identify vulnerabilities early in the development cycle, automating security checks, ensuring compliance, and reducing the risk of cyber threats. Which DevSecOps tool is best for small teams? GitLab and Sonatype Nexus Lifecycle are highly recommended for small to medium-sized teams due to their ease of use and integration capabilities. How do I choose the right DevSecOps tool for my organization? Consider factors like your development environment, team size, security needs, and integration with other tools. Larger enterprises may need more complex solutions like Checkmarx or Fortify, while smaller teams can opt for tools like Snyk or GitLab. Are there free DevSecOps tools? Yes, some tools like GitLab offer free versions, but for comprehensive security features, a paid version may be required. View the full article
🔐 What is SAST?
Static Application Security Testing (SAST) is a method of scanning your source code (or compiled code) without executing it, to detect:
Coding bugs Insecure patterns (e.g., SQL injection, XSS) Vulnerable libraries Compliance violations (e.g., OWASP Top 10, CWE) SAST tools help shift security left — detecting issues early in the SDLC.
✅ Most Popular SAST Tools in 2025
1. Aikido Security
Aikido delivers state-of-the-art SAST as part of its unified security platform, with an emphasis on usability for developers. It scans source code for vulnerabilities and bug risks in real time, providing results that are actionable and noise-free.
Key Features
Multi-Language Code Scanning
Supports a wide range of languages and frameworks, including Java, Python, JavaScript/TypeScript, C#, Go, and more Identifies issues such as SQL injection, XSS, hard-coded secrets, and insecure configurations AI Auto-Remediation
Automatically generates fix patches for discovered vulnerabilities Can suggest or auto-create patches, such as sanitizing unsafe user input Significantly reduces time to remediate issues IDE & PR Integration
Runs scans directly in developers’ IDEs or as pull request checks Comments on problematic code lines in PRs Provides immediate “shift-left” feedback, helping developers fix issues before merge and integrate security seamlessly into development workflows Pros
High Precision
Achieves up to 85% fewer false positives than legacy scanners through context-aware analysis and deduplication, making alerts more trustworthy. Developer-Centric Design
Provides clear descriptions and code examples for each issue without overwhelming developers with jargon, focusing on guidance and education. Part of a Platform
Correlates findings with runtime and dependency data, such as verifying whether a vulnerable function is exploitable in production, to help prioritize remediation. Cons
New and Rapidly Evolving
As a newer SAST solution, Aikido releases new rules and improvements frequently. While generally positive, the product may change faster than more static legacy tools. Broader Scope
Aikido is not a single-focus SAST tool but part of a broader platform. Teams seeking only a point solution may find themselves adopting additional capabilities, though many appreciate the unified approach after use. 2. SonarQube
Type: Open Source + Enterprise Languages: 25+ (Java, Python, JS, C#, etc.) Intro: The most popular general-purpose SAST platform. It focuses on code quality, security, and technical debt. Strengths: Easy CI/CD integration, OWASP/CWE detection, supports branches and PR analysis. 3. Semgrep
Type: Open Source + Pro Languages: Python, JS, Go, Java, YAML, Terraform, more Intro: Lightweight, fast SAST scanner using customizable rule patterns. Great for modern dev teams. Strengths: Blazing fast scans, highly customizable rules, shift-left focused (pre-commit hooks, CI). 4. Checkmarx SAST
Type: Commercial Languages: 30+ including modern and legacy Intro: Enterprise-grade SAST platform with deep integration and risk scoring. Strengths: Deep code analysis, SAST + SCA, regulatory compliance mapping (PCI-DSS, HIPAA, etc.) 5. Fortify Static Code Analyzer (by Micro Focus)
Type: Commercial Languages: 25+ including legacy systems Intro: One of the earliest enterprise SAST tools, used in finance, defense, etc. Strengths: Extensive language support, audit tools, IDE integration, good for regulated industries. 6. Veracode Static Analysis
Type: Commercial (SaaS-based) Languages: Wide language support Intro: Cloud-native SAST platform that focuses on quick onboarding and compliance scanning. Strengths: No need for local infrastructure, scans in cloud, supports security SLAs. 7. CodeQL (by GitHub / Microsoft)
