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Sharon Polsky, president of the Privacy and Access Council of Canada, an organization dedicated to the development of access-to-information, information privacy, and the data protection profession, notes that several common cyber insurance omissions and loopholes can lead to a sense of complacency that can limit or even nullify a policy’s perceived benefits.
Is your enterprise risking its financial foundation with a cyber insurance policy that contains potentially devastating trap doors? Check your policy — and your assumptions about it — for these six common cyber insurance “gotchas.”
1. Assuming cyber insurance covers all risks
In reality, many insurance policies offer narrow definitions, hidden exclusions, or strict conditions that can leave organizations exposed after a breach. “It’s not like an auto liability policy, where every policy provides the same coverage,” says William J. Lindsay III, founder of insurance broker Tri Pack Insurance Services. “With cyber liability, the terms and conditions will differ from one insurance policy to another.”
Before committing to a specific insurer, Lindsay recommends consulting an attorney with experience in cyber insurance contracts. “A policy is a legal document with complex definitions,” he notes. “An attorney can flag ambiguous terms, hidden carve-outs, or obligations that could create disputes at claim time,” Lindsay says. “Once the policy is purchased, and a loss occurs, no changes can be made to fill the coverage gap.”
2. Misinterpreting the fine print about coverage, interruptions, or threats
It’s hardly surprising, but important to remember, that the language contained in cybersecurity policies generally favors the insurer, not the insured.
“Businesses often misinterpret the language from their perspective and overlook the risks that the very language of the policy creates,” Polsky warns. “For example, business interruption coverage that’s limited to interruptions caused by ‘system failures’ might exclude cyber incidents, such as ransomware.” Meanwhile, “threats coverage” might only refer to threats known at the time the policy was issued, leaving new threat types that arrive during the coverage term uninsured.
“Problematically, terminology used in insurance policies — such as threats — are often not defined, leaving the insured enterprise to anticipate that their own interpretation of the term is what is meant,” Polsky explains. “Unfortunately, the presence or absence of a comma, or a definition, is the stuff of litigation.”
3. Overlooking hidden caps on specific loss types
You may believe your policy will cover all cyberattack losses, yet a look at the fine print may revealed that it’s riddled with exclusions and warranties that can’t be realistically met, particularly in areas such as social engineering, ransomware, and business interruption.
A policy with hidden caps creates a false sense of security, says Max Coupland, CEO of Insuranceopedia, a service that enables users to compare insurance quotes. You budget for full cyber coverage, then a claim is denied or dramatically reduced because the loss fell into a sub-limit — a limitation placed on a policy that reduces the amount of coverage available for a specific type of loss, he explains.
To prevent hidden caps, Coupland advises running a table-top exercise with both your broker and security team. “For each scenario ask, ‘Do we have coverage?’ At what limit? Are there any exclusions that could be triggered?’” Then convert the final document into a one-page coverage checklist before committing to the policy.
4. Not aligning your security strategy with the policy’s fine print
If your security isn’t up to the policy’s standards — and that includes things like multi-factor authentication, regular backups, and endpoint detection — your claim can be denied outright, warns Matt Mayo, president and CEO of managed service provider Diamond IT.
Many enterprises believe they’re fully secure, yet when they file a claim the insurer points to the fine print about security measures you didn’t know were required, Mayo says. “Now you’re stuck with cleanup costs, legal fees, and potential lawsuits — all without support from your insurance provider.”
The best way to avoid this trap is to align your cybersecurity posture precisely with the requirements spelled out in the policy. “This means reviewing your coverage before an incident happens,” Mayo says. Also consider using a knowledgeable consultant who can help implement and document the required controls.
5. Falling into the retroactive date trap
The retroactive date clause can be the biggest cyber insurance trap, warns Paul Pioselli, founder and CEO of cybersecurity services firm Solace. “This clause voids coverage for any incident that began before the policy’s start date, even if it’s discovered months later. Given that hackers can remain undetected in a network for over 200 days on average, this loophole can, in some cases, render a brand-new policy worthless,” he says.
Pioselli says that whenever possible, demand full prior acts coverage. “This removes the retroactive date entirely,” he states. “If the insurer refuses, negotiate to push the date back as far as possible — ideally to your company’s founding date.”
Whenever possible, Pioselli advises conducting a comprehensive cybersecurity risk assessment before shopping for a policy. “You must understand your specific vulnerabilities and potential financial impact first, then buy a policy with limits and coverages that match that reality.”
6. Misunderstanding first-party versus third-party coverage
Perhaps the biggest mistake an insurance seeker can make is failing to understand the difference between first-party coverage and third-party coverage, and therefore failing to acquire a policy that includes both, says Dylan Tate, a representative of insurance marketing firm Smart Financial.
First-party cyber insurance refers to coverage for the business’s direct losses and expenses after a cyberattack, such as lost revenue, public relations support, and costs related to the recovery of lost data. Meanwhile, third-party cyber insurance is liability coverage that can step in to prevent a lawsuit or handle the costs associated if a business is sued by customers affected by a data breach. It may also cover upfront payments to consumers, settlements or fines, and damages ordered by a judge.
If an enterprise’s cyber insurance policy doesn’t include both first- and third-party coverage, your organization may be underinsured, potentially resulting in significant — and unnecessary — out-of-pocket costs, depending on the types of losses they experience in the event of a cybercrime, Tate explains.
Many cyber insurance policies automatically include both first-party and third-party coverage, but some insurance companies only offer them separately, Tate warns. “The Hartford, for example, sells multiple cyber insurance products, some of which bundle both coverage types together and some of which include only one or the other, which may be confusing for enterprise insurance shoppers.”
Asking questions is the best way to ensure a cyber insurance policy meets all of your coverage needs before purchasing it, Tate advises. Going over known cybersecurity risks and potential claim scenarios can help an enterprise gain a fuller picture of how a given cyber insurance company can support them if they suffer a cyberattack. “Although potentially tedious, it can be helpful to engage in exhaustive conversations up front to avoid unexpected out-of-pocket costs later on in the event of a claim,” he says.
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In 2025, however, some of them gave CSOs heartburn: Microsoft issued mitigations for 1,246 CVEs, including 158 rated critical. Forty-one of them were zero days, and researchers at Tenable estimate that elevation of privilege vulnerabilities accounted for about 38.3% of all Patch Tuesday vulnerabilities in 2025, followed by remote code execution flaws at about 30%.
We asked security experts which of those bugs worried them the most. Here’s how they responded.
New tactics and AI change the game
More vulnerabilities were spotted this year than in 2024, says Gene Moody, field CTO at patching automation provider Action1, an upward trend that’s been ongoing for the past five years.
One thing, however, is different: Thanks to the use of AI by threat actors, as well as cunning new tactics, security teams have less time than ever to install patches.
“Attack groups will do things like hold their first attack until the day after Patch Tuesday, because it puts Microsoft on the spot: They would have to release a massive out-of-band update or wait until the next Patch Tuesday,” he said. “So if you are waiting for 30 day or quarterly cycles to patch, you are behind the curve. You are spending weeks to potentially months unprotected, and [with] no excuse to be so.”
“You have to patch what needs to be patched, not just what can be patched,” Moody added. “You don’t have 30 days to do testing, plan down time. You no longer have the luxury of saying, ‘We’re going to push all of this out at once.’ You need to say, ‘I’m going to knock out the ones that are going to kill me first,’ and if you automate this [initial batch], you have more man hours to analyze and scrutinize the rest.”
Take, for example, one of the nastiest holes found this year, ToolShell (CVE-2025-53770), which is actually two chained vulnerabilities in on-premises SharePoint 2016/2019 servers. It allows an unauthenticated attacker the ability to execute remote code. It holds a 9.8 CVSS score, and exploiting it has become a favorite of initial access brokers.
Scott Caveza, senior staff research engineer at Tenable, described its possible exploitation as a “nightmare scenario … that CSOs will want to avoid at all costs.” But, Moody pointed out, today most large organizations access SharePoint from the cloud. So its CVSS score is only important to those with SharePoint servers in-house.
Watch those lower-scored vulnerabilities
Several lower scored vulnerabilities could have caused serious damage if not quickly addressed, Moody said. These included:
CVE 2025 24993, a Windows NTFS memory corruption issue affecting nearly every Windows system by default, enabled local code execution by an unauthorized attacker; CVE 2025 24990, a privilege escalation flaw in the Agere modem driver shipped with Windows allowed attackers to elevate to SYSTEM with little effort, and without an actual Agere modem being in use, turning limited access into total control; CVE 2025 62221, a use-after-free bug in the Windows cloud files mini filter driver, was actively exploited and provided a dependable path to SYSTEM once code execution was achieved. While it required initial access, Moody points out it was a very short path to total control that was easy to execute, with low skill requirements; CVE 2025 53779, the Kerberos BadSuccessor privilege escalation, threatened domain level compromise by allowing any domain authenticated account to escalate privileges by spoofing tokens within Active Directory environments. In a blog, Action1 director of vulnerability research Jack Bicer called this hole “a gift to ransomware operators … providing an express elevator to domain admin.” Caveza also drew attention to two escalation of privilege flaws, CVE-2025-24983 in the Windows kernel, and CVE-2025-29824, in the Windows common log file system driver, because both were used with the PipeMagic backdoor to spread ransomware.
He also noted
CVE-2025-26633, a security feature bypass vulnerability affecting the Microsoft Management Console (MMC). This was a zero day vulnerability abused by multiple threat actors to deploy malware, including the MSC EvilTwin trojan loader, and has been used with multiple malware variants, including backdoors and infostealer malware; CVE-2025-33053, a remote code execution vulnerability affecting Internet Shortcut Files. Check Point Research found this zero-day flaw to have been abused by an APT known as Stealth Falcon, which used the flaw to distribute Horus Agent malware. Look out for Preview Pane attacks
Tyler Reguly, associate director for research and development at Fortra, said CSOs should think about defending against Preview Pane attacks in Windows and Office. Threat actors could have exploited these flaws to run malicious code when an employee previewed a specially crafted file or email.
One example was CVE-2025-30377, which researchers at ZeroPath called “one of the most dangerous vulnerabilities discovered in Microsoft Office” when it was revealed in May.
These kinds of attack “represent some of the biggest risks to organizations,” said Reguly. “Those silent exploits that run as soon as an email is viewed are a potential risk, since most people make use of the Preview Pane. While there may be bigger vulnerabilities that were more impactful that I’m sure others will call attention to, this is the class of vulnerability that I would want to call out and ensure that others are watching for.”
CVSS score ‘only part of a puzzle’
Moody urged CSOs to stop thinking about CVSS as a score and start thinking of it as a means to developing a score; a CVSS score is “only part of a puzzle.”
Most CSOs don’t have the foundational understanding of how vulnerabilities relate to their specific IT environment and concerns, he pointed out. “People tend to chase CVSS [thinking] ‘9.5, bad’. Well, 9.5 is a theoretical bad. It’s a worse case scenario in a lab if you manage to pull it off – but that vulnerability may not even be expressed in your environment. Or it may be in your environment but in a benign way.
“By contrast, the 6.2 may be the most critical one you need to stop right now because it’s on 10,000 forward- facing web servers.”
He urged CSOs to triage vulnerabilities by using the US Cybersecurity and Infrastructure Security Agency’s (CISA) Stakeholder Specific Vulnerability Classification (SSVC) framework.
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Cybersicherheits-Frameworks sind die Richtlinien, mit denen sich Unternehmen vor Cyberangriffen schützen. Ein typisches Framework beschreibt die notwendigen Schritte, um
verschiedene Cybersicherheitsrisiken zu adressieren, latente Schwachstellen aufzudecken und die digitale Verteidigung des Unternehmens allgemein zu verbessern. Jede entdeckte Sicherheitslücke zeigt an, dass umgehend Maßnahmen ergriffen werden müssen, um die Cyber-Resilienz wiederherzustellen und zu stärken.
Keri Pearlson, Dozentin und leitende Wissenschaftlerin an der MIT Sloan School of Management, erklärt, dass es viele Anzeichen dafür gibt, dass ein bestehendes Cybersicherheits-Framework überarbeitet werden muss. „Wenn Ihr Cybersicherheits-Framework in den letzten zwei Monaten nicht überprüft wurde, wenn Sie es nicht dynamisch aktualisiert haben oder wenn Ihr Team KI noch nicht in Ihre Cybersicherheitsstrategie integriert hat, sollten Sie Ihr Framework überprüfen und gegebenenfalls neu erstellen.“
Hier sind Warnzeichen, die darauf hindeuten, dass es Zeit für eine dringend notwendige Überarbeitung sein könnte:
1. Ein dynamischer Prozess zur Erkennung von Veränderungen
Der größte Fehler, so Pearlson, sei es, nicht zu erkennen, dass der aktuelle Plan veraltet ist oder schlichtweg nicht funktioniert. Sicherheitsvorfälle kommen vor, aber das bedeutet nicht zwangsläufig, dass die Cybersicherheitsstrategie komplett neu aufgebaut werden muss. Es zeigt jedoch, dass die überdacht und neugestaltet werden muss.
Eine cyber-resiliente Organisation aufzubauen, erfordere ein Umdenken, erläutert Pearlson. Der beste Ansatz ist ihrer Ansicht nach, einen dynamischen Prozess zu implementieren, der Veränderungen im Umfeld erkennt und einen Anpassungsprozess einleitet.
„Der Schlüssel liegt darin, den richtigen Erfassungs- und Reaktionsmechanismus zu haben – was wahrscheinlich eine Kombination aus Technologie und menschlichen Aktivitäten ist“, sagt sie. Zusätzlich merkt die Forscherin an, dass Technologie Veränderungen erfassen sowie Anomalien identifizieren könne, und dass Menschen beurteilen könnten, ob die Veränderung ein Risiko darstellt, das Aufmerksamkeit und Investitionen erfordert.
2. Einen erfolgreichen Cyberangriff erleben – egal, wie groß oder klein
Nichts verdeutliche die Schwächen eines Cybersecurity-Frameworks besser als ein Sicherheitsvorfall, erläutert Steven Bucher, CSO bei Mastercard. „Ich habe selbst erlebt, wie bereits ein kleiner Vorfall veraltete Protokolle oder Lücken in der Mitarbeiterschulung aufdecken kann“, erklärt er. „Wenn Ihr Sicherheitskonzept nicht mit den sich wandelnden Bedrohungen oder den sich ändernden Geschäftsanforderungen Schritt gehalten hat, ist es Zeit für eine Überarbeitung.“
Da sich Cyberbedrohungen ständig weiterentwickeln, hilft es laut Bucher, proaktiv zu bleiben, regelmäßige Überprüfungen durchzuführen und eine Kultur des Cybersicherheitsbewusstseins zu fördern. So ließen sich Probleme erkennen, bevor sie zu Krisen führen. „Letztendlich ist ein robustes und aktuelles Sicherheitskonzept der beste Weg, Ihr Unternehmen zu schützen und Vertrauen zu erhalten.“
3. Kontinuierliche Überwachung wird zur Herausforderung
Wenn Ihr Rahmenwerk eine kontinuierliche Überwachung nicht gewährleisten oder ein proaktives Risikomanagement nicht unterstützen kann, ist es an der Zeit, es an etablierten Standards auszurichten, wie dem NIST Cybersecurity Framework. Auch die Integration branchenspezifischer Compliance-Anforderungen sollte nach Bedarf neu aufgebaut werden, erklärt Dave Floyd, Vice President Cybersecurity Sales and Service bei Hughes Network Systems.
Floyd empfiehlt, beim Wiederaufbau eines Cybersicherheitsrahmens mit dem NIST-Rahmenwerk zu beginnen und dieses um branchenspezifische Compliance-Anforderungen zu ergänzen. Ein solcher Ansatz stelle sicher, dass Best Practices und regulatorische Verpflichtungen für das Gesundheitswesen, den Finanzsektor und andere Branchen umfassend berücksichtigt werden.