Type: Open Source + GitHub Advanced Security Languages: JavaScript, Python, C++, C#, Java, Go Intro: Code-as-data analysis engine that queries source code like a database. Strengths: Deep vulnerability hunting, GitHub-native, customizable queries. 8. Bandit
Type: Open Source (Python only) Intro: Lightweight SAST tool for Python projects. Strengths: Fast, easy to run in CI, beginner-friendly for Python devs. 9. Brakeman
Type: Open Source (Ruby on Rails) Intro: Rails-focused SAST scanner. Strengths: No configuration, fast, covers Rails-specific vulnerabilities. 10. AppSweep (by Guardsquare)
Type: Open Source + Commercial Intro: Static analysis for Android mobile apps. Strengths: Deep Android-specific analysis, integrates with Android Studio. 📊 SAST Tool Comparison Table (2025)
ToolTypeLanguages SupportedStrengthsBest ForSonarQubeOSS + Paid25+Code quality + security + tech debtGeneral-purpose SASTSemgrepOSS + PaidModern languages + IaCCustom rules, fast scans, pre-commit hooksShift-left, developer-centricCheckmarx SASTPaid30+Enterprise integration, compliance mappingLarge orgs, regulated sectorsFortify SCAPaid25+Legacy + enterprise coverageEnterprises with complex stacksVeracode SASTPaid (SaaS)20+SaaS-based scans, fast onboardingMid-large cloud-first teamsCodeQLOSS + PaidJava, JS, Python, etc.GitHub-native, query-based vuln huntingGitHub users, bug bountyBanditOSSPythonEasy to usePython-only projectsBrakemanOSSRuby on RailsRails-specific scan engineRails projectsAppSweepOSS + PaidAndroid (Java/Kotlin)Mobile SAST, Android Studio integrationAndroid mobile developers 🧠 Recommendation: What to Learn?
GoalRecommended Tool(s)✅ Broad language + code qualitySonarQube✅ Modern, dev-first scanningSemgrep✅ GitHub-based analysisCodeQL✅ Enterprise security complianceCheckmarx or Fortify✅ Mobile app scanningAppSweep✅ Python-onlyBandit
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🧠 What is SCA (Software Composition Analysis)?
SCA tools scan your codebase, build artifacts, and containers to:
Detect known vulnerabilities (CVEs) in open-source libraries Flag license violations (GPL, MIT, etc.) Generate SBOMs (Software Bill of Materials) Suggest remediation or secure upgrades Software Composition Analysis (SCA) is a security practice and set of tools used to identify, analyze, and manage open-source and third-party components used in a software application.
Modern applications are largely built from open-source libraries, and SCA helps organizations understand what is inside their software and what risks come with it.
🔐 Top SCA Tools in 2025
1. Aikido Security
Aikido stands out with its developer-first approach to open-source security. It not only scans your project’s dependencies for known CVEs, but also detects malware in packages and flags risky licenses automatically.
Key Features
Continuous Dependency Scanning
Monitors libraries in real time for vulnerabilities and outdated components across npm, Maven, PyPI, etc. Generates SBOMs on the fly for compliance. Malicious Package Detection
Leverages an in-house threat intel feed to catch dependency hijacks or malware in packages (an edge many SCA tools miss). Alerts if a library has been compromised or exhibits suspicious behavior. License & Policy Enforcement
Tracks open-source licenses and warns about conflicts (GPL, LGPL, etc.) or risky licenses. Helps avoid legal and operational issues. Auto-enforces custom policies (e.g., blocking packages from untrusted sources). Pros
Integrated Auto-Fixes
Automatically suggests safe version upgrades or applies patches, often via pull requests, reducing the toil of updating vulnerable dependencies. Low False Positives
Cross-checks whether vulnerable code is actually invoked in your application, pruning irrelevant alerts and focusing attention on real risk. Unified Dashboard
Manages dependency risks alongside code and cloud findings in one place, simplifying vulnerability management across the stack. Cons
Relatively New vs. Niche Tools
While Aikido’s SCA is comprehensive, some very specialized package ecosystems or ultra-legacy languages may not have the same depth of historical data as older, niche SCA tools. Coverage is, however, quickly growing. All-in-One Platform
Teams looking solely for a standalone SCA tool may find that Aikido offers much more (SAST, DAST, etc.). This breadth is beneficial for most teams, but adopting the full platform may involve a cultural shift toward integrated DevSecOps. 2. Snyk