4. Der formale Framework-Review erfolgt nur alle paar Jahre
Wenn es in den letzten drei Jahren oder länger keine wesentlichen Änderungen an Ihrem Rahmenwerk gegeben hat, ist dies ein starkes Indiz dafür, dass es veraltet sein könnte, erklärt Sandra McLeod, CISO bei Zoom. „Die Cybersicherheitslandschaft hat sich rasant weiterentwickelt, insbesondere durch den Aufstieg generativer KI. Ihr Framework sollte diese Veränderungen widerspiegeln.“
McLeod empfiehlt daher alle zwei Jahre einen vollständigen Review, ergänzt durch eine Kurzprüfung in den Jahren dazwischen. „Dies trägt dazu bei, dass das Rahmenwerk mit den sich wandelnden Bedrohungen, geschäftlichen Veränderungen und regulatorischen Anforderungen Schritt hält.“
Idealerweise sollten Sicherheitsverantwortliche ihr Framework stets im Blick behalten. Außerdem sollten sie eine Liste mit Bereichen führen, die optimiert, vereinfacht oder präzisiert werden könnten, ergänzt die CISO. „Diese informellen Erkenntnisse sollten in die Gespräche während der kurzen Überprüfungen einfließen, um die kontinuierliche Verbesserung stets im Auge zu behalten.“
5. Sie jagen ständig Warnmeldungen hinterher, statt vorausschauend zu planen
Wenn sich Ihr Unternehmen permanent in einem reaktiven statt in einem proaktiven Zustand befindet, ist es laut Nima Baiati, Executive Director und General Manager für Commercial Software and Security Solutions bei Lenovo, an der Zeit, die Vorgehensweise zu überdenken.
Steckt das Unternehmen in einem Kreislauf fest, in dem ständig Warnmeldungen und Vorfälle abgearbeitet werden und Ereignisse erst im Nachhinein gemeldet werden, anstatt Bedrohungen vorherzusagen, Daten zu analysieren und strategisch zu planen? Dann sei es Zeit für eine Veränderung, rät er.
„Natürlich wird es weiterhin reaktive Situationen geben, aber wenn diese den Großteil der Kapazitäten des Tagesgeschäfts beanspruchen, ist es wahrscheinlich nur eine Frage der Zeit, bis schwerwiegendere Vorfälle auftreten.“
Baiati empfiehlt, zunächst ein fundiertes Verständnis der Risikobereitschaft und der Gesamtgeschäftsstrategie des eigenen Unternehmens zu entwickeln. „Richtig umgesetzte Sicherheit kann ein Wettbewerbsvorteil sein, da sie Betriebsunterbrechungen minimiert und das Vertrauen stärkt“, erklärt er. Finanzinstitute beispielsweise hätten eine geringe Risikobereitschaft und müssten unbedingt die Integrität ihrer Daten und ihren Ruf schützen. Ihre Geschäftsstrategie und ihre Sicherheit seien eng miteinander verknüpft.
Da Mitarbeitende heutzutage mobiler denn je sind, rückt das Thema Endpoint Security stärker in den Fokus der Netzwerksicherheit und muss in das Cybersicherheitskonzept integriert werden. „Um eine starke Endpunktsicherheit zu gewährleisten, sollten Unternehmen einen umfassenden, mehrschichtigen Ansatz verfolgen, der alle Aspekte ihrer digitalen Umgebung schützt – Firmware, Hardware, Software und die Lieferkette“, so Baiati. „Evaluieren Sie sowohl geräteinterne als auch Cloud-basierte KI-Anwendungen, um eine effektive Bedrohungserkennung und -abwehr in Echtzeit sicherzustellen.“
6. KRIs und KPIs entwickeln sich negativ
„Wenn Sie den Eindruck haben, dass sich wichtige Risikoindikatoren (Key Risk Indicators – KRIs) und wichtige Leistungsindikatoren (Key Performance Indicators – KPIs) sich unerwartet verschlechtern, sollten Sie Ihr Framework möglicherweise überdenken“, sagt Sameer Ansari, Leiter des Datenschutzteams bei der Wirtschaftsprüfungs-, Risiko- und Compliance-Beratung Protiviti.
Organisationen, die ihr Cybersicherheits-Framework lediglich als Checkliste benutzen, um Vorschriften einzuhalten und nicht als Instrument für fundierte Risikoentscheidungen betrachten, begeben sich in Gefahr, warnt Ansari. „Unternehmen sollten ihre wichtigsten Geschäftsziele und potenziellen Risiken berücksichtigen und das Framework unter diesem Gesichtspunkt anwenden.“
Viele Cybersicherheitsverantwortliche verstrickten sich beim Aufbau oder der Aktualisierung eines Frameworks in Benchmarking und Vergleichen mit anderen Unternehmen, anstatt sich auf die Bedürfnisse ihrer Organisation zu konzentrieren, so Ansari. Noch schlimmer sei die Annahme, Quantität schlage Qualität.
„Manche Sicherheitschefs versuchen, verschiedene Frameworks zu kombinieren und schaffen so ein unübersichtliches ‚Frankenstein-Framework‘, das sich nur schwer verwalten und weiterentwickeln lässt“, warnt er.
7. Sie verfolgen einen reinen Compliance-orientierten Ansatz
Ein häufiger Fehler vieler Sicherheitsverantwortlicher ist laut Daniel Tobok, CEO des Incident-Response-Unternehmens Cypfer, dass ein Framework entwickelt wird, welches primär darauf ausgelegt ist, „das Audit zu bestehen“, anstatt Geschäftsziele zu verfolgen. Ein rein Compliance-orientierter Ansatz klammere oft wichtige Beiträge von Nicht-IT-Stakeholdern aus, warnt er. Das führe typischerweise zu einem Framework, das zwar gut auf dem Papier aussieht, in der Praxis aber keinen wirksamen Schutz bietet.
Idealerweise sollte sich ein Cybersicherheitsrahmen kontinuierlich weiterentwickeln, wobei den Bereichen mit dem höchsten Risiko Priorität eingeräumt wird, rät Tobok. „Ein vollständiger Neuaufbau kann jedoch notwendig sein, wenn das bestehende Framework das Unternehmen nicht mehr effektiv schützt oder wenn die Kosten für inkrementelle Korrekturen den Nutzen übersteigen.“
Ein Neuaufbau sei auch unmittelbar nach grundlegenden Veränderungen im Unternehmen angezeigt, ergänzt er, beispielsweise bei neuen Geschäftsmodellen, geänderten regulatorischen Vorgaben oder erweiterten Bedrohungslandschaft. All dies könne dazu führen, dass das bestehende Framework veraltet oder unzureichend ist. (tf)
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Summit Art Creations – shutterstock.com
Cybersicherheits-Frameworks sind die Richtlinien, mit denen sich Unternehmen vor Cyberangriffen schützen. Ein typisches Framework beschreibt die notwendigen Schritte, um
verschiedene Cybersicherheitsrisiken zu adressieren, latente Schwachstellen aufzudecken und die digitale Verteidigung des Unternehmens allgemein zu verbessern. Jede entdeckte Sicherheitslücke zeigt an, dass umgehend Maßnahmen ergriffen werden müssen, um die Cyber-Resilienz wiederherzustellen und zu stärken.
Keri Pearlson, Dozentin und leitende Wissenschaftlerin an der MIT Sloan School of Management, erklärt, dass es viele Anzeichen dafür gibt, dass ein bestehendes Cybersicherheits-Framework überarbeitet werden muss. „Wenn Ihr Cybersicherheits-Framework in den letzten zwei Monaten nicht überprüft wurde, wenn Sie es nicht dynamisch aktualisiert haben oder wenn Ihr Team KI noch nicht in Ihre Cybersicherheitsstrategie integriert hat, sollten Sie Ihr Framework überprüfen und gegebenenfalls neu erstellen.“
Hier sind Warnzeichen, die darauf hindeuten, dass es Zeit für eine dringend notwendige Überarbeitung sein könnte:
1. Ein dynamischer Prozess zur Erkennung von Veränderungen
Der größte Fehler, so Pearlson, sei es, nicht zu erkennen, dass der aktuelle Plan veraltet ist oder schlichtweg nicht funktioniert. Sicherheitsvorfälle kommen vor, aber das bedeutet nicht zwangsläufig, dass die Cybersicherheitsstrategie komplett neu aufgebaut werden muss. Es zeigt jedoch, dass die überdacht und neugestaltet werden muss.
Eine cyber-resiliente Organisation aufzubauen, erfordere ein Umdenken, erläutert Pearlson. Der beste Ansatz ist ihrer Ansicht nach, einen dynamischen Prozess zu implementieren, der Veränderungen im Umfeld erkennt und einen Anpassungsprozess einleitet.
„Der Schlüssel liegt darin, den richtigen Erfassungs- und Reaktionsmechanismus zu haben – was wahrscheinlich eine Kombination aus Technologie und menschlichen Aktivitäten ist“, sagt sie. Zusätzlich merkt die Forscherin an, dass Technologie Veränderungen erfassen sowie Anomalien identifizieren könne, und dass Menschen beurteilen könnten, ob die Veränderung ein Risiko darstellt, das Aufmerksamkeit und Investitionen erfordert.
2. Einen erfolgreichen Cyberangriff erleben – egal, wie groß oder klein
Nichts verdeutliche die Schwächen eines Cybersecurity-Frameworks besser als ein Sicherheitsvorfall, erläutert Steven Bucher, CSO bei Mastercard. „Ich habe selbst erlebt, wie bereits ein kleiner Vorfall veraltete Protokolle oder Lücken in der Mitarbeiterschulung aufdecken kann“, erklärt er. „Wenn Ihr Sicherheitskonzept nicht mit den sich wandelnden Bedrohungen oder den sich ändernden Geschäftsanforderungen Schritt gehalten hat, ist es Zeit für eine Überarbeitung.“
Da sich Cyberbedrohungen ständig weiterentwickeln, hilft es laut Bucher, proaktiv zu bleiben, regelmäßige Überprüfungen durchzuführen und eine Kultur des Cybersicherheitsbewusstseins zu fördern. So ließen sich Probleme erkennen, bevor sie zu Krisen führen. „Letztendlich ist ein robustes und aktuelles Sicherheitskonzept der beste Weg, Ihr Unternehmen zu schützen und Vertrauen zu erhalten.“
3. Kontinuierliche Überwachung wird zur Herausforderung
Wenn Ihr Rahmenwerk eine kontinuierliche Überwachung nicht gewährleisten oder ein proaktives Risikomanagement nicht unterstützen kann, ist es an der Zeit, es an etablierten Standards auszurichten, wie dem NIST Cybersecurity Framework. Auch die Integration branchenspezifischer Compliance-Anforderungen sollte nach Bedarf neu aufgebaut werden, erklärt Dave Floyd, Vice President Cybersecurity Sales and Service bei Hughes Network Systems.
Floyd empfiehlt, beim Wiederaufbau eines Cybersicherheitsrahmens mit dem NIST-Rahmenwerk zu beginnen und dieses um branchenspezifische Compliance-Anforderungen zu ergänzen. Ein solcher Ansatz stelle sicher, dass Best Practices und regulatorische Verpflichtungen für das Gesundheitswesen, den Finanzsektor und andere Branchen umfassend berücksichtigt werden.
4. Der formale Framework-Review erfolgt nur alle paar Jahre
Wenn es in den letzten drei Jahren oder länger keine wesentlichen Änderungen an Ihrem Rahmenwerk gegeben hat, ist dies ein starkes Indiz dafür, dass es veraltet sein könnte, erklärt Sandra McLeod, CISO bei Zoom. „Die Cybersicherheitslandschaft hat sich rasant weiterentwickelt, insbesondere durch den Aufstieg generativer KI. Ihr Framework sollte diese Veränderungen widerspiegeln.“
McLeod empfiehlt daher alle zwei Jahre einen vollständigen Review, ergänzt durch eine Kurzprüfung in den Jahren dazwischen. „Dies trägt dazu bei, dass das Rahmenwerk mit den sich wandelnden Bedrohungen, geschäftlichen Veränderungen und regulatorischen Anforderungen Schritt hält.“
Idealerweise sollten Sicherheitsverantwortliche ihr Framework stets im Blick behalten. Außerdem sollten sie eine Liste mit Bereichen führen, die optimiert, vereinfacht oder präzisiert werden könnten, ergänzt die CISO. „Diese informellen Erkenntnisse sollten in die Gespräche während der kurzen Überprüfungen einfließen, um die kontinuierliche Verbesserung stets im Auge zu behalten.“
5. Sie jagen ständig Warnmeldungen hinterher, statt vorausschauend zu planen
Wenn sich Ihr Unternehmen permanent in einem reaktiven statt in einem proaktiven Zustand befindet, ist es laut Nima Baiati, Executive Director und General Manager für Commercial Software and Security Solutions bei Lenovo, an der Zeit, die Vorgehensweise zu überdenken.
Steckt das Unternehmen in einem Kreislauf fest, in dem ständig Warnmeldungen und Vorfälle abgearbeitet werden und Ereignisse erst im Nachhinein gemeldet werden, anstatt Bedrohungen vorherzusagen, Daten zu analysieren und strategisch zu planen? Dann sei es Zeit für eine Veränderung, rät er.
„Natürlich wird es weiterhin reaktive Situationen geben, aber wenn diese den Großteil der Kapazitäten des Tagesgeschäfts beanspruchen, ist es wahrscheinlich nur eine Frage der Zeit, bis schwerwiegendere Vorfälle auftreten.“
Baiati empfiehlt, zunächst ein fundiertes Verständnis der Risikobereitschaft und der Gesamtgeschäftsstrategie des eigenen Unternehmens zu entwickeln. „Richtig umgesetzte Sicherheit kann ein Wettbewerbsvorteil sein, da sie Betriebsunterbrechungen minimiert und das Vertrauen stärkt“, erklärt er. Finanzinstitute beispielsweise hätten eine geringe Risikobereitschaft und müssten unbedingt die Integrität ihrer Daten und ihren Ruf schützen. Ihre Geschäftsstrategie und ihre Sicherheit seien eng miteinander verknüpft.
Da Mitarbeitende heutzutage mobiler denn je sind, rückt das Thema Endpoint Security stärker in den Fokus der Netzwerksicherheit und muss in das Cybersicherheitskonzept integriert werden. „Um eine starke Endpunktsicherheit zu gewährleisten, sollten Unternehmen einen umfassenden, mehrschichtigen Ansatz verfolgen, der alle Aspekte ihrer digitalen Umgebung schützt – Firmware, Hardware, Software und die Lieferkette“, so Baiati. „Evaluieren Sie sowohl geräteinterne als auch Cloud-basierte KI-Anwendungen, um eine effektive Bedrohungserkennung und -abwehr in Echtzeit sicherzustellen.“
6. KRIs und KPIs entwickeln sich negativ
„Wenn Sie den Eindruck haben, dass sich wichtige Risikoindikatoren (Key Risk Indicators – KRIs) und wichtige Leistungsindikatoren (Key Performance Indicators – KPIs) sich unerwartet verschlechtern, sollten Sie Ihr Framework möglicherweise überdenken“, sagt Sameer Ansari, Leiter des Datenschutzteams bei der Wirtschaftsprüfungs-, Risiko- und Compliance-Beratung Protiviti.
Organisationen, die ihr Cybersicherheits-Framework lediglich als Checkliste benutzen, um Vorschriften einzuhalten und nicht als Instrument für fundierte Risikoentscheidungen betrachten, begeben sich in Gefahr, warnt Ansari. „Unternehmen sollten ihre wichtigsten Geschäftsziele und potenziellen Risiken berücksichtigen und das Framework unter diesem Gesichtspunkt anwenden.“
Viele Cybersicherheitsverantwortliche verstrickten sich beim Aufbau oder der Aktualisierung eines Frameworks in Benchmarking und Vergleichen mit anderen Unternehmen, anstatt sich auf die Bedürfnisse ihrer Organisation zu konzentrieren, so Ansari. Noch schlimmer sei die Annahme, Quantität schlage Qualität.
„Manche Sicherheitschefs versuchen, verschiedene Frameworks zu kombinieren und schaffen so ein unübersichtliches ‚Frankenstein-Framework‘, das sich nur schwer verwalten und weiterentwickeln lässt“, warnt er.
7. Sie verfolgen einen reinen Compliance-orientierten Ansatz
Ein häufiger Fehler vieler Sicherheitsverantwortlicher ist laut Daniel Tobok, CEO des Incident-Response-Unternehmens Cypfer, dass ein Framework entwickelt wird, welches primär darauf ausgelegt ist, „das Audit zu bestehen“, anstatt Geschäftsziele zu verfolgen. Ein rein Compliance-orientierter Ansatz klammere oft wichtige Beiträge von Nicht-IT-Stakeholdern aus, warnt er. Das führe typischerweise zu einem Framework, das zwar gut auf dem Papier aussieht, in der Praxis aber keinen wirksamen Schutz bietet.
Idealerweise sollte sich ein Cybersicherheitsrahmen kontinuierlich weiterentwickeln, wobei den Bereichen mit dem höchsten Risiko Priorität eingeräumt wird, rät Tobok. „Ein vollständiger Neuaufbau kann jedoch notwendig sein, wenn das bestehende Framework das Unternehmen nicht mehr effektiv schützt oder wenn die Kosten für inkrementelle Korrekturen den Nutzen übersteigen.“
Ein Neuaufbau sei auch unmittelbar nach grundlegenden Veränderungen im Unternehmen angezeigt, ergänzt er, beispielsweise bei neuen Geschäftsmodellen, geänderten regulatorischen Vorgaben oder erweiterten Bedrohungslandschaft. All dies könne dazu führen, dass das bestehende Framework veraltet oder unzureichend ist. (tf)
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Terraform Fundamentals Explained
Terraform transforms servers, networks, and applications into simple code files. It supports AWS, Azure, GCP, and any cloud or on-premises setup seamlessly. Define desired infrastructure using HCL syntax, run terraform plan to preview changes, then terraform apply to execute safely. Eliminate console clicking and manual scripting entirely.
Core advantages include Git-based version control, automatic drift detection, and reusable modules. Manages everything from basic VMs to complex DNS configurations. HashiCorp’s open-source CLI tool handles both low-level resources and high-level SaaS integrations.
Begin with terraform init to bootstrap, followed by plan for dry runs and apply for real changes. Terraform destroy provides clean teardown when needed.
Benefits of HashiCorp Terraform Training
Infrastructure as Code (IaC) reduces errors by 50-70% compared to manual processes. This certification validates foundational knowledge of workflows, state management, and modules—essential for cloud engineering roles. The 60-minute exam includes 57 questions with a 70% passing score at $70.50, valid for 2 years.
Significant advantages:
Predictable Modifications: Preview exact changes before implementation. Collaborative State Handling: Remote backends with locking prevent conflicts. Code Reusability: Modules from public registry accelerate development. Provider Agnostic: Single syntax across multiple cloud platforms. Complete Auditability: Git repositories track every infrastructure evolution. Organizations rely on these skills for rapid, secure scaling operations.
Detailed Training Curriculum
The 15-hour program offers flexible delivery: 15-hour online instructor-led public batches, 3-day classroom sessions, or 3-day corporate training. Covers integration with top 25 IaC tools.
Topic AreaKey SkillsEssential Commands/ToolsIaC FoundationsCore concepts and advantagesterraform init, plan Complete WorkflowWrite, validate, apply, destroy cyclesvalidate, fmt, taintState ManagementLocal vs. remote storage, locking mechanismsbackend configurationModule DevelopmentSourcing, inputs, outputsTerraform Registry, versioningProvider ConfigurationPlugins, multi-provider setupsAWS, Azure, GCP providersAdvanced FeaturesVariables, functions, drift correctionimport, refresh operations Includes real-world projects using Java, Python, and .NET microservices architectures.
Ideal Program Participants
Designed for cloud engineers, IT operations professionals, and developers new to IaC. Basic command-line familiarity suffices as a prerequisite.
Recommended profiles:
Operations teams standardizing repeatable infrastructure. Developers automating deployment environments. Architects enforcing consistent cloud patterns. Entry-level candidates targeting IaC positions. System requirements: Windows, Mac, or Linux with 2GB RAM minimum. Labs utilize AWS Free Tier or local virtual machines.
DevOpsSchool Program Superiority
DevOpsSchool dominates Terraform, DevOps, Ansible, and Kubernetes training landscapes. Lifetime Learning Management System (LMS) access delivers session recordings, detailed notes, presentation slides, step-by-step web tutorials, and comprehensive interview preparation kits. Instructors possess 10-15 years of verified industry experience following rigorous profile screening, technical assessments, and teaching demonstrations. Dedicated job forums provide ongoing support alongside 50+ interview question sets.
Competitive advantages:
FeaturesDevOpsSchoolCompetitorsLifetime LMS AccessFully IncludedTime-LimitedInterview Preparation50+ Comprehensive SetsLimited QuestionsReal-World ProjectsMicroservices End-to-EndBasic ExercisesTechnical SupportLifetime AvailabilityRestricted Duration Classroom venues available in Bangalore and Hyderabad; global online delivery through GoToMeeting.
Rajesh Kumar: Principal Program Mentor
Rajesh Kumar governs and mentors the HashiCorp Terraform training & certification program, leveraging over 20 years of expertise in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, Terraform, and multi-cloud Infrastructure as Code implementations. He has trained thousands across Bangalore and Pune on production multi-cloud Terraform deployments, sharing practical strategies like state locking to prevent conflicts and module composition for enterprise scalability. Rajesh draws from extensive experience optimizing AWS, Azure, and GCP infrastructures.
His instruction combines hands-on demonstrations with immediate query resolution. As lead instructor at DevOpsSchool, Rajesh integrates Terraform with advanced AWS/GCP laboratory environments for production-applicable outcomes.
Authentic Learner Testimonials
Participants deliver consistent outstanding feedback:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Pune (5.0) “Rajesh is a very good trainer. He resolved our queries effectively with hands-on examples.” – Indrayani, India (5.0) “Good training session on basic DevOps concepts. Working sessions were strong despite time constraints.” – Ravi Daur, Noida (5.0) “Very well organized training, helped understand DevOps concepts and tools in detail. Very helpful.” – Sumit Kulkarni, Software Engineer (5.0) “Thanks Rajesh, training was good. Appreciate the knowledge shared.” – Vinayakumar, Project Manager, Bangalore (5.0) Reviews maintain perfect 5.0 ratings, praising job readiness preparation.
Certification Examination Overview
Features 57 multiple-choice questions over 60 minutes requiring 70% passing score. No prerequisites; practice environments permitted during preparation. Domain breakdown: IaC concepts (12%), workflow (24%), state management (19%), modules (13%).
Examination DomainPercentagePreparation EmphasisIaC Principles12%Benefits and implementation patternsCore Workflow24%init/plan/apply/destroy sequencesState Operations19%Backends and locking configurationsModule Architecture13%Sourcing strategies and variables Extensive laboratory practice ensures exam readiness.
Career Trajectory Enhancement
Certified professionals secure Terraform Engineer and Cloud IaC Specialist positions. Complements Kubernetes certifications for advanced roles. Strong market demand drives competitive compensation packages.
Essential Terraform Terminology
Critical vocabulary: infrastructure as code principles, terraform init plan apply workflow, remote state backend, Terraform Module Registry, provider configurations, HCL declarative syntax, resource and data source management, input variables and outputs, configuration drift detection, remote state collaboration.
Conclusion and Overview
The HashiCorp Terraform training & certification program establishes foundational IaC proficiency for secure infrastructure management. Rajesh Kumar at DevOpsSchool delivers balanced theory, extensive hands-on labs, and practical projects spanning AWS, Azure, and GCP environments. Achieve certification confidence and code infrastructure effectively today.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
https://www.devopsschool.com/
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In a series of "quit quitting" spots, Apple Watch owners run away from a bed, a recliner, and a bar stool. Each spot includes a glimpse of the Apple Watch Workout app and messages that the device provides while running. The Apple Watch is able to provide updates on pace and activity segment, as well as alerts when activity rings are closed.
Each ad ends with the tagline "Don't Give In," and one ad also says that most people have quit their resolutions by January 9. Each ad is titled "Quit quitting with Apple Watch."
Apple has been sharing the ads on social media, and they've also been uploaded to YouTube Shorts. Tag: Apple Ads
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Matter integration has been available for the Roomba Combo 10 Max since earlier this year, but existing Roomba Plus 500 Combo, Roomba Max 700 Vac, and Roomba Max 700 Combo vacuums can get Matter support through a firmware update. Matter has not yet been re-added for the Roomba Combo J7 and J9.
Matter-enabled Roomba vacuums can be added to the Home app on devices running iOS 18.4 or higher, as long as a Home hub is available (Apple TV or HomePod). The Home app doesn't support the full suite of features available with robot vacuums, but basic commands are available. Vacuums can be set to vacuum and mop an entire home, or a specific room or area with Siri voice commands.
Once added to the Home app, a Roomba vacuum with Matter can be set to clean automatically with automations and can integrate with other HomeKit devices. You could, for example, set the Roomba to vacuum whenever you leave the house, or at a certain time. Automations can be triggered by presence, time, sensors, or when an accessory like a light is activated.
Apple added support for Matter-connected robot vacuums in iOS 18.4 earlier this year. Several companies have since come out with Matter options, including Roborock, Ecovacs, Switchbot, and Roomba.
iRobot's added Matter support comes as the company filed for Chapter 11 bankruptcy earlier in December. iRobot has been sold to Picea Robotics, a Chinese company that already manufactures some of the Roomba devices. The acquisition is expected to be completed by February 2026, and iRobot says there will be no disruption in app functionality, product support, or customer programs.
Going forward, iRobot will remain a private company owned by Picea, and the Roomba brand will continue with new models planned for the future.
(Thanks, Max!)Tags: HomeKit, Matter
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Image: Shutterstock, Younes Stiller Kraske.
In May 2024, we scrutinized the history and ownership of Stark Industries Solutions Ltd., a “bulletproof hosting” provider that came online just two weeks before Russia invaded Ukraine and served as a primary staging ground for repeated Kremlin cyberattacks and disinformation efforts. A year later, Stark and its two co-owners were sanctioned by the European Union, but our analysis showed those penalties have done little to stop the Stark proprietors from rebranding and transferring considerable network assets to other entities they control.
In December 2024, KrebsOnSecurity profiled Cryptomus, a financial firm registered in Canada that emerged as the payment processor of choice for dozens of Russian cryptocurrency exchanges and websites hawking cybercrime services aimed at Russian-speaking customers. In October 2025, Canadian financial regulators ruled that Cryptomus had grossly violated its anti-money laundering laws, and levied a record $176 million fine against the platform.
In September 2023, KrebsOnSecurity published findings from researchers who concluded that a series of six-figure cyberheists across dozens of victims resulted from thieves cracking master passwords stolen from the password manager service LastPass in 2022. In a court filing in March 2025, U.S. federal agents investigating a spectacular $150 million cryptocurrency heist said they had reached the same conclusion.
Phishing was a major theme of this year’s coverage, which peered inside the day-to-day operations of several voice phishing gangs that routinely carried out elaborate, convincing, and financially devastating cryptocurrency thefts. A Day in the Life of a Prolific Voice Phishing Crew examined how one cybercrime gang routinely abused legitimate services at Apple and Google to force a variety of outbound communications to their users, including emails, automated phone calls and system-level messages sent to all signed-in devices.
Nearly a half-dozen stories in 2025 dissected the incessant SMS phishing or “smishing” coming from China-based phishing kit vendors, who make it easy for customers to convert phished payment card data into mobile wallets from Apple and Google.
In January, we highlighted research into a dodgy and sprawling content delivery network called Funnull that specialized in helping China-based gambling and money laundering websites distribute their operations across multiple U.S.-based cloud providers. Five months later, the U.S. government sanctioned Funnull, identifying it as a top source of investment/romance scams known as “pig butchering.”
Image: Shutterstock, ArtHead.
In May, Pakistan arrested 21 people alleged to be working for Heartsender, a phishing and malware dissemination service that KrebsOnSecurity first profiled back in 2015. The arrests came shortly after the FBI and the Dutch police seized dozens of servers and domains for the group. Many of those arrested were first publicly identified in a 2021 story here about how they’d inadvertently infected their computers with malware that gave away their real-life identities.
In April, the U.S. Department of Justice indicted the proprietors of a Pakistan-based e-commerce company for conspiring to distribute synthetic opioids in the United States. The following month, KrebsOnSecurity detailed how the proprietors of the sanctioned entity are perhaps better known for operating an elaborate and lengthy scheme to scam westerners seeking help with trademarks, book writing, mobile app development and logo designs.
Earlier this month, we examined an academic cheating empire turbocharged by Google Ads that earned tens of millions of dollars in revenue and has curious ties to a Kremlin-connected oligarch whose Russian university builds drones for Russia’s war against Ukraine.
An attack drone advertised the website hosted on the same network as Russia’s largest private education company — Synergy University.
As ever, KrebsOnSecurity endeavored to keep close tabs on the world’s biggest and most disruptive botnets, which pummeled the Internet this year with distributed denial-of-service (DDoS) assaults that were two to three times the size and impact of previous record DDoS attacks.
In June, KrebsOnSecurity.com was hit by the largest DDoS attack that Google had ever mitigated at the time (we are a grateful guest of Google’s excellent Project Shield offering). Experts blamed that attack on an Internet-of-Things botnet called Aisuru that had rapidly grown in size and firepower since its debut in late 2024. Another Aisuru attack on Cloudflare just days later practically doubled the size of the June attack against this website. Not long after that, Aisuru was blamed for a DDoS that again doubled the previous record.
In October, it appeared the cybercriminals in control of Aisuru had shifted the botnet’s focus from DDoS to a more sustainable and profitable use: Renting hundreds of thousands of infected Internet of Things (IoT) devices to proxy services that help cybercriminals anonymize their traffic.
However, it has recently become clear that at least some of the disruptive botnet and residential proxy activity attributed to Aisuru last year likely was the work of people responsible for building and testing a powerful botnet known as Kimwolf. Chinese security firm XLab, which was the first to chronicle Aisuru’s rise in 2024, recently profiled Kimwolf as easily the world’s biggest and most dangerous collection of compromised machines — with approximately 1.83 million devices under its thumb as of December 17.
XLab noted that the Kimwolf author “shows an almost ‘obsessive’ fixation on the well-known cybersecurity investigative journalist Brian Krebs, leaving easter eggs related to him in multiple places.”
Image: XLab, Kimwolf Botnet Exposed: The Massive Android Botnet with 1.8 million infected devices.
I am happy to report that the first KrebsOnSecurity stories of 2026 will go deep into the origins of Kimwolf, and examine the botnet’s unique and highly invasive means of spreading digital disease far and wide. The first in that series will include a somewhat sobering and global security notification concerning the devices and residential proxy services that are inadvertently helping to power Kimwolf’s rapid growth.
Thank you once again for your continued readership, encouragement and support. If you like the content we publish at KrebsOnSecurity.com, please consider making an exception for our domain in your ad blocker. The ads we run are limited to a handful of static images that are all served in-house and vetted by me (there is no third-party content on this site, period). Doing so would help further support the work you see here almost every week.
And if you haven’t done so yet, sign up for our email newsletter! (62,000 other subscribers can’t be wrong, right?). The newsletter is just a plain text email that goes out the moment a new story is published. We send between one and two emails a week, we never share our email list, and we don’t run surveys or promotions.
Thanks again, and Happy New Year everyone! Be safe out there.
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You can get the 42mm GPS Apple Watch Series 11 for $299.00, down from $399.00, and the 46mm GPS model for $329.00, down from $429.00. On Amazon, you'll find three of the 42mm GPS models on sale at this all-time low price, and three of the 46mm GPS models on sale.
$100 OFFApple Watch Series 11 (42mm GPS) for $299.00
$100 OFFApple Watch Series 11 (46mm GPS) for $329.00
If you're shopping for cellular models, you can find record low prices on multiple models this week on Amazon. The 42mm cellular Apple Watch Series 11 has hit $399.00, down from $499.00, and the 46mm cellular model has hit $429.00, down from $529.00.
$100 OFFApple Watch Series 11 (42mm Cell) for $399.00
$100 OFFApple Watch Series 11 (46mm Cell) for $429.00
Head to our full Deals Roundup to get caught up with all of the latest deals and discounts that we've been tracking over the past week.