Type: Commercial (Free tier available) Intro: Market leader in developer-friendly SCA. Integrates tightly with GitHub, GitLab, and CI/CD tools. Strengths: Scans code, containers, and IaC Detailed remediation suggestions Rich IDE and Git integration License policy enforcement 3. OWASP Dependency-Check
Type: Open Source Intro: A mature, free tool that checks for vulnerable dependencies using the NVD database. Strengths: Supports Java, .NET, Python, etc. CLI, Jenkins, Maven, Gradle integrations Actively maintained by OWASP 4. JFrog Xray
Type: Commercial (Free for small scale) Intro: SCA built into the JFrog ecosystem (Artifactory). Strengths: Deep binary analysis Integrated with build pipelines and artifact repositories License compliance and policy gates 5. GitHub Advanced Security (Code Scanning + Dependabot)
Type: Commercial (GitHub Enterprise) Intro: GitHub-native SCA that alerts on vulnerable packages and offers automatic PRs via Dependabot. Strengths: Native integration into GitHub repos Automated pull requests to fix versions SBOM + CodeQL + secret scanning in one UI 6. WhiteSource (now Mend)
Type: Commercial Intro: Enterprise-grade SCA with advanced policy management and real-time inventory. Strengths: Works across languages and environments Real-time alerts on vulnerabilities Good for regulatory compliance 7. Anchore Engine
Type: Open Source + Enterprise Intro: Container-focused SCA that analyzes image layers and dependencies. Strengths: Detects vulnerabilities in OS + language packages Can enforce custom policies (e.g., no root user) Works with CI/CD and registries 8. Syft + Grype (by Anchore)
Type: Open Source Intro: Lightweight SCA stack. Syft generates SBOMs; Grype scans for CVEs. Strengths: Fast, CLI-based Supports container images and filesystems Integrates well in GitHub Actions, CI 9. FOSSA
Type: Commercial + OSS CLI Intro: SCA tool with a strong focus on license compliance. Strengths: Dependency graph visualization Alerting on legal risks (GPL, etc.) Integrates with major VCSs 10. CycloneDX
Type: Open Standard / Ecosystem Intro: Not a scanner, but a standard format for SBOMs used by many SCA tools. Strengths: Interoperable with Snyk, GitHub, Anchore XML/JSON format Use with tools like cyclonedx-python, cyclonedx-bom 📊 SCA Tools Comparison Table (2025)
ToolTypeLanguages/TargetsStrengthsIdeal ForSnykCommercialCode, containers, IaCDev-focused, auto PRs, Git IDE supportDevSecOps & CI/CD teamsOWASP DCOpen SourceJava, Python, .NET, etc.Free, NVD-based, simple CLIBudget-conscious orgsJFrog XrayCommercialArtifacts, buildsBinary scans, integrates with ArtifactoryArtifact-heavy teamsGitHub SecurityCommercialGitHub reposAuto alerts, Dependabot, SBOMGitHub-centric orgsMend (WhiteSource)CommercialAll major languagesCompliance & policy engineLarge enterprisesAnchore EngineOSS + PaidContainersDeep image scanning, policy enforcementContainerized workloadsSyft + GrypeOpen SourceImages, filesystemsFast CLI scanning, SBOM-friendlyDevelopers and automationFOSSACommercialCode + LicensesLicense policy managementLegal + engineering collaborationCycloneDXOpen StandardSBOM format onlyWidely adopted SBOM standardTool interoperability 🧠 What Should You Learn First?
Your GoalRecommended Tool(s)✅ Dev-first security in CI/CDSnyk or GitHub Security✅ Open-source stack & cost-freeOWASP Dependency-Check + Grype✅ Docker/Container scanningSyft + Grype or Anchore Engine✅ License compliance + audit trailFOSSA or Mend✅ SBOM generation for complianceCycloneDX + Syft
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🔐 What is DAST?
Dynamic Application Security Testing (DAST) involves testing a running web application (not just the code) to identify vulnerabilities like:
SQL Injection XSS CSRF Broken authentication Insecure headers, etc. It simulates an attacker by interacting with the app over HTTP(S) and analyzing the responses, without needing access to the source code.
✅ Most Popular DAST Tools in 2025
1. Aikido Security
Aikido is a unified security platform that offers Dynamic Application Security Testing as part of its end-to-end protection. It performs both authenticated and unauthenticated scans on web applications and APIs to uncover SQLi, XSS, CSRF, and other OWASP Top 10 vulnerabilities.
Key Features:
Comprehensive DAST Coverage: Scans entire app surfaces (including REST/GraphQL APIs) with automatic API discovery for complete coverage.
Integrated Vulnerability Management: Results are unified with static code analysis and cloud security findings, giving teams a single dashboard to prioritize and fix issues. –
AI-Powered Accuracy: Aikido’s platform auto-triages findings to filter out false positives and highlights truly exploitable weaknesses, reducing noise.

Pros:

All-in-One Solution: Combines DAST with SAST, SCA, etc., so teams don’t need separate tools for different security tests.
Developer-Friendly: Provides clear remediation guidance and even one-click fixes for certain issues, speeding up the fix cycle. –
Fast & Scalable: Cloud-native scans that set up in minutes, with the ability to handle modern web frameworks and architectures.
Cons:

New Player Advantage: Aikido is newer than some traditional DAST tools, so it’s rapidly adding features – great for innovation, though some very niche legacy tech might not yet be covered. –
Holistic Focus: Its broad platform means it’s not a dedicated DAST-only tool; organizations primarily seeking a stand-alone DAST may use Aikido alongside other specialized monitoring (however, Aikido’s wide coverage often makes this unnecessary).
2. OWASP ZAP (Zed Attack Proxy)
Type: ✅ Open Source Intro: The most widely used open-source DAST tool, developed by OWASP. Strengths: Active scanning, spidering, scripting support, and CI/CD integrations. Best For: Developers and DevSecOps teams on a budget. 3. Burp Suite (Community & Professional)
Type: 🔄 Freemium / Commercial Intro: Powerful security testing suite with interactive and automated scanners. Strengths: Manual testing + automated scan, excellent UI, scanner accuracy. Best For: Security engineers and pen testers. 4. Nikto
Type: ✅ Open Source Intro: Web server scanner that checks for outdated server software and dangerous files. Strengths: Lightweight, good for baseline checks, CLI-based. Best For: Legacy app assessments or adding to automation chains. 5. Arachni
Type: ✅ Open Source (less active) Intro: Ruby-based DAST scanner with deep plugin architecture. Strengths: Browser simulation, session management, performance testing. Best For: Devs who want more control, but the project is now semi-abandoned. 6. Netsparker (Invicti)
Type: 💰 Commercial Intro: Enterprise-grade DAST solution with automation and integration features. Strengths: Scans large-scale apps, identifies real vulnerabilities (not just potential ones). Best For: Mid- to large enterprises with compliance needs. 7. Acunetix
Type: 💰 Commercial Intro: Comprehensive automated scanner for web apps, APIs, and JavaScript-heavy SPAs. Strengths: High detection accuracy, dev integration, fast scanning. Best For: Cloud-native web app scanning at scale. 8. AppScan (IBM Security)
Type: 💰 Commercial Intro: Legacy but still trusted DAST tool, deep scanning with enterprise integrations. Strengths: Reporting, compliance (PCI, HIPAA), multi-language apps. Best For: Regulated enterprise environments. 9. Wapiti
Type: ✅ Open Source Intro: Lightweight, CLI-based black-box scanner. Strengths: Command-line simplicity, supports modern attack types. Best For: Basic scans in automation pipelines. 10. Detectify
Type: 💰 Commercial (Cloud SaaS) Intro: Hacker-powered DAST platform that runs continuously from the cloud. Strengths: Updated by ethical hackers, supports API and SPA scanning. Best For: Teams who want continuous SaaS scanning with zero setup. 📊 DAST Tools Comparison Table (2025)
ToolTypeBest ForStrengthsWeaknessesOWASP ZAPOSSDevSecOps, CI/CD, budget teamsScripting, CI integration, spideringUI not as polishedBurp SuiteFree + PaidSecurity pros, bug bounty huntersManual + auto scan, great UIPaid Pro version needed for full automationNiktoOSSInfra baseline scansSimple CLI checks for server vulnerabilitiesNot deep scanningArachniOSS (legacy)Power usersPlugin support, session trackingNot actively maintainedNetsparkerCommercialLarge orgs, complianceHighly accurate, false-positive reductionCostAcunetixCommercialModern web apps, dev pipelinesFast, API scan, accurateCommercial onlyAppScanCommercialRegulated enterprisesEnterprise features, deep reportsHeavier footprintWapitiOSSCLI automationLightweight and simpleMinimal UIDetectifyCommercialContinuous, zero-setup DASTHacker-curated tests, cloud-nativeNo on-prem option 🧠 Recommendation: What Should You Learn?
If you want to…Learn This Tool🔰 Start with DAST (Free, OSS)OWASP ZAP💻 Perform deep manual testingBurp Suite Pro🧪 Add lightweight checks to CI/CDNikto or Wapiti🏢 Work in an enterprise security teamNetsparker / Acunetix🔁 Do continuous DAST from the cloudDetectify
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Internal Apple code suggests the iPhone 17e may ship with Apple's first-generation C1-series cellular modem technology while omitting Apple's N1 wireless chip, and it indicates Apple is still deciding between the C1X and C2 for the iPhone 18 Pro.