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
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The foldable iPhone is going to be smaller than any current iPhone when it's closed, and it'll be shorter than Samsung's Galaxy foldables. Rumors suggest it'll be somewhere around 5.4 inches, which would make it as small as the now-discontinued iPhone 13 mini.
When open, the iPhone Fold will be somewhere around 7.6 inches. It'll be smaller than the iPad mini, but the display will be larger than any iPhone to date. The iPhone Fold will be short and wide, for a book-like form factor and usage experience with a 4:3 aspect ratio.
We don't know the dimensions of the foldable iPhone yet, and rumors vary somewhat, so the 3D print isn't an exact representation of the device that Apple has in the works. The 3D model was based on a mockup created by MacRumors reader iZac, who based his design on rumors that were circulating in May. He mocked up a 5.49-inch display when the iPhone is closed, and a 7.76-inch display when it's open. There are no sizing rumors that are significantly off from those figures, but we've heard 5.3 to 5.5 inches for the outer (closed) display, and 7.6 to 7.8 inches for the inner (open) display.
iZac's design also uses a 4.8mm thickness for the device when it's unfolded, and rumors about thickness vary too. It could be 4.8mm, or it could be as thin as 4.5mm.
The hinge on the 3D print is just a stand-in, because we don't know what Apple's hinge will look like. Rumors suggest that Apple spent a lot of time and effort creating a hinge that will make the crease between the two halves of the device almost invisible. We also don't know what the camera area will look like.
Even though the 3D print isn't a spot on representation of the device that Apple is planning to launch, it's close enough to the rumors to provide a good idea of how the iPhone Fold will look and feel in the hand.
Do you plan to get an iPhone Fold? Let us know in the comments below.Tag: Foldable iPhone
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The application follows a decision in October by the UK Competition Appeal Tribunal (CAT), which concluded that Apple abused its dominant position by charging excessive commissions on App Store purchases between 2015 and 2024. The tribunal found that Apple's control over app distribution on iPhones and iPads allowed it to impose commission rates of up to 30% that were higher than would have prevailed in a competitive market, resulting in consumer harm estimated to be worth £1.5 billion.
The case was raised as a collective action on behalf of approximately 36 million British consumers. Under UK collective proceedings law, eligible consumers are automatically included unless they opt out, meaning that anyone in the UK who made App Store purchases during the relevant period could be entitled to compensation if the ruling stands.
In its judgment, CAT said Apple should have charged lower commissions, estimating that rates of around 17.5% on app sales and 10% on in-app purchases would have been more appropriate. The tribunal acknowledged that this assessment relied on "informed guesswork" based on the evidence presented.
Apple strongly disputes that approach. After the October ruling, the company sought permission from CAT to appeal, but the tribunal refused in November, concluding that Apple had not met the legal threshold to challenge its decision. Apple has now applied directly to the Court of Appeal, which has the authority to grant permission even where CAT has declined.
Apple said it disagrees with the ruling and argues that the tribunal took a flawed view of the app economy. In a previous statement responding to the decision, the company said the App Store operates in a "thriving and competitive app economy" and provides developers and consumers with security, privacy protections, and access to a large marketplace. Apple also noted that most developers now pay a reduced 15% commission and that the App Store facilitated more than $55 billion in sales in the UK last year.
If Apple's appeal is rejected and the ruling is upheld, the £1.5 billion award will be distributed among eligible UK consumers, with individual payouts likely to be relatively small but collectively significant. Tags: Apple Antitrust, United Kingdom
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While the United States will still apply new tariffs on semiconductor imports from China, the effective tariff rate will be set at zero for approximately 18 months, according to a Federal Register filing (via CNBC). The tariff rate will increase on June 23, 2027, with the specific percentage to be announced at least 30 days in advance.
For Apple, the decision removes the near-term risk of higher import costs on a wide range of chips used across its products. While Apple designs its own A-series and M-series processors, which are manufactured by Taiwan Semiconductor Manufacturing Company in Taiwan, the company continues to rely on China-based suppliers for many other semiconductor components, including power management integrated circuits, display driver chips, connectivity controllers, and various supporting logic chips embedded throughout its devices. Many of those components would fall within the scope of the China-specific semiconductor tariff once the rate increases in 2027.
Although the tariff is technically being imposed immediately, the zero percent rate functions as a delay mechanism rather than a suspension. This preserves the legal and regulatory framework needed to raise tariffs at a later date, reducing immediate trade friction while retaining leverage in future negotiations, and provides clarity to firms like Apple amid long-term supply chain decisions.
The timing is particularly significant for Apple because of its ongoing efforts to diversify manufacturing and sourcing beyond China. Apple previously faced concerns about a potential 100% semiconductor import tariff. In August, Apple committed $600 billion toward domestic manufacturing and infrastructure efforts.Tags: China, United States
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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.
This is 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.
$600 OFFSamsung Year End Sale
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.
TVs
55-inch QLED QEF1 Smart TV - $359.99, down from $599.99
55-inch QLED Q7F Smart TV - $399.99, down from $529.99
55-inch QLED Q8F Smart TV - $699.99, down from $749.99
75-inch Vision AI Smart TV - $649.99, down from $1,199.99
50-inch The Frame - $999.99, down from $1,099.99
75-inch Neo QLED QN70F Smart TV - $999.99, down from $1,599.99
65-inch The Frame - $1,599.99, down from $1,799.99 (extra $100 off available through offer programs)
55-inch OLED S95F Smart TV - $1,999.99, down from $2,299.99
75-inch The Frame Pro - $2,699.99, down from $3,199.99
85-inch The Frame Pro - $3,799.99, down from $4,299.99 (extra $660 off available through offer programs)
85-inch Neo QLED QN90F Smart TV - $2,999.99, down from $4,499.99
Monitors
27-inch Odyssey G3 Monitor - $159.99, 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
27-inch Odyssey OLED G6 Gaming Monitor - $649.99, down from $899.99
49-inch Odyssey G9 Gaming Monitor - $777.99, down from $1,299.99
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
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 - $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.
Deals Newsletter
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Related Roundup: Apple Deals
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The Apple Developer Academy in Detroit launched in 2021 in partnership with Michigan State University. The tuition-free program offers a 10-month course focused on building apps for Apple platforms, providing students with MacBooks, iPhones, mentorship, and monthly stipends intended to cover living costs. The academy has welcomed over 1,700 students since 2021, with about 600 completing the 10-month program.
An investigation by WIRED found that nearly $30 million has been spent on the academy over four years, equating to roughly $20,000 per student. Previously undisclosed records show Apple contributed about $11.6 million, while more than $8.5 million came directly or indirectly from Michigan taxpayers, including state funding used to provide student stipends. Additional funding was supplied by private philanthropy, including the Gilbert Family Foundation.
Academy officials told WIRED that about 71% of graduates from the past two years moved into full-time employment across various industries, a figure broadly in line with many coding boot camps but below outcomes reported by some traditional computer science degree programs. Apple and the university declined to release detailed graduate employment data, despite requirements from one funder that such data be collected.
Student experiences have varied. Some graduates credited the academy with exposing them to technology careers and building confidence, while others said the Apple-centric curriculum and limited stipends left them struggling financially and unprepared for the broader job market. One former student told WIRED that many participants relied on food assistance, while another said recent stipend reductions forced students to juggle multiple side jobs.
A senior director at Apple who oversees the Detroit program and 17 other Apple Developer Academies worldwide, said increasing student financial support is a continuing priority and that the academy is designed to build broadly applicable skills such as teamwork, research, and technology literacy rather than train students for a single job outcome. The academy takes credit for 62 apps and 13 businesses.
He added that the curriculum is frequently adjusted in response to student demand and technological change, noting that workshops were added when students expressed interest in developing apps for the Apple Vision Pro and Apple TV, and that generative AI tools are now incorporated into coursework, provided students can fully explain the code they produce, with alumni also able to access ongoing virtual instruction focused on AI.Tags: Apple Developer Academy, Michigan
This article, "Apple's Developer Academy Faces Funding and Outcome Questions" first appeared on MacRumors.com
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The cyberattack may have compromised sensitive production-line information and manufacturing data linked to Apple, and the scope of the breach and its operational impact is unclear. Sources quoted by DigiTimes indicate that the issue has been addressed, but that internal evaluations are ongoing to determine whether there were losses or disruptions tied to the incident. The specific company targeted has not been disclosed.
Clients such as Apple typically initiate internal risk assessments to determine the severity of such breaches, the type and volume of data exposed, and whether remediation measures implemented by the supplier are sufficient. Decisions about whether to adjust production orders are said to depend on the outcome of those assessments rather than being automatic responses to an incident due to supply chain complexity. The report added that, in most cases, companies prefer to require suppliers to strengthen cybersecurity infrastructure and tighten internal controls instead of immediately reallocating production. Tag: DigiTimes
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Certification Scope Overview
This certification centers on DevOps practices within Google Cloud. Key areas include site reliability engineering (SRE), continuous integration/continuous delivery (CI/CD) pipelines, comprehensive monitoring, and effective cost management strategies. Participants master tools such as Cloud Build for continuous integration, Cloud Deploy for continuous delivery, and Artifact Registry for secure artifact storage. The program maintains balance between rapid releases and consistent service reliability.
Training involves practical work with Kubernetes Engine (GKE), Compute Engine instances, and serverless Cloud Run deployments. Additional coverage includes incident troubleshooting, proactive alerting mechanisms, and conducting blameless postmortems for continuous improvement. These skills directly apply to production environments where service interruptions carry significant business impact.
Key Reasons for Google Cloud Professional Engineer Certification
Cloud operations teams require specialists capable of delivering features quickly while preventing outages. This credential validates comprehensive expertise in SRE methodologies and full lifecycle pipeline management. Organizations achieve substantial reductions in incident response times and smoother scaling operations. Google reports that certified professionals significantly accelerate mean time to recovery (MTTR).
Primary benefits include:
Dependable Deployment Processes: Implement CI/CD workflows with automated testing and controlled rollouts. Intelligent Observability: Configure alerts, structured logging, and metrics to detect anomalies early. Resource Efficiency: Apply optimization techniques and spending visibility for controlled cloud expenditures. Collaborative Practices: Adopt SRE principles that align development and operations objectives effectively. Professional Validation: Demonstrates 3+ years of relevant experience, often leading to 20% salary increases. More than 10,000 learners have utilized this preparation pathway for successful interview outcomes.
Comprehensive Training Structure
The 50-60 hour curriculum incorporates over 100 laboratory assignments, real-world scenario projects, and 250+ targeted interview questions. Training simulates complete environments from initial code commit through production monitoring.
Topic AreaPrimary EmphasisCore TechnologiesSRE FoundationsService Level Indicators (SLIs), Service Level Objectives (SLOs), error budgetsCloud Monitoring, Cloud LoggingCI/CD ImplementationBuild automation, deployment orchestration, testing integrationCloud Build, Cloud Deploy Infrastructure as CodeDeclarative provisioning, configuration managementTerraform integration, GKE, Compute EngineObservability StackLogging aggregation, distributed tracing, alerting policiesCloud Operations SuitePerformance TuningService optimization, cost allocation strategiesResource rightsizing, autoscaling configurationsIncident ManagementRoot cause analysis, postmortems, recovery proceduresBlameless culture implementation Lifetime access to Learning Management System (LMS) provides session recordings, presentation slides, detailed notes, and supplementary materials.
Target Audience Profile
Suitable for experienced IT professionals, recent graduates, and DevOps enthusiasts. One year of Google Cloud exposure provides helpful context, though content begins at foundational levels.
Ideal candidates:
DevOps engineers responsible for pipeline development and maintenance. Site Reliability Engineers (SREs) focused on service availability. Cloud architects designing scalable infrastructures. Entry-level professionals pursuing Google Cloud credentials. Compatible across Windows, Mac, and Linux platforms requiring minimum 2GB RAM. Laboratory guidance supports AWS environments for supplementary practice.
DevOpsSchool Training Excellence
DevOpsSchool establishes leadership in Google Cloud, DevOps, SRE, and Kubernetes certification programs. Lifetime LMS access encompasses session recordings, comprehensive notes, presentation slides, step-by-step tutorials, and dedicated interview preparation kits. Curriculum development draws from 200+ years of collective industry experience and analysis of 10,000+ global job descriptions. All instructors undergo rigorous profile screening, technical evaluation, and teaching demonstrations.
Distinguishing advantages over competitors:
FeaturesDevOpsSchoolOther ProvidersLifetime LMS AccessComplete InclusionTime-RestrictedLaboratory Assignments100+ Comprehensive LabsLimited ExercisesInterview Preparation250+ Targeted QuestionsBasic MaterialsInstructor Experience10-15 Years Industry AverageVariable Qualifications Available formats include online instructor-led sessions, classroom training in Hyderabad and Bangalore, with group discounts for teams.
Rajesh Kumar: Expert Program Mentor
Rajesh Kumar oversees and personally mentors the Google Cloud Professional Engineer program, bringing over 20 years of specialized expertise in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and multi-cloud architectures. He has successfully trained thousands of professionals at enterprises including Nokia and Verizon, implementing production-grade GKE pipelines, advanced monitoring solutions, and autoscaling architectures. Rajesh delivers practical insights from real-world scenarios such as rapid incident recovery through automated alerting and cost optimization via intelligent resource management.
His instruction methodology emphasizes live demonstrations, immediate query resolution, and direct application of concepts. As primary leader at DevOpsSchool, Rajesh integrates SRE best practices with modern CI/CD pipelines to produce immediately actionable professional competencies.
Verified Learner Testimonials
Participants provide consistent high praise for program effectiveness:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Pune (5.0) “Rajesh is a very good trainer. He resolved our queries effectively with hands-on examples.” – Indrayani, India (5.0) “Good training session on basic DevOps concepts. Working sessions were strong despite time constraints.” – Ravi Daur, Noida (5.0) “Very well organized training, helped understand DevOps concepts and tools in detail. Very helpful.” – Sumit Kulkarni, Software Engineer (5.0) “Thanks Rajesh, training was good. Appreciate the knowledge shared.” – Vinayakumar, Project Manager, Bangalore (5.0) Feedback consistently achieves perfect 5.0 ratings, emphasizing practical readiness and exceptional instruction quality.
Examination Specifications and Preparation
The certification exam features 50-60 questions delivered over 120 minutes, requiring 70% passing score at $200 USD cost. Content distribution includes SRE practices (25%), CI/CD implementation (20%), monitoring and logging (30%). Format combines multiple-choice and select-all-that-apply question types. Credential validity spans 2 years.
Examination DomainWeightingPreparation RecommendationsSRE Methodologies25%Master SLO/SLI definitions and postmortem processesCI/CD Workflows20%Practice complete Cloud Build pipeline configurationsMonitoring Solutions30%Build custom dashboards and alerting policiesService Optimization12%Implement cost management and performance tuning Comprehensive mock examinations included in preparation kit.
Professional Career Advancement
Certified individuals secure positions as DevOps Engineers and SREs at leading organizations including Cognizant and HCL. Certification complements Kubernetes Administrator credentials for senior architecture roles. Market demand remains strong with competitive salary structures.
Critical Google Cloud Terminology
Essential vocabulary mastery: SRE methodologies, CI/CD pipeline orchestration, Cloud Build automation, GKE cluster management, SLO/SLI frameworks, error budget management, Cloud Monitoring integration, Artifact Registry security, Cloud Deploy progression, service performance optimization.
Conclusion and Overview
The Google Cloud Professional Engineer certification equips professionals with comprehensive SRE, CI/CD, and monitoring expertise essential for Google Cloud operations. Under Rajesh Kumar’s mentorship at DevOpsSchool, participants gain production-ready skills through extensive labs and real-world projects spanning complete application lifecycles. Pursue this pathway today to accelerate cloud DevOps proficiency and career progression.
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Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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GitOps Explained Simply
GitOps treats Git as the main truth for Kubernetes environments. Tools such as Flux or Argo CD constantly monitor Git repositories and automatically update clusters with any changes. Deployments become declarative—you define the desired state in Git, and tools make it happen without manual intervention. Say goodbye to direct kubectl commands or emergency SSH logins into clusters.