The details come from internal kernel debug kit files derived from an Apple prototype device running an early build of what became iOS 26. The considerable leak has revealed specific details about dozens of upcoming Apple devices.

For the ‌iPhone‌ 17e, the internal listings show the device appearing with a C1-family modem but no N1 wireless chip. The ‌iPhone‌ 17e is also described as using Apple's "Leda" baseband family, which includes both the C1 and C1X. It is unclear which of the two the device will use, but The Information today suggested it would be the C1X. The omission of the N1 wireless chip may be consequential, since without N1 the ‌iPhone‌ 17e may lack Thread support, even if it uses an Apple-designed cellular baseband.

For Apple's next Pro iPhones, the internal code points to a less settled picture. The ‌iPhone 18‌ Pro is listed in separate rows with both C1X and C2 basebands, indicating Apple had not fully committed to the C2 across all configurations at the time the kernel debug kit was created. Apple seemingly intends N1 to be present on in the Pro models even while the baseband choice was still being evaluated.

Since these references come from engineering-focused internal files rather than finalized product documentation, they should be treated as a snapshot of Apple's testing and configuration work at that point in time, rather than a guarantee of final shipping specifications. The ‌iPhone‌ 17e is expected to launch in the spring of 2026, while the ‌iPhone 18‌ Pro and ‌iPhone 18‌ Pro Max are expected to launch in the fall.Related Roundups: iPhone 16e, iPhone 18Tags: Apple 5G Modem, C1Buyer's Guide: iPhone 16e (Neutral)Related Forum: iPhone
This article, "iPhone 17e and iPhone 18 Pro Modem Specs Leak Online" first appeared on MacRumors.com