Core principles include pull-based updates, complete version history, and automatic drift correction. Developers simply commit to Git, while operations teams avoid direct cluster access. This approach eliminates the classic “it works on my machine” issues even for infrastructure.
Getting started involves creating a Git repository filled with YAML manifests. GitOps operators then continuously reconcile the cluster state to match exactly what lives in Git.
Benefits of GitOps Essential Training
Modern cloud-native teams require rapid yet secure deployments. This training equips you with GitOps workflows that reduce deployment errors by up to 90%. Certifications like CGOA validate your mastery of core concepts, tools, and best practices.
Major advantages:
Full Version Control: Easy rollbacks and clear audit trails for every change. Automated Deployments: Commit to Git, and clusters update themselves reliably. Drift Detection and Healing: Tools identify unauthorized changes and restore desired state instantly. Enhanced Security: No need for direct cluster access by team members. Multi-Cluster Management: Manage multiple environments from a single Git repository. Leading companies like Intuit and NVIDIA rely on GitOps for massive scale. It accelerates CI/CD pipelines dramatically.
Detailed Training Structure
The comprehensive 40-hour program offers flexible formats: online instructor-led, 5-day classroom, or corporate batches. Hands-on labs consume 50% of time using AWS-hosted Kubernetes clusters.
TopicWeightingPractical EmphasisGitOps Fundamentals5%Identifying common problems and core conceptsTool Installation10%Setting up Flux and Helm operatorsWorkflow Demonstrations25%Live demos using Weave GitOpsLab Exercises50%Real AWS Kubernetes deployments and troubleshootingAssessments & Projects10%Scenario-based evaluations and final projects Training integrates Helm for package management and Flux for continuous synchronization. Concludes with a multiple-choice exam to certify knowledge.
Ideal Participants for Training
Perfect for DevOps engineers, SREs, and developers working in Kubernetes ecosystems. Basic Kubernetes familiarity helps, but no advanced Git expertise required.
Recommended audiences:
Application developers seeking Git-driven deployments. Operations professionals eliminating manual interventions. Solution architects designing continuous delivery pipelines. Beginners exploring GitOps operators and tools. Compatible with Windows, Mac, or Linux systems needing minimum 2GB RAM and 20GB storage. Practice on AWS Free Tier or local VMs.
Why DevOpsSchool Excels
DevOpsSchool leads in GitOps, Kubernetes, DevSecOps, SRE, and cloud-native certifications. Lifetime Learning Management System (LMS) access includes session recordings, detailed notes, presentation slides, step-by-step web tutorials, and comprehensive interview preparation kits. Programs feature real-world projects, dedicated job forums, and attractive group discounts. Deep coverage of Argo CD, Flux, and Helm integrations.
Superior features compared to competitors:
FeaturesDevOpsSchoolOthersLifetime LMS AccessIncludedTime-LimitedFull AWS LabsComplete EnvironmentsBasic SimulationsInterview PreparationDedicated Kits & ForumsMinimal SupportInstructor Qualifications10-15 Years Industry ExperienceVariable Backgrounds Offers 5-day corporate training, public batches, and virtual sessions via GoToMeeting platform.
Rajesh Kumar: Program Mentor
Rajesh Kumar governs and mentors the GitOps Essential Training, leveraging over 20 years of expertise in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, GitOps, and multi-cloud platforms. He has trained thousands of professionals at enterprises including Verizon and Nokia, implementing production Flux and Argo CD pipelines that handle enterprise-scale deployments. Rajesh specializes in practical solutions for common challenges like configuration drift, multi-environment synchronization, and secure progressive rollouts.
His teaching emphasizes live demonstrations, real-world troubleshooting, and immediate query resolution. As principal leader at DevOpsSchool, he integrates GitOps with Infrastructure as Code (IaC) practices for immediately applicable production outcomes.
Authentic Student Testimonials
Participants consistently praise the hands-on approach:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Pune (5.0) “Rajesh is a very good trainer. He resolved our queries effectively with hands-on examples.” – Indrayani, India (5.0) “Good training session on basic DevOps concepts. Working sessions were strong despite time constraints.” – Ravi Daur, Noida (5.0) “Very well organized training, helped understand DevOps concepts and tools in detail. Very helpful.” – Sumit Kulkarni, Software Engineer (5.0) “Thanks Rajesh, training was good. Appreciate the knowledge shared.” – Vinayakumar, Project Manager, Bangalore (5.0) Ratings achieve perfect 5.0 scores, highlighting practical readiness and instructor excellence.
Certification Exam Preparation
Target certifications like Certified GitOps Associate (CGOA): 90-minute exam requiring 60% passing score, covering terminology (20%), principles (30%), patterns (20%), and tools (14%). Training provides aligned mock exams and scenario projects.
Exam DomainPercentageKey Preparation FocusGitOps Principles30%Declarative deployments, pull-based modelTooling & Operators14%Flux, ArgoCD implementationImplementation Patterns20%Rollouts, multi-cluster management DevOpsSchool also awards DevOps Certified Professional (DCP) based on projects, assignments, and evaluations—industry-recognized credential.
Career Acceleration Opportunities
Graduates secure roles as GitOps Engineers, Platform SREs, or Kubernetes Platform Architects. Salaries increase significantly amid surging Kubernetes demand. Complements Certified Kubernetes Administrator (CKA) for senior positions. Technology leaders actively recruit for continuous delivery automation expertise.
Essential GitOps Keywords Mastery
Strengthen expertise with: declarative configurations, state reconciliation, drift detection, Flux operator, Helm chart releases, pull-based deployments, Git single source of truth, Kubernetes IaC, Argo CD synchronization, progressive delivery patterns.
Conclusion and Overview
The GitOps Essential Training transforms Git repositories into the authoritative brain for secure, automated Kubernetes deployments. Mentored by Rajesh Kumar at DevOpsSchool, the program delivers 50% hands-on labs with Flux and Helm, building production-ready continuous delivery skills. Enroll today to streamline your GitOps journey and elevate cloud-native operations.
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Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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The vulnerability enables unauthenticated remote code execution through React Server Components, allowing attackers to execute arbitrary code on affected servers via a crafted request. In other words, a foundational web framework feature quietly became an initial access vector.
What followed was a familiar but increasingly compressed sequence. Within hours of disclosure, multiple security firms confirmed active exploitation in the wild. Google’s Threat Intelligence Group (GTIG) and AWS both reported real-world abuse, collapsing the already-thin gap between vulnerability awareness and compromise.
“React2Shell is another reminder of how fast exploitation timelines have become,” said Nathaniel Jones, field CISO at Darktrace. “The CVE drops, a proof-of-concept is circulating, and within hours you’re already seeing real exploitation attempts.”
That speed matters because React Server Components are not a niche feature. They are embedded into default React and Next.js deployments across enterprise environments, meaning organizations inherited this risk simply by adopting mainstream tooling.
Different reports add new signals
While researchers agreed on the root cause, multiple individual reports have emerged, sharpening the overall picture.
For instance, early analysis by cybersecurity firm Wiz demonstrated how easily an unauthenticated input can traverse the React Server Components pipeline and reach dangerous execution paths, even in clean, default deployments. Unit 42 has expanded on this by validating exploit reliability across environments and emphasizing the minimal variation attackers needed to succeed.
Google and AWS have added operational context by confirming exploitation by multiple threat categories, including state-aligned actors, shortly after disclosure. That validation moved React2Shell out of the “potentially exploitable” category and into a confirmed active risk.
A report from Huntress has shifted focus by documenting post-exploitation behavior. Rather than simple proof-of-concept shells, attackers were observed deploying backdoors and tunneling tools, signalling that React2Shell was already being used as a durable access vector rather than a transient opportunistic hit, the report noted.
However, not all findings amplified urgency. Patrowl’s controlled testing showed that some early exposure estimates were inflated due to version-based scanning and noisy detection logic.
Taken together, the research painted a clearer, more mature picture within days (not weeks) of disclosure.
What the research quickly agreed on
Across early reports from Wiz, Palo Alto Networks’ Unit 42, Google AWS, and others, there was a strong alignment on the core mechanics of React2Shell. Researchers independently confirmed that the flaw lives inside React’s server-side rendering pipeline and stems from unsafe deserialization in the protocol used to transmit component data between client and server.
Multiple teams confirmed that exploitation does not depend on custom application logic. Applications generated using standard tools were vulnerable by default, and downstream frameworks such as Next.js inherited the issue rather than introducing it independently. That consensus reframed React2Shell from a “developer mistake” narrative into a framework-level failure with systemic reach.
This was the inflection point. If secure-by-design assumptions no longer hold at the framework layer, the defensive model shifts from “find misconfigurations” to “assume exposure.”
Speed-to-exploit as a defining characteristic
One theme that emerged consistently across reports was how little time defenders had to react. Jones said Darktrace’s own honeypot was exploited in under two minutes after exposure, strongly suggesting attackers had automated scanning and exploitation workflows ready before public disclosure. “Threat actors already had scripts scanning for the vulnerability, checking for exposed servers, and firing exploits without any humans in the loop,” he said.
Deepwatch’s Frankie Sclafani framed this behavior as structural rather than opportunistic. The rapid mobilization of multiple China-linked groups, he noted, reflected an ecosystem optimized for immediate action. In that model, speed-to-exploit is not a secondary metric but a primary measure of operational readiness. “When a critical vulnerability like React2Shell is disclosed, these actors seem to execute pre-planned strategies to establish persistence before patching occurs,” he said.
This matters because it undercuts traditional patch-response assumptions. Even well-resourced enterprises rarely patch and redeploy critical systems within hours, creating an exposure window that attackers now reliably expect.
What exploitation looked like in practice
Almost immediately after the December 3 public disclosure of React2Shell, active exploitation was observed by multiple defenders. Within hours, automated scanners and attacker tools probed internet-facing React/Next.js services for the flaw.
Threat intelligence teams confirmed that China-nexus state-aligned clusters, including Earth Lumia and Jackpot Panda, were among the early actors leveraging the defect to gain server access and deploy follow-on tooling. Beyond state-linked activity, reports from Unit42 and Huntress detailed campaigns deploying Linux backdoors, reverse proxy tunnels, cryptomining kits, and botnet implants against exposed targets. This was a sign that both espionage and financially motivated groups are capitalizing on the bug.
Data from Wiz and other responders indicates that dozens of distinct intrusion efforts have been tied to React2Shell exploitation, with compromised systems ranging across sectors and regions. Despite these confirmed attacks and public exploit code circulating, many vulnerable deployments remain unpatched, keeping the window for further exploitation wide open.
The lesson React2Shell leaves behind
React2Shell is ultimately less about React than about the security debt accumulating inside modern abstractions. As frameworks take on more server-side responsibility, their internal trust boundaries become enterprise attack surfaces overnight.
The research community mapped this vulnerability quickly and thoroughly. Attackers moved even faster. For defenders, the takeaway is not just to patch, but to reassess what “default safe” really means in an ecosystem where exploitation is automated, immediate, and indifferent to intent.
React2Shell is rated critical, carrying a CVSS score of 10.0, reflecting its unauthenticated remote code execution impact and broad exposure across default React Server Components deployments. React maintainers and downstream frameworks such as Next.js have released patches, and researchers broadly agree that affected packages should be updated immediately.
Beyond patching, they warn that teams should assume exploitation attempts may already be underway. Recommendations consistently emphasize validating actual exposure rather than relying on version checks alone, and actively hunting for post-exploitation behavior such as unexpected child processes, outbound tunneling traffic, or newly deployed backdoors. The message across disclosures is clear: React2Shell is not a “patch when convenient” flaw, and the window for passive response has already closed.
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Understanding FinOps Basics
FinOps mixes finance, technology, and operations to manage cloud bills wisely. It uses stages like inform, optimize, and operate to monitor, reduce waste, and predict ahead. Teams collaborate instead of working alone, with tools giving clear spending views. This solves cloud bill shocks from AWS, Azure, or GCP.
Main concepts include cost sharing, predictions, and rules. Begin by tagging items to track usage. It moves from stiff budgets to flexible ones based on actual needs.
Reasons to Earn FinOps Foundation Certification
Cloud adoption rises but bills surprise companies. This certification builds skills to find waste soon and save up to 30% on expenses. It connects finance experts with IT for quicker, better choices.
Strong gains:
Clear Cost Tracking: Watch spend live, stop overruns. Team Connection: Finance and tech share goals. Waste Reduction: Adjust sizes, end unused items. Solid Planning: Predict bills, build right budgets. Firm Rules: Oversight keeps spending safe. Businesses stay nimble without added costs. Matches growing cloud demands.
Training Topics Overview
The 5-day program teaches main FinOps abilities with 50% practical labs.
TopicMain AreaTools/MethodsFinOps StartIdeas, stagesInform, Optimize, Operate Cost SharingTags, chargebackShowback waysBudget & PredictPlan typesUse patternsImprovementSize adjust, savingsReserved, spotRulesPolicies, reportsDashboards, warningsReportsDashboards, goalsCloud bill tools Demos take 25%, tests 10%. Practices safely on AWS.
Best Fit for Enrollment
Good for finance, IT, ops handling cloud money. FinOps workers, bookkeepers, techs suit well.
Groups to join:
Finance watching cloud bills. IT bosses cutting extra. Techs improving items. Heads planning cloud rise. Basic cloud knowledge enough, no deep tech. Fine for AWS, Azure folks.
DevOpsSchool Program Strengths
DevOpsSchool excels in FinOps, DevOps, SRE, Kubernetes programs. Lifetime LMS provides recordings, notes, slides, guides, job prep kits. AWS labs for practice, forums for aid. Teaches cloud money tools, job news too.
Outshines rest:
FeaturesDevOpsSchoolOthersLifetime LMSYesShortAWS LabsCompleteSimpleJob KitFreePaidHelpAlwaysBrief 5-day group sessions, easy times.
Time tables match areas:
DayISTPSTESTMon-Thu9-11 PM7:30-9:30 AM10:30 AM-12:30 PMFri-Sun9-11 AM7:30-9:30 PM before10:30 PM-12:30 AM Rajesh Kumar Leads Training
Rajesh Kumar directs FinOps Foundation Certification with over 20 years in DevOps, cloud, SRE. Taught thousands at IBM, Nokia about saving costs. He ties tech picks to money wins, such as 30% cuts through tags.
Simple demos, fast help loved. Manages DevOpsSchool, joins FinOps with Kubernetes, code infra for true outcomes.
Learner Reviews Speak
True comments:
“Interactive, Rajesh grew confidence.” – Abhinav Gupta (5.0) “Fixed questions quick, fine examples.” – Indrayani (5.0) “Solid starts, practice good.” – Ravi Daur (5.0) “Planned well, tools easy.” – Sumit Kulkarni (5.0) “Spot-on info.” – Vinayakumar (5.0) 5-stars often for ready value.
Test and Badge Info
Ready for FinOps Certified Practitioner: choice questions on cycle, tools. Pass proves cloud money know-how, lasts years. Program tests prepare fully.
Ready StepShareAdviceIdeas10%Stages checkLabs50%Tool workTasks10%Predict make Online badge for sites.
Job Doors Unlock
Badge holders take FinOps Analyst, Cloud Money Boss jobs. Earnings grow with cloud rise. Matches AWS badges for top spots. Tech, money fields hire soon.
Main FinOps Terms
Learn well: cloud cost sharing, predict ways, size adjust, chargeback, showback, saved spots, savings deals, tag plans, budget warnings, rule setups.
Conclusion and Overview
The FinOps Foundation Certification readies you to handle cloud money with wise steps. Rajesh Kumar at DevOpsSchool brings practice in sharing, improving, rules. Begin cutting costs and rising now.
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Phone & WhatsApp (India): +91 7004 215 841
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Understanding Istio and Envoy Basics
Istio serves as a service mesh layer positioned between your application services. It centralizes control over traffic routing, security measures, and data collection. Envoy, its core proxy, operates as a sidecar container within each pod to manage and observe service communications.
This configuration offers detailed insights into application performance that go beyond standard cluster monitoring. You gain access to metrics, logs, and traces for quick issue identification. Essential capabilities encompass traffic splitting for testing, zero-trust security via mTLS, and automatic retries for better reliability.
Benefits of ISTIO Envoy Certification Training
Microservices deliver speed yet introduce networking and security challenges. This training equips you to address those issues effectively, positioning you as a key player in cloud-native teams. Professionals with certification manage production service meshes, reducing outages and ensuring regulatory compliance.
It demonstrates expertise in Istio’s control plane, such as Istiod for configurations, and Envoy for data plane operations. As organizations adopt Kubernetes more widely, opportunities arise in roles like service mesh engineer with competitive salaries. Certifications typically remain valid for about two years, similar to ICA standards, promoting ongoing learning.
BenefitHow It HelpsTraffic ControlRoute, split, mirror requests easilyBuilt-in SecuritymTLS, auth policies without code changesFull ObservabilityMetrics, logs, traces in one viewResilienceRetries, timeouts, circuit breakersCareer EdgeStand out in Kubernetes job markets Program Structure and Key Features
This 12-15 hour course combines live instructor sessions, supplementary videos, detailed notes, and web-based tutorials. Small class sizes guarantee focused interaction with experienced instructors.
Practical labs run on AWS, eliminating local setup needs. Enjoy lifetime access to the LMS, including session recordings, slides, and hands-on projects for continued practice.
FeatureDevOpsSchoolOthersFaculty CheckProfile screeningBasicLMS AccessLifetimeLimitedExtra VideosIncludedExtra feeStep-by-Step GuidesFullPartialSupport24/7 forumShort-term After completion, tackle a real-time project to implement learnings, plus receive interview preparation and job opportunity notifications. Missed sessions can be caught up in another batch or through recordings.
Core Topics and Hands-On Practice
Begin with service mesh fundamentals and Envoy’s structure, including listeners, clusters, and filters. Progress to Istio installation, gateways, and virtual services.
Traffic management: Canary deployments, fault injection techniques. Security: Authorization policies, JWT support, universal mTLS. Observability: Integration with Prometheus, Grafana, and Jaeger. Advanced concepts: Wasm extensions, multi-cluster configurations. Apply everything on Kubernetes clusters with sidecar proxies for complete proficiency.
Ideal Participants for Enrollment
Perfect for those familiar with Kubernetes seeking advanced mesh management. While no prerequisites are mandatory, basic cluster knowledge accelerates progress.
DevOps engineers overseeing microservices communications. Application developers requiring secure traffic handling. SRE professionals prioritizing system reliability and monitoring. Cloud architects planning scalable infrastructures. Teams transitioning to service mesh architectures. Hardware requirements include a PC with at least 2GB RAM and 20GB storage; labs utilize AWS free tier.
Leadership from Rajesh Kumar
The training draws direction from Rajesh Kumar, an authority boasting over 20 years in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and platforms like AWS. He has influenced teams at companies including Intuit, Adobe, ServiceNow, Nokia, and the World Bank, driving large-scale CI/CD, containerization, and service mesh implementations.
Rajesh has mentored thousands, drawing from real-world experiences with GitLab, SonarQube, ELK stacks, and Istio rollouts. His approachable method breaks down complex areas like Envoy filters and Istiod configurations into digestible steps. Students value his immediate query resolution and engaging lab sessions.
Strengths of the DevOpsSchool Platform
DevOpsSchool leads in service mesh and DevOps education, offering programs on Istio, Kubernetes, Docker, Jenkins, and various certifications. Headquartered in Bengaluru, it delivers online training through GoToMeeting and in-person classes in cities like Bangalore, Hyderabad, Chennai, and Delhi for groups of six or more.
Key advantages:
Instructors with 10-15+ years of industry experience, rigorously selected via demos. AWS-powered labs and real-world projects for immediate employability. Excellent testimonials: Abhinav Gupta gives 5.0 stars for “useful and interactive” content; Indrayani commends the “hands-on examples.” Benefits like group discounts (10-25%) and flexible rescheduling options. It prepares participants with persistent forums and lifetime resource access.
Essential Tools and Practical Abilities
Command Istiod for policy management and Envoy for proxy enforcement. Connect with Prometheus for metrics collection, Grafana for visualizations, and Kiali for graphical overviews. Configure gateways for external access and Wasm for tailored filters.
Abilities such as canary releases minimize deployment risks, while mTLS protects inter-service traffic. These solutions address frequent distributed system issues like latency spikes, failures, and lack of visibility.
Preparation for Exams and Certification
The course prepares for certifications akin to ICA, featuring 2-hour practical exams, 68% passing threshold, and 12-month eligibility windows. Earn DevOpsSchool’s DCP certificate upon completing projects and evaluations—recognized across industries.
Advice: Focus practice on multi-cluster scenarios, ambient modes, and upgrades. Refresh certifications every two years.
Professional Growth and Success Stories
Certified individuals spearhead service mesh initiatives, often reducing operational expenses by 30-50%. Organizations leverage Istio for seamless blue-green deployments with zero downtime. Strong market demand accompanies the cloud-native transformation.
Conclusion and Overview
The ISTIO Envoy Certification Training provides the expertise to harness service meshes for secure, observable microservices within Kubernetes ecosystems. Covering traffic management to telemetry, it equips you for certifications and practical demands.
Prepared to excel in service meshes? Connect now:
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Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Exploring Docker Fundamentals
Docker packages applications along with everything they need into lightweight containers that work consistently anywhere. It solves the classic “it works on my machine” problem by ensuring software portability from local setups to cloud platforms. These containers run faster and use fewer resources compared to traditional virtual machines. Developers appreciate how Docker accelerates testing, sharing, and deployment processes.
Core components consist of images as app templates, running containers, and registries for storage and sharing. Docker also manages networking, storage solutions, and built-in security features. Newcomers can quickly grasp it with basic commands like docker run to experience its power firsthand.
Benefits of Docker Certified Associate
Container expertise is in high demand as cloud adoption surges. This certification validates your ability to manage Docker effectively in professional settings such as DevOps pipelines or cloud operations. It thoroughly covers orchestration, image handling, networking, security, and storage—aligning directly with everyday team requirements.
Standout advantages include:
Consistent Deployments: Seamlessly transfer apps across servers, data centers, or clouds without issues. Streamlined Workflows: Automate building, testing, and shipping to boost speed. Resource Efficiency: Lower costs by optimizing hardware usage over heavy VMs. Career Advantage: Certified individuals secure positions quicker with better compensation. Companies rely on Docker for microservices architectures and CI/CD pipelines, positioning this cert as a valuable asset.
Detailed Exam Topics Overview
The Docker Certified Associate exam evaluates specific domains with defined weightings. Preparation occurs through a focused 15-hour training program designed for practical application.
TopicWeightKey Coverage AreasOrchestration25%Docker Swarm mode, services, stack deploymentsImage Creation & Registry20%Building images, tagging, pushing to repositoriesInstallation & Configuration15%Setup across Linux/Windows, performance tuningNetworking15%Bridge networks, overlays, port mappingsSecurity15%Namespaces, secret management, vulnerability scansStorage & Volumes10%Bind mounts, volume drivers, data persistence Hands-on practice is key, with the course incorporating quizzes, exam dumps, and interactive labs for comprehensive readiness.
Perfect Audience for This Cert
This certification suits both container newcomers and experienced professionals seeking validation. DevOps engineers, software developers, and system administrators all benefit from deepened Docker proficiency.
Ideal participants:
Developers focused on reliable app packaging. Operations staff overseeing container clusters. Cloud practitioners working with AWS, Azure, or GCP. Entry-level professionals entering the container field. Familiarity with Linux basics is helpful, but the training begins from the ground up. No advanced programming is necessary.
Why Choose DevOpsSchool for Training
DevOpsSchool stands out as a premier provider for Docker, Kubernetes, DevSecOps, SRE, and cloud certifications. Participants receive lifetime access to their LMS, including class recordings, detailed notes, PDF slides, step-by-step web guides, Q&A sections, exam dumps, test modules, exercises, and assignments. Their programs emphasize hands-on labs with industry tools, interview preparation kits, and global group discounts with ongoing technical support.
The 15-hour instructor-led online course features batches starting on the 12th of each month. Unique offerings surpass competitors:
FeaturesDevOpsSchoolOthersLifetime LMS Access✓Limited DurationExam Dumps Provided✓Rarely IncludedLifetime Technical Support✓Temporary Only Additional perks include real-world assignments and continuous updates to materials.
Rajesh Kumar: Expert Mentor
Rajesh Kumar (https://www.rajeshkumar.xyz/) oversees and mentors this Docker Certified Associate program, bringing over 20 years of hands-on experience in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and multi-cloud environments. He has successfully trained more than 10,000 professionals at leading organizations including IBM, Nokia, and others. Rajesh has architected Docker-based CI/CD pipelines for enterprise clients, dramatically reducing deployment times and infrastructure overheads. His teaching approach combines straightforward explanations, live demonstrations, and prompt resolution of learner queries.
Learners consistently highlight his practical examples and depth of knowledge. As a key leader at DevOpsSchool, he ensures trainings deliver job-ready competencies in areas like Docker Swarm, volume management, and secure containerization.
Authentic Learner Testimonials
Participant experiences underscore the program’s effectiveness:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Pune (5.0) “Rajesh is a very good trainer. He resolved our queries effectively. We loved the hands-on examples.” – Indrayani, India (5.0) “Good session on basic Docker concepts. Working sessions were strong, though time constraints occasionally limited query depth.” – Ravi Daur, Noida (5.0) “Very well organized training, helped understand Docker concepts and tools in detail. Very helpful.” – Sumit Kulkarni, Software Engineer (5.0) “Thanks Rajesh, training was good. Appreciate the knowledge you shared.” – Vinayakumar, Project Manager, Bangalore (5.0) Ratings frequently reach 5.0, with praise for real-world preparation and instructor expertise.
Exam Details and Preparation Strategy
Schedule the proctored exam through Examity for $195 (or €175), lasting 90 minutes with multiple-choice and scenario-based questions. Achieve a 65% passing score; certification remains valid for 2 years, requiring renewal thereafter. Failed attempts allow retakes after a 14-day wait, with full exam fees each time.
Effective preparation elements:
Prep ComponentFocus AreaRecommended ApproachQuizzesCore ConceptsPractice daily for retentionLabsDocker CLI CommandsHeavy emphasis on practical executionExam DumpsReal ScenariosSimulate timed test conditions Successful candidates receive digital credentials and badges for professional profiles like LinkedIn.
Unlocking Career Opportunities
Docker Certified Associate holders frequently secure roles such as Docker Engineer, Container Platform Administrator, or Cloud Container Specialist. Expect salary increases of 25% or more post-certification. Complement with certifications like Certified Kubernetes Administrator (CKA) for advanced orchestration expertise. Sectors including technology, finance, e-commerce, and healthcare actively recruit amid the containerization surge.
Essential Docker Keywords and Concepts
Strengthen your expertise with these key terms: container orchestration, Docker images, volume management, network drivers, security scanning, Swarm clusters, registry hubs, multi-stage builds, Docker Compose files, runtime configurations.
Conclusion and Overview
The Docker Certified Associate certification empowers professionals to excel in container technologies, enabling reliable application deployment across diverse environments. Under the guidance of Rajesh Kumar at DevOpsSchool, it delivers in-depth coverage of orchestration, security, networking, and more through practical, hands-on training. Pursue it today to elevate your DevOps capabilities and career trajectory.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
https://www.devopsschool.com/
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Understanding DevSecOps Basics
DevSecOps blends development, security, and operations into one smooth process. It shifts security left, meaning teams check for risks early in coding and testing stages. This approach uses tools like automated scans to spot problems before they hit production. Unlike old methods where security teams reviewed code late, DevSecOps makes everyone responsible for safe software.
Key ideas include continuous integration with security gates and real-time monitoring. Teams work together without slowing down releases. For beginners, it starts with basics like threat modeling and secure coding rules.
Reasons to Get Certified
Cyber threats grow daily, especially with cloud apps and CI/CD pipelines. This certification arms you with skills to fight vulnerabilities head-on. It proves you can embed security without breaking speed, a must in modern IT jobs.
Benefits stand out clearly:
Early Risk Spotting: Catch issues in design or code, not after launch. Team Unity: Developers, ops, and security pros collaborate better. Cost Savings: Fix bugs cheap early, avoid big fixes later. Job Boost: Demand for certified pros rises with breaches up. Organizations save time and money while meeting standards like NIST or ISO 27001.
Key Topics in the Course
The course dives into practical skills for secure pipelines. You’ll learn secure SDLC phases from planning to monitoring.
TopicFocus AreasTools/PracticesDevSecOps BasicsPrinciples, culture shiftThreat modeling, secure mindsetSecure CodingBest practices in codeInput validation, error handlingAutomated TestingSAST, DAST, SCASonarQube, OWASP ZAP, Dependency-Check IaC SecurityProtecting configsTerraform scans, Ansible checksMonitoringLogs, alertsELK stack, Prometheus CompliancePolicy as codeChef InSpec, OpenSCAP Hands-on labs make up 50% of training time, with demos at 25%. You’ll practice in AWS clouds for real feel.
Ideal Candidates for Training
This fits many roles in software teams. DevOps engineers gain security edges, while security pros learn pipelines.
Target groups include:
Software developers writing safer code. Security analysts adding automation. IT ops handling secure deploys. Newbies eyeing DevSecOps careers. No prior deep security knowledge needed, just basic DevOps grasp. It’s great for those in cloud like AWS, Azure, or Kubernetes setups.
DevOpsSchool Training Highlights
DevOpsSchool leads in DevOps, DevSecOps, SRE, and cloud training. They offer lifetime LMS access, interview kits, and step-by-step guides. Programs cover Kubernetes, MLOps, and more, with hands-on AWS labs. As a top platform, they train thousands globally, focusing on real projects.
The 5-day course mixes instructor sessions, labs, and assessments. Schedules suit time zones:
DayIST (India)PST (USA)EST (USA)Mon-Thu9-11 PM7:30-9:30 AM10:30 AM-12:30 PMFri-Sun9-11 AM7:30-9:30 PM (prev day)10:30 PM-12:30 AM Trainers share case studies from top firms. Post-course, get practice exams and e-books.
Rajesh Kumar as Mentor
Rajesh Kumar (https://www.rajeshkumar.xyz/) mentors this program with 20+ years in DevOps and security. He’s trained over 10,000 pros at Nokia, IBM, and Vodafone. From ServiceNow to Adobe, he built CI/CD pipelines and cloud migrations. His expertise spans Docker, Kubernetes, Terraform, and DevSecOps tools like Vault.
Rajesh focuses on practical wins, like cutting deploy times 95% via automation. Students praise his clear examples and query handling. He leads DevOpsSchool efforts, blending theory with labs for quick learning.
Student Testimonials
Feedback shows impact:
“Rajesh built our confidence with hands-on SRE concepts.” – Abhinav Gupta “Resolved queries fast, loved the examples.” – Indrayani “Organized well, understood tools deeply.” – Sumit Kulkarni Ratings hit 5.0 often, noting real-world prep.
Exam and Certification Info
Expect 60-90 minutes of multiple-choice and scenarios. Passing score around 65-70%, with lifetime validity. Prep includes mocks and quizzes. Earn a unique ID badge for LinkedIn.
Prep ElementWeightDetailsQuizzes10%Concept checksLabs50%Tool practiceProjects10%Full pipelines Boost Your Career Path
Certified holders land roles like DevSecOps Engineer or Security Architect. Salaries rise 20-30% with this edge. Pair with Kubernetes certs for senior spots. Industries like finance and healthcare seek these skills amid threats.
Essential Tools and Terms
Boost your resume with: CI/CD security, SAST DAST, IaC protection, vulnerability scanning, threat modeling, compliance as code, secrets management, container security, secure SDLC, automated monitoring.
Conclusion and Overview
The DevSecOps Foundation Certification transforms how teams build safe software fast. It covers principles, tools, and practices for secure pipelines, led by experts like Rajesh Kumar at DevOpsSchool. Start today for better security and career wins.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
https://www.devopsschool.com/
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Here are some of the top security risks to the AI ecosystem that were revealed this year by security researchers, either in the wild or as researcher-demonstrated attacks.