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Introduction
Monitoring tools have become integral for organizations in 2025, as the need to track systems, infrastructure, and performance grows increasingly important. These tools allow businesses to keep track of their networks, software, and servers, ensuring that everything runs smoothly and any issues are identified promptly. Whether it’s for system monitoring, application performance, or security, monitoring tools help optimize operations, prevent downtime, and improve user experience.
In 2025, businesses face new challenges in handling large amounts of data, managing hybrid and multi-cloud environments, and ensuring real-time performance. The right monitoring tool can save time, reduce errors, and provide critical insights to decision-makers. This post explores the top 10 monitoring tools of 2025, helping businesses choose the best solution for their needs.
Top 10 Monitoring Tools in 2025
1. Aikido Security
Aikido is a unique addition to the monitoring landscape, focusing on continuous security monitoring across the development lifecycle. Instead of tracking system metrics, it “monitors” your codebase, dependencies, and cloud setup for vulnerabilities and exposures on an ongoing basis. This gives DevOps teams proactive security visibility that traditional performance monitors don’t provide.
Key Features:
Attack Surface Monitoring: Aikido constantly scans for publicly exposed assets, leaked credentials, or shadow IT services related to your organization. You’ll get alerted if, say, an unsecured dev database is accessible or an API key accidentally gets pushed to a repo – critical issues that could otherwise go unnoticed.
Real-Time Vulnerability Alerts: Whenever a new critical CVE emerges that affects your applications or infrastructure, Aikido notifies you and pinpoints where you’re impacted. It’s like having a security radar watching your stack, so you can patch promptly instead of discovering issues during an attack or outage.
Unified Security Dashboard: Provides a single pane of glass for code, infrastructure, and runtime security status. You can see, for example, how many open vulnerabilities you have by severity, which apps have misconfigurations, and track improvement over time – effectively monitoring your security posture as an operational metric.
Pros:

Enhances Reliability: By catching security problems early (that might later cause incidents), Aikido helps prevent unplanned downtime. For instance, fixing an exposed port or vulnerable package today means one less emergency to handle tomorrow. –
Automation & Integration: It’s API-friendly and can feed into your existing monitoring/alerting systems (like feeding critical alerts into Slack, PagerDuty, etc.). This means security alerts appear in the same workflows as other ops alerts, streamlining incident response. –
Developer Empowerment: Developers can self-serve to see security feedback on their code and services without waiting for separate audits. This fosters a culture where monitoring includes quality and security, not just uptime – resulting in more robust applications.

Cons:

Security-Specific Focus: Aikido doesn’t monitor app performance or user experience; it’s purely focused on security and code/infrastructure health. Teams will still use traditional APM/monitoring tools for performance data, using Aikido in parallel for comprehensive oversight. –
Learning Curve for Ops Teams: For ops teams used to CPU graphs and response time charts, interpreting security findings as part of “monitoring” may require a mindset shift (e.g., treating a critical vulnerability as urgently as a down server). However, Aikido’s reports are clear and actionable to help with this transition.
2. Datadog
Short Description:
Datadog is a leading cloud-scale monitoring and analytics platform. It provides full-stack observability, allowing you to monitor servers, databases, tools, and services in real-time.
Key Features:
Real-time monitoring of servers, databases, and cloud infrastructure Customizable dashboards and alerting Integrated machine learning for anomaly detection Distributed tracing for applications AI-driven log management Pros:
Powerful integrations with over 450 technologies Scalable for enterprise use Advanced anomaly detection capabilities Cons:
High pricing for small businesses Complex setup for beginners 3. Zabbix
Short Description:
Zabbix is an open-source monitoring solution that is well-suited for network monitoring, server monitoring, and application performance tracking.
Key Features:
Fully customizable monitoring for servers, applications, and cloud environments Real-time data collection and visualization Flexible alerting and reporting Auto-discovery of network devices Free and open-source Pros:
Highly customizable and flexible No licensing costs (open-source) Comprehensive monitoring capabilities Cons:
Steeper learning curve for beginners Can require a lot of setup and maintenance 4. New Relic
Short Description:
New Relic is a comprehensive monitoring solution for cloud applications, providing powerful insights into application performance, infrastructure health, and user interactions.
Key Features:
Application performance monitoring (APM) Real-time user and session monitoring Distributed tracing for microservices Infrastructure monitoring with support for cloud platforms Detailed error tracking and diagnostics Pros:
Excellent for DevOps teams Deep integration with cloud services Customizable dashboards and reporting Cons:
Pricing can be a concern for small businesses Can become complex as infrastructure grows 5. Nagios
Short Description:
Nagios is one of the most well-known open-source monitoring solutions, primarily focused on network, server, and application monitoring.
Key Features:
Real-time system and network monitoring Customizable alerts and notifications Scalable architecture for growing infrastructure Extensive plugin ecosystem Web-based interface Pros:
Large and active community for support Highly customizable through plugins Free and open-source Cons:
Complex initial setup Basic UI compared to some competitors 6. Prometheus
Short Description:
Prometheus is an open-source system monitoring and alerting toolkit widely used for monitoring large-scale cloud-native environments and containers.
Key Features:
Time-series data storage Multi-dimensional data model Integrated alerting with Alertmanager Native integration with Kubernetes and Docker Efficient querying with PromQL Pros:
Built-in support for modern containerized applications Strong integration with cloud-native tools Free and open-source Cons:
Limited out-of-the-box dashboards Requires additional setup for long-term storage 7. SolarWinds
Short Description:
SolarWinds provides a robust suite of monitoring tools for IT infrastructure, offering solutions for network monitoring, server performance, and application management.
Key Features:
Full-stack monitoring for networks, servers, and applications Automated alerts and incident response User-friendly dashboards and reports Customizable monitoring metrics Scalable solutions for SMBs and enterprises Pros:
Excellent customer support Easy-to-use interface Rich set of monitoring features Cons:
Some tools can be expensive for smaller organizations Can be resource-intensive for large environments 8. Pingdom
Short Description:
Pingdom is a cloud-based monitoring tool that specializes in website and web application monitoring, focusing on uptime, performance, and user experience.
Key Features:
Website uptime monitoring Real-time performance monitoring and diagnostics User-centric performance data Global monitoring network Detailed reports and historical data Pros:
Affordable for small and medium-sized businesses Easy-to-use interface Advanced analytics and uptime tracking Cons:
Limited in-depth monitoring compared to full-stack solutions Pricing increases as monitoring needs grow 9. Grafana
Short Description:
Grafana is an open-source visualization and monitoring platform primarily used for time-series data, offering powerful dashboards and real-time insights.
Key Features:
Interactive and customizable dashboards Integrates with multiple data sources like Prometheus, Elasticsearch, and more Real-time analytics and alerting Supports cloud-native and on-premise environments Open-source with enterprise-grade features Pros:
Highly customizable visualization Free to use for basic setups Active open-source community Cons:
Requires other tools for full monitoring functionality Can be challenging to set up for beginners 10. AppDynamics
Short Description:
AppDynamics provides a robust application performance monitoring solution with real-time insights into application health, user experience, and business performance.
Key Features:
End-to-end application performance monitoring Real-time monitoring of user experience and transactions Deep application diagnostics and troubleshooting Scalable for large enterprise environments Integration with cloud-native technologies Pros:
Excellent for application-level monitoring Strong analytics capabilities Easily integrates with cloud platforms Cons:
Expensive for smaller businesses Complex configuration for advanced setups 11. LogicMonitor
Short Description:
LogicMonitor is a cloud-based monitoring tool for enterprise IT teams, providing insights into hybrid IT infrastructure and cloud environments.
Key Features:
Full-stack monitoring for cloud, network, and on-premise resources Customizable reporting and alerting Pre-built monitoring templates for popular cloud platforms Automatic discovery of new devices and services Integration with popular ITSM tools Pros:
Easy setup with pre-configured templates Scalable for large enterprises Excellent reporting and data visualization Cons:
Pricing may be high for smaller businesses Some advanced features may require additional setup Comparison Table
Tool NameBest ForPlatform(s) SupportedStandout FeaturePricingRatingDatadogCloud-based infrastructureCloud, SaaS, On-premiseAI-driven log managementStarts at $15/month4.5/5ZabbixNetwork and server monitoringOn-premiseOpen-source flexibilityFree4.0/5New RelicApplication monitoringCloud, SaaS, On-premiseApplication performance monitoringStarts at $99/month4.7/5NagiosNetwork infrastructureOn-premisePlugin ecosystemFree / Custom4.2/5PrometheusContainerized environmentsCloud, Kubernetes, DockerBuilt for cloud-native monitoringFree4.3/5SolarWindsIT infrastructure monitoringOn-premise, CloudNetwork monitoring excellenceStarts at $2,995/year4.4/5PingdomWebsite performance monitoringCloud, SaaSUptime monitoringStarts at $10/month4.6/5GrafanaData visualizationCloud, SaaS, On-premiseCustomizable dashboardsFree / Custom4.8/5AppDynamicsApplication performanceCloud, SaaS, On-premiseEnd-to-end application monitoringStarts at $3,000/year4.6/5LogicMonitorEnterprise IT teamsCloud, SaaS, On-premisePre-configured monitoring templatesStarts at $7,000/year4.5/5 Which Monitoring Tool is Right for You?
Choosing the right monitoring tool depends on several factors:
For Small Businesses: If you’re just getting started, tools like Pingdom or Zabbix offer affordable and easy-to-use solutions. For Large Enterprises: Datadog, New Relic, and SolarWinds are excellent choices with robust features for scaling operations. For Cloud-Native Environments: If your infrastructure is heavily based on cloud technologies, Prometheus, Grafana, or LogicMonitor can provide seamless monitoring solutions. For Application Monitoring: If your focus is application performance, AppDynamics and New Relic are powerful options. For Open-Source Needs: Zabbix and Prometheus offer free, open-source alternatives that allow full control over monitoring setups. Conclusion
The monitoring tools landscape in 2025 offers a wide variety of solutions, each designed to meet specific needs in terms of monitoring infrastructure, networks, applications, and more. Whether you’re a small business looking for simplicity or a large enterprise needing advanced features, there is a tool suited to your requirements. As the digital world continues to grow more complex, investing in the right monitoring tool is crucial to ensuring that systems run smoothly and efficiently.
Don’t forget to try out demos or free trials to see which tool aligns best with your business needs!
FAQs
Q1: What is a monitoring tool?
A monitoring tool helps businesses track and analyze the performance of their systems, networks, and applications in real time.
Q2: Why are monitoring tools important?
Monitoring tools help prevent downtime, improve user experience, and optimize performance by providing real-time insights and alerts.
Q3: Are open-source monitoring tools reliable?
Yes, open-source tools like Zabbix and Prometheus can be highly reliable, but they may require more setup and customization.
Q4: What should I look for when choosing a monitoring tool?
Consider factors like pricing, scalability, ease of use, integration capabilities, and the specific features required for your environment.
Q5: How do I get started with monitoring tools?
Many monitoring tools offer free trials, so you can begin by exploring these options to see which tool best meets your business needs.
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Apple and Amazon are facing a new UK opt-out class action seeking more than £900 million ($1.2 billion) over claims that the companies struck an unlawful deal that pushed independent Apple and Beats sellers off Amazon and kept prices higher for consumers.


The claim centers on an agreement from October 2018, from which point it is alleged that Amazon restricted third-party sellers from offering Apple products on Amazon's marketplace, while Apple gave Amazon better wholesale terms for Apple products sold directly by Amazon as a retailer. The lawsuit claims that by January 2019, most independent Apple resellers had effectively disappeared from Amazon, reducing discounted listings and leaving consumers paying closer to full price.

The proposed class includes UK consumers who bought new Apple products since October 2018, whether from Amazon or other retailers, on the basis that the alleged conduct affected prices more broadly. It covers Apple hardware and Beats products, plus accessories, but it excludes Apple products bought as part of mobile network contracts.

This is not the first attempt at a case over the same issue. A similar case was triggered in the United States in 2022. Collective action was brought forward in the UK in 2023, but the tribunal did not allow it to proceed. The new filing argues the core competition allegations remain strong and should be heard with a different proposed class representative and structure.Tags: Amazon, Apple Antitrust, United Kingdom
This article, "Apple Hit With Another Lawsuit Over Alleged Collusion With Amazon to Keep Prices High" first appeared on MacRumors.com

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