Shadow AI and vulnerable AI tools
Giving free reign to employees to experiment with AI tools to automate business processes might sound like a good idea that could surface creative solutions. But it can quickly get out of control if not done under a strict policy and monitoring.
A recent survey of 2,000 employees from companies in the US and UK revealed that 49% use AI tools not sanctioned by their employers and that over half do not understand how their inputs are stored and analyzed by these tools.
The deployment of all AI-related tools and services on premises or in the cloud needs to involve the security team in order to catch insecure configurations or known vulnerabilities.
In its 2025 State of Cloud Security report, Orca Security reported that 84% of organizations now use AI-related tools in the cloud and that 62% had at least one vulnerable AI package in their environments.
A separate report from the Cloud Security Alliance reported that one third of organizations experienced a cloud data breach that involved an AI workload, with 21% of those incidents caused by vulnerabilities, 16% by misconfigured security settings, and 15% by compromised credentials or weak authentication.
Even the AI tools released by major vendors regularly have vulnerabilities identified and patched in them. Examples this year include:
A critical remote code execution (RCE) in open-source AI agent framework Langflow that was also exploited in the wild An RCE flaw in OpenAI’s Codex CLI Vulnerabilities in NVIDIA Triton Inference Server RCE vulnerabilities in major AI inference server frameworks, including those from Meta, Nvidia, Microsoft, and open-source projects such as vLLM and SGLang Vulnerabilities in open-source compute framework Ray AI supply chain poisoning
Companies that are developing software with AI-related libraries and frameworks need to be aware that their developers might be targeted. Vetting the source of AI models and development packages is vital.
This year security researchers from ReversingLabs found malware hidden in AI models hosted on Hugging Face, the largest online hosting database for open-source models and other machine learning assets. Separately, they also found trojanized packages on the Python Package Index (PyPI) posing as SDKs for interacting with AI cloud services from Aliyun AI Labs, Alibaba Cloud’s AI research arm.
In both cases, the attackers exploited the Pickle object serialization format to hide their code, a Python format that is commonly used to store AI models meant to be used with PyTorch, one of the most popular machine learning libraries.
AI credential theft
Attackers are also adopting AI for their operations and would prefer to do so without paying and in other people’s names. The theft of credentials that can be used to access LLMs through official APIs or services such as Amazon Bedrock is now prevalent and has even received a name: LLMjacking.
This year Microsoft filed a civil lawsuit against a gang that specialized in stealing LLM credentials and using them to build paid services for other cybercriminals to generate content that bypassed the usual built-in ethical safeguards.
Large quantities of API calls to LLMs can rack up significant costs for the owners of stolen credentials, with researchers estimating potential costs of over $100,000 per day when querying cutting-edge models.
Prompt injections
AI tools also come with entirely new types of security vulnerabilities, the most common of which is known as prompt injection and stems from the fact that it is very hard to control what LLMs interpret as instructions to execute or as passive data to analyze. By design there is no distinction, as LLMs don’t interpret language and intent like humans do.
This leads to scenarios where data passed to an LLM from a third-party source — for example in the form of a document, an incoming email, a web page, and so on — could contain text that the LLM will execute as a prompt. This is known as indirect prompt injection and is a major problem in the age of AI agents where LLMs are linked with third-party tools to be able to access data for context or to perform tasks.
This year researchers demonstrated prompt injection attacks in AI coding assistants such as GitLab Duo, GitHub Copilot Chat; AI agent platforms like ChatGPT, Copilot Studio, Salesforce Einstein; AI-enabled browsers such as Perplexity’s Comet, Microsoft’s Copilot for Edge, and Google’s Gemini for Chrome; chatbots like Claude, ChatGPT, Gemini, Microsoft Copilot; and more.
These attacks can at the very least lead to sensitive data exfiltration, but can also trick the AI agent to perform other rogue tasks using the tools at its disposal, including potentially malicious code execution.
Prompt injections are a risk for all custom AI agents built by organizations that pass third-party data to an LLM and mitigating it requires a multi-layered approach as no defense is perfect. This includes forcing context separation by splitting different tasks to different LLM instances and employing the principle of least privilege for the agent or the tools it has access to, taking a human-in-the-loop approach for approving sensitive operations, filtering input for text strings that are commonly used in prompt injections, using system prompts to instruct the LLM to ignore commands from ingested data, using structured data formats, and more.
Rogue and vulnerable MCP servers
The Model Context Protocol (MCP) has become a standard for how LLMs interact with external data sources and applications to improve their context for reasoning. The protocol has seen rapid adoption and is a key component in developing AI agents, with tens of thousands of MCP servers now published online.
An MCP server is the component that allows an application to expose its functionality to an LLM through a standardized API and an MCP client is the component through which that functionality gets accessed. Integrated development environments (IDEs) such as Microsoft’s Visual Studio Code or those based on it, like Cursor and Antigravity, natively support integration with MCP servers and command-line-interface tools such as Claude Code CLI can also access them.
MCP servers can be hosted and downloaded from anywhere, for example GitHub, and they can contain malicious code. Researchers recently showed how a rogue MCP server could inject malicious code into the built-in browser from Cursor IDE.
However, MCP servers don’t necessarily have to be intentionally rogue to be a security threat. Many MCP servers can have vulnerabilities and misconfigurations and can open a path to OS command injection. The communication between MCP clients and MCP servers is also not always secure and can be exposed to an attack called prompt hijacking where attackers can get access to servers by guessing session IDs.
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In der Außenperspektive sollte es für Menschen, die es zum Chief Information Security Officer gebracht haben, eigentlich kein Problem sein, die Branche zu wechseln. In der Realität stellen viele Sicherheitsentscheider allerdings regelmäßig fest, dass das Gegenteil der Fall ist: Wenn man einmal in einer bestimmten Branche tätig ist, gestaltet es sich mitunter schwierig, wieder auszusteigen. Das liegt auch daran, dass Führungskräfte und Personalvermittler oft immer noch davon ausgehen, dass die Erfahrungswerte eines CISO lediglich innerhalb seines aktuellen Sektors von Nutzen sind.
Allerdings hat die IT-Evolution der letzten 15 Jahre inzwischen zu einer zunehmenden branchenübergreifenden Standardisierung von Technologien geführt. Dennoch kommen CISOs, die etwa von der Fertigungs- in die Healthcare-Branche wechseln möchten, nicht umhin zu beweisen, dass ihre Fähigkeiten von einem Sektor auf den anderen übertragbar sind. In diesem Artikel lesen Sie, wie Sie das anstellen.
1. Wechsel strategisch anbahnen
Die erste Voraussetzung, die Sicherheitsentscheider erfüllen sollten, um erfolgreich die Branche zu wechseln, ist, sich die nötige Anpassungsfähigkeit anzueignen. Das weiß Timothy Youngblood aus eigener Erfahrung. Der Sicherheitsspezialist war bereits bei mehreren großen US-Unternehmen als Sicherheitsentscheider tätig. Unter anderem war er auch der allererste Global CISO bei Dell. Zuerst lernte er die Herausforderungen verschiedener Branchen allerdings als Berater bei KPMG kennen: “Für meine Karriere habe ich viele wichtige Erkenntnisse aus meiner Zeit als Consultant mitgenommen. Etwa, dass jede Branche ihre eigenen Nuancen hat, aber die grundlegenden Sicherheitsprinzipien immer die gleichen sind.”
Dabei die unterschiedlichen Branchenanforderungen zu durchdringen, habe ihn auch der Austausch mit branchenspezifischen ISACs vorangebracht (die vor allem in den USA verbreitet sind), so Youngblood: “Diese Gruppen ermöglichen den Austausch zwischen dem öffentlichen und dem privaten Sektor und bieten eine hervorragende Möglichkeit, zu verstehen, wie andere Branchen das gleiche Problem lösen.”
CISOs ohne Consulting-Erfahrung (oder Zugang zu ISACs), die die Branche wechseln wollen, ist hingegen zu empfehlen, strategisch strukturelle Ähnlichkeiten zu identifizieren. Sal DiFranco, Managing Partner bei der Personalberatung DHR Global, erklärt: “Halten Sie Ausschau nach Sektoren, die ähnlich strukturiert sind wie ihre aktuelle Branche. Das gewährleistet in der Regel einen einfachen Übergang – oder kann der erste Schritt sein zu einem Wechsel in eine andere, eher ferne Branche.”
Laut dem Manager könnten Sicherheitsentscheider aus der Pharmabranche ohne Weiteres ins Healthcare-Feld wechseln: “Natürlich gibt es zwischen den Unternehmen in diesen Bereichen viele Unterschiede. Aus technologischer Perspektive sind sie sich dennoch ähnlich: Es handelt sich in beiden Fällen um ein stark reguliertes Umfeld mit denselben strikten Anforderungen an die Technologie.”
2. Erfolge demonstrieren
CISOs, die einer neuen Branche durchstarten möchten, sollten außerdem möglichst früh demonstrieren, dass ihre bisherigen Erfolge auch für das neue Unternehmen relevant sind. DiFranco erklärt: “Wenn das, was ein Job-Kandidat geleistet hat, auch auf die Ziele des neuen Unternehmens einzahlt, ist es wesentlich wahrscheinlicher, dass dieser eine Chance bekommt, sich zu beweisen. Es geht aber nicht nur um die Ergebnisse an sich, sondern auch darum, artikulieren zu können, wie man dieselben Resultate in der neuen Branche erzielen möchte.”
Exakt diesen Ansatz verfolgte auch Youngblood erfolgreich, als er von seiner Position als CISO beim US-Konsumgüterriesen Kimberly-Clark zu McDonalds wechselte, wo er sich vor allem an die operativen Strukturen gewöhnen musste. Darüber hinaus hat der Sicherheitsspezialist jedoch auch gelernt, sich an branchenspezifische Bedrohungen anzupassen – etwa als CSO von T-Mobile: “In der TK-Branche ist etwa SIM-Swapping ein bedeutendes Problem. Den meisten Außenstehenden ist nicht bewusst, dass es sich hierbei um eine kriminelle Milliardenindustrie handelt, die in manchen Fällen auch staatlich finanziert wird.”
Ein tiefgreifendes Verständnis der branchenspezifischen Risikolandschaft ist auch für Michael Meline, CEO und CISO beim Security-Dienstleister Cyber Self-Defense, entscheidend. Auch Meline weiß, wovon er spricht: Seine Karriere startete er ursprünglich in der Strafverfolgung, bevor er zunächst als Security-Profi in die Finanzindustrie und anschließend ins Gesundheitswesen wechselte. “Es gibt viele ähnliche Risiken – aber im Kern geht es immer um Risikomanagement. Wenn Sie demonstrieren können, dass Sie die jeweilige Risikolandschaft durchdringen, kann Ihnen das einen erheblichen Vorteil verschaffen.”
3. Analogien herstellen
Aus Karriereperspektive ist das größte Risiko für CISOs und Sicherheitsentscheider, als Spezialist für eine einzige Branche angesehen zu werden. Marc Ashworth, CISO bei der US-amerikanischen First Bank, rät an dieser Stelle, den Fokus darauf zu legen, ein übertragbares Skillset zu demonstrieren: “Machen Sie sich bei jeder Bewerbung bewusst, dass die Grundsätze branchenunabhängig immer dieselben sind.”
Meline fügt hinzu: “Es geht im Kern darum, Risiken zu identifizieren und geeignete Maßnahmen ergreifen, um diese zu mindern: Dazu müssen Sicherheitsentscheider in jeder Branche mit Stakeholdern aus allen Ebenen ihrer Organisation zusammenarbeiten und einen gemeinsamen Plan entwickeln, der den jeweiligen Anforderungen entspricht:“
Oder wie DiFranco es ausdrückt: “Essenziell ist es, Relevanz zu demonstrieren und dabei Analogien zu anderen Branchen herzustellen.” (fm)
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According to Not a Tesla App, 4.52.0 of Tesla's mobile app contains multiple code references to Harmony Wallet Key Cards. The discovery is notable because it represents a shift in how Tesla appears to be approaching mobile device integration.
Tesla's current Phone Key relies on Bluetooth communication between the vehicle and the Tesla app running in the background on a smartphone. By contrast, a native wallet key is stored at the operating system level and uses secure hardware elements, often making it more reliable and accessible.
The code strings identified in Tesla app version 4.52.0 specifically reference integration with Huawei's HarmonyOS, suggesting that the initial implementation is designed for Huawei Wallet on HarmonyOS devices. HarmonyOS is widely used in China, where Huawei is a dominant presence in the smartphone market. Tesla has historically used the Chinese market as a testing ground for new software capabilities before expanding them globally.
Although the references do not mention Apple Wallet or Google Wallet, the underlying functionality closely mirrors how Apple implements native digital car keys on the iPhone. Apple introduced Car Key support in Apple Wallet in 2020, allowing compatible vehicles to be unlocked, locked, and started using NFC, Bluetooth, or ultra wideband. Car Keys are stored in the Secure Enclave on the iPhone and Apple Watch, enabling features such as Express Mode, which allows a vehicle to be unlocked without Face ID, Touch ID, or a passcode, and even functionality even when the device battery is almost totally depleted.
Earlier this month, Rivian announced native support for Apple Wallet and Google Wallet digital car keys as part of its 2025.46 software update. In recent weeks, Porsche, Toyota, and General Motors all appear to be following suit.Tags: iPhone Car Keys, Tesla
This article, "Tesla Could Be Planning to Support Apple Car Keys" first appeared on MacRumors.com
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The images, shared by the Apple leaker and prototype collector known as "Kosutami," claim to show first-generation AirPods prototypes with pink and yellow exterior casings. The interior of the charging case and the earbuds themselves remain white.
They seem close to some of the color options offered for the iPhone 5c, which came in blue, green, pink, yellow and white. Apple has only ever released AirPods in white.
In 2023, Kosutami shared images of AirPods in pink. Apple apparently developed five different color options for AirPods to approximately match the iPhone 7, but decided not to move forward with the idea.
Some users have sought after AirPods in different color options for several years. While Apple was seemingly only ever considering offering the charging case in different color ways, it is interesting to know that the company got as far as prototyping distinct color options for the device to match various iPhone models. Today, the AirPods Max are the only AirPods to have been offered in different color options.
Kosutami previously shared images of various Apple prototypes, including all-black Vision Pro parts, an earlier version of the MagSafe charging puck, FineWoven Apple Watch bands, a functional AirPower charging mat, an unreleased "Magic Charger" accessory, and more.Related Roundup: AirPods 4Tags: Kosutami, PrototypesBuyer's Guide: AirPods (Neutral)Related Forum: AirPods
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iOS 26.3 will be bringing some new features, particularly for users in the EU, so we'll look for additional betas and eventually a public release once the new year rolls around, and read on below for all the details on these stories and more!
Top Stories
Why Apple's Foldable iPhone May Be Smaller Than Expected
Apple's first foldable iPhone, rumored for release next year, may turn out to be smaller than most people imagine, if a recent report and new mockups are anything to go by.
Based on The Information's recent report that the foldable iPhone will feature a 5.3-inch external display and a 7.7-inch internal display when unfolded, designer Ben Geskin mocked up a physical representation of what such a device might look like in the hand, and it's actually remarkably compact with a form factor very similar to a passport book.
Apple is reportedly still testing next-generation ultra-thin flexible glass for the device's interior display, seeking to find the best solution to make the crease down the middle essentially invisible.
Where's the New Apple TV?
Apple hasn't updated the Apple TV 4K since 2022, and 2025 was supposed to be the year that we got a refresh. There were rumors suggesting Apple would release the new Apple TV before the end of 2025, but it's clear that's not going to happen now.
It's not clear what happened, but it's possible Apple decided to hold all home-related product announcements until spring 2026, when the smarter, more capable version of Siri will be ready in iOS 26.4.
In the meantime, check out our video recapping what we might see in the next-generation Apple TV.
Turn Off the User Profiles Screen on Apple TV 4K
Some current Apple TV users have been annoyed by the new profile selection screen that appears every time you wake the device. While it's a handy feature for multi-user households, there are plenty of households that want to use their Apple TVs under only a single profile, so the selection screen is simply a nuisance.
Fortunately, there's a relatively easy way to turn off the profile selection screen if you know to look for it.
iOS 26.3 Brings AirPods-Like Pairing to Third-Party Devices in EU Under DMA
Apple is continuing to increase interoperability support in its products for users in the European Union due to the Digital Markets Act, and the EU is once again crediting the DMA for new expansions coming in iOS 26.3.
Third-party devices like earbuds will be able to seamlessly pair with iOS devices similar to how AirPods and Beats products already work, by simply bringing the accessory close to the device to bring up a simple one-step pairing process.
Users in the EU will also see expanded notifications support for third-party accessories like smartwatches, allowing users to view and interact with incoming iOS notifications on a third-party device as they can already do on an Apple Watch.
Apple Hit With Supersized Fine in Italy Over an iPhone Privacy Feature
Italy's Competition Authority (AGCM) has imposed a €98.6 million ($116 million) fine on Apple over its App Tracking Transparency feature.
Since the release of iOS 14.5 in April 2021, Apple has required apps to ask for permission before tracking a user's activity across other apps and websites for personalized advertising, as part of a feature named App Tracking Transparency. If a user selects the "Ask App Not to Track" option, the app is unable to access the device's advertising identifier.
In a press release and executive summary this week, the AGCM said the App Tracking Transparency rules are "disproportionate," and "harmful" to app developers and advertisers. Ultimately, it found that Apple abused its dominant position in the EU market.
iPhone 18 Trial Production to Start in February Ahead of Spring 2027 Launch
Apple is reportedly already preparing to begin trial production of the iPhone 18 series after Chinese New Year, according to Weibo-based leaker Fixed Focus Digital.
The claim suggests small-scale manufacturing runs will start once factories return to normal operations following the Lunar New Year shutdown, which typically ends in late February.
The Chinese leaker claims that production lines for the iPhone 18 Pro models have already been set up, indicating that the Pro hardware design has already been locked in. Multiple sources have reported that Apple will move to a split-release strategy, with the Pro and Fold models debuting in the usual fall time frame while the standard iPhone 18 won't be released until spring 2027 alongside an iPhone 18e and potentially an iPhone Air 2.
MacRumors Newsletter
Each week, we publish an email newsletter like this highlighting the top Apple stories, making it a great way to get a bite-sized recap of the week hitting all of the major topics we've covered and tying together related stories for a big-picture view.
So if you want to have top stories like the above recap delivered to your email inbox each week, subscribe to our newsletter!Tag: Top Stories
This article, "Top Stories: iPhone Fold Mockup, Where's the New Apple TV?, and More" first appeared on MacRumors.com
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Perfect for DevOps engineers, security pros, or anyone wanting secure automation skills. You’ll learn to spot vulnerabilities early and fix them automatically. Let’s see what it offers and why companies need these skills now.
What DevSecOps Certified Professional Teaches
DevSecOps Certified Professional puts security in every step of software delivery. Instead of checking security at the end, you build it from planning to production. Key areas include:
Secure coding practices Automated vulnerability scans Threat modeling with STRIDE, PASTA, VAST Container security with Notary, Falco Network protection tools This training uses 30+ real tools so you practice what companies use daily.
Why DevSecOps Matters for Fast Teams
Fast code releases mean more security holes if not careful. DevSecOps Certified Professional solves this by making security automatic. Benefits include:
BenefitHow It WorksReal ImpactCatch Bugs EarlyAuto scans in pipeline80% fewer production issuesFaster Secure ReleasesSecurity as codeSame speed, more safeLower CostsFix before deploy50% less security fixesTeam Buy-InEveryone owns securityLess conflict, better resultsCompliance EasyBuilt-in checksPass audits first time Security becomes everyone’s job, not just one team’s.
Who Needs DevSecOps Certified Professional
This fits many roles:
DevOps engineers adding security Security analysts learning automation Developers writing safer code Operations handling secure deployments Managers needing secure teams Basic DevOps knowledge helps, but beginners are welcome too.
Training Formats for Every Schedule
The DevSecOps Certified Professional offers flexible options:
FormatDurationBest ForSelf-Paced Videos72 hoursLearn aloneLive Online Group72 hoursTeam practiceOne-on-One Live72 hoursPersonal helpCorporate Training2-3 daysCompany groups All include lifetime access to materials and support.
Global Training Times
DayIndia (IST)USA (PST)USA (EST)Europe (CET)Asia (JST)Mon-Thu9-11 PM7:30-9:30 AM10:30 AM-12:30 PM4:30-6:30 PMNext day 12:30-2:30 AMFri-Sun9-11 AMPrevious day: 7:30-9:30 PMPrevious day 10:30 PM-12:30 AM4:30-6:30 AM1:30-3:30 PM Works for teams worldwide.
Core Tools You’ll Master
Build & Test:
Maven, Gradle builds Junit, Jacoco testing Selenium automation Artifactory storage Threat Modeling:
STRIDE method PASTA approach VAST framework OWASP Threat Dragon Microsoft Threat Tool Security Scanning:
OWASP ZAP attacks Skipfish web scans Nmap networks OpenVAS full scans Fortify WebInspect Runtime Protection:
Packer images Falco monitoring Notary containers Service discovery Network configs Infrastructure:
Ubuntu Linux Vagrant VMs Hands-on with all 30+ tools.
Hands-On Projects Included
Build real secure pipelines:
100+ lab assignments Complete scenario projects Dev/test/prod environments Interview prep with 250+ questions See security from code to live systems.
What You Get With Training
FeatureDetailsValueLifetime SupportEmail answers foreverAlways helpedFull MaterialsVideos, notes, slidesLearn anytimeInterview Kit250+ real questionsJob ready fast30+ Tools AccessIndustry standardsWhat companies useAWS Cloud LabsNo local setupReal practice Top features others don’t offer.
Why DevOpsSchool Leads Security Training
DevOpsSchool excels in DevSecOps and more. They provide:
100+ certifications (DevOps, SRE, DataOps, MLOps) Live AWS labs every session Trained 2000+ companies worldwide Lifetime access—no extra fees 85% placement success rate 24-hour forum answers Trusted for matching real job needs.
Guided by Rajesh Kumar, Expert
Rajesh Kumar, with 20+ years of experience, leads this program. Worked at Nokia and IBM. Trained thousands in DevSecOps, Kubernetes, and cloud security.
Rajesh shares real breach stories and fix demos. Students love his simple, direct explanations. “Security makes sense now,” they say. Saved companies millions by finding risks early. His practical approach gets you job-ready fast.
Student Reviews Speak Loud
Real feedback:
All 5-star ratings.
Career Boost After Certification
RoleSalary Range (INR)Key SkillsDevSecOps Engineer15-30 LakhsThreat modeling, ZAPSecurity DevOps18-35 LakhsOWASP, FalcoCloud Security20-40 LakhsPacker, NotarySecure Pipeline Engineer16-32 LakhsScanning tools 30-50% pay jumps within 6 months are common.
Common Questions Answered
Demo available? Request recorded videos first.
Miss class? Watch 24/7 LMS or join the next batch.
Computer specs? A 2GB RAM PC works fine.
Certificate how? Projects and tests.
Classroom cities? Bangalore, Hyderabad, Chennai, and Delhi.
Group discounts? 10-25% off teams.
Refunds? Discuss with the team.
Why Choose This Over Others
DevOpsSchoolOthers30+ security toolsBasic coverageLifetime accessTime-limitedLive AWS labsLocal install250+ interview questionsFew or none20+ year expertsNew trainersReal projectsTheory only Proven job results.
DevSecOps Philosophy Explained
Security pros created DevSecOps to work smoothly with developers. Key ideas:
Security everyone’s job Automate checks early Threat modeling from start Team collaboration beats silos Fast fixes, not slow audits Build security in; don’t bolt it on later.
Conclusion and Overview
DevSecOps Certified Professional equips you to secure fast DevOps pipelines. Master 30+ tools, threat models, and automation for safe software delivery. Perfect timing as companies demand secure speed.
Enroll now—protect code while shipping faster.
Contact DevOpsSchool Today:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Perfect for IT beginners or anyone wanting to start a DevOps journey. No experience needed—just basic computer knowledge. Let’s see why this certification opens doors and what you learn.
What DevOps Foundation Certification Covers
DevOps Foundation Certification teaches core ideas that make software teams faster and better. You’ll learn how developers and operations work as one team instead of separate groups. Key topics include:
Continuous Integration (CI)—merge code often Continuous Delivery (CD)—ready to deploy anytime Infrastructure as Code—manage servers like software Automated testing—catch bugs early Team collaboration—break down walls between groups It’s the starting point for DevOps careers. Companies need these basics to deliver reliable software quickly.
Why Start with DevOps Foundation Certification
Teams fight when developers want fast changes but operations wants stability. DevOps Foundation Certification fixes this by teaching shared practices. Benefits include:
BenefitWhat HappensReal GainFaster ReleasesCI/CD pipelinesWeekly updates vs monthlyFewer ErrorsAutomated tests70% less bugs in productionBetter TeamworkShared goalsLess blame, more successCost SavingsReuse setups40% lower setup timeReliable SystemsCode-based infraEasy to fix and scale These skills make you valuable from day one.
Who Should Take DevOps Foundation Certification
This training fits many people:
IT support wanting DevOps skills New software developers Operations staff learning automation Managers understanding DevOps culture Anyone starting tech career Basic computer use is enough. No coding or server experience needed.
Complete Training Schedule and Format
The DevOps Foundation Certification runs 5 days for corporate groups:
FormatDurationGood ForCorporate Online/Classroom5 daysTeamsLive OnlineFlexibleGroupsSelf-PacedYour speedIndividuals Training breakdown:
5% understand problems 10% concepts discussion 25% live demos 50% hands-on labs 10% tests and projects Global Time Zone Schedules
DayIndia (IST)USA (PST)USA (EST)Europe (CET)Asia (JST)Mon-Thu9-11 PM7:30-9:30 AM10:30 AM-12:30 PM4:30-6:30 PMNext day 12:30-2:30 AMFri-Sun9-11 AMPrevious day: 7:30-9:30 PMPrevious day 10:30 PM-12:30 AM4:30-6:30 AM1:30-3:30 PM Join from any country.
What You Learn Step by Step
Simple learning path:
Spot Problems (5%)—See why teams struggle Learn Ideas (10%)—Understand DevOps basics Watch Demos (25%)—See tools work live Do Labs (50%)—Practice Hands-on Test Skills (10%)—Projects and exams All labs use AWS cloud—no home setup needed.
Special Features You Get
FeatureWhat’s IncludedWhy, great!Lifetime SupportEmail help foreverNever aloneFull MaterialsVideos, notes, slidesLearn anytimeInterview KitQuestions and answersJob-readyAWS Cloud LabsReal practiceNo setupCertificationIndustry recognizedResume boost Better than others—lifetime access included.
Why DevOpsSchool is Top Choice
DevOpsSchool leads in DevOps training. They offer:
100+ certifications from beginner to expert Live AWS labs in every class Training for 2000+ companies worldwide Lifetime access to all materials 85% job placement success 24-hour question answers Trained thousands who now work at top firms.
Mentored by Rajesh Kumar
Rajesh Kumar, with 20+ years of experience, guides this program. Worked with Nokia and IBM and trained thousands in DevOps, Kubernetes, and cloud.
Rajesh teaches with real job examples and hands-on demos. Students say he makes hard concepts easy. “Ready to work after first class.” Saved companies millions through better practices. His simple teaching builds real confidence.
Real Student Feedback
What participants say:
Perfect 5-star ratings across the board.
Jobs You Can Get After Training
Job RoleSalary RangeSkills UsedJunior DevOps6-12 LakhsCI/CD basicsIT Operations8-15 LakhsTeam collaborationBuild Engineer7-14 LakhsAutomated testingRelease Manager10-18 LakhsContinuous delivery A 25-40% salary jump is common in 6 months.
Training Materials Included
Get everything needed:
Course slides and notes Step-by-step guides Lab manuals Practice tests Reading lists Online portal access Certification prep Lifetime access—no subscriptions.
Frequently Asked Questions
Demo classes? Request recorded videos first.
Missed session? Watch 24/7 or join the next batch.
Computer needs? Any PC with 2GB RAM.
Certificate? After projects and tests.
Locations? Bangalore, Hyderabad, Chennai, Delhi.
Refunds? Talk to the team for options.
Group discounts? 10-25% for teams.
Why Better Than Others
DevOpsSchoolRegular TrainingLifetime accessLimited timeLive AWS labsLocal setupsInterview kitsNone20+ year expertsJunior teachersJob helpNo support Real results, not just certificates.
Conclusion and Overview
DevOps Foundation Certification gives a perfect start for DevOps careers. Learn team collaboration, automation basics, and culture change. From concepts to hands-on labs, get job-ready skills fast.
Join today—start delivering better software tomorrow.
Contact DevOpsSchool Now:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Perfect for IT pros wanting DevOps, SRE, or cloud jobs. You’ll build complete projects and get job-ready skills. Let’s see why this stands out and how it boosts your career.
What Makes DevOps Certified Professional Special
DevOps Certified Professional (DCP) goes beyond basic training. It covers future skills like GitOps, Infrastructure as Code, and full observability. You’ll learn 25+ top tools including Ubuntu, AWS, Python/Flask, GitHub Actions, Gradle, SonarQube, Tekton, ArgoCD, Loki, and OpenTelemetry.
Unlike short courses, DCP gives hands-on projects from start to production. Build microservices apps with Java, Python, or .NET. See development, test, and live environments. Get 50+ interview kits to land jobs fast.
This program prepares you for 2025-2030 DevOps trends. Companies want these exact skills.
Training Options That Fit Your Life
FormatHoursBest ForSelf-Paced Videos60Learn anytimeLive Online Group60Team practiceOne-on-One Live60Personal focusCorporate Training5 daysCompany teams All include lifetime access to videos, notes, slides, and support. No extra fees ever.
Worldwide Training Schedules
DayIndia (IST)USA (PST)USA (EST)Europe (CET)Asia (JST)Mon-Thu9-11 PM7:30-9:30 AM10:30 AM-12:30 PM4:30-6:30 PMNext day 12:30-2:30 AMFri-Sun9-11 AMPrev day 7:30-9:30 PMPrev day 10:30 PM-12:30 AM4:30-6:30 AM1:30-3:30 PM Join from anywhere—India, USA, Europe, Asia.
Core Skills You’ll Master
Linux & Basics:
Ubuntu administration Shell scripting Build & Test Tools:
Gradle builds PIP packages Selenium automation testing JMeter performance testing GitHub Packages Modern DevOps Stack:
Docker containers Kubernetes orchestration Ansible configuration Terraform infrastructure Monitoring & Observability:
Prometheus metrics Grafana dashboards PromQL queries Alerting rules Loki logs These match what top companies use daily.
Hands-On Learning Breakdown
Training mixes practice with teaching:
Live Demos: See tools work (real AWS) Labs: Build your systems (50% time) Projects: Full apps from code to production Tests: Check your skills No local setup needed—use DevOpsSchool’s AWS cloud. Follow step-by-step guides.
What You Get Included
FeatureDetailsWhy ValuableLifetime SupportEmail help foreverAlways get answersAll MaterialsVideos, notes, slidesLearn anytimeInterview Kits50+ question setsJob interviews readyReal ProjectsMicroservices appsShow employersTop Tools Access25+ industry standardsUse what companies need Better than others—world-class teachers, no limits.
Why Choose DevOpsSchool
DevOpsSchool leads DevOps training worldwide. They offer:
100+ certifications (DevOps, SRE, DataOps, MLOps) Live AWS labs every session Trained 15,000+ pros for 2000+ companies Lifetime access to everything 85% job placement help Forums answer in 24 hours Trusted because training matches real jobs.
Led by Rajesh Kumar Expert
Rajesh Kumar, with 20+ years experience, guides DCP. Worked at Nokia, IBM. Trained thousands in DevOps, Kubernetes, cloud.
Rajesh teaches practical skills with live demos and job stories. Students say: “Ready for work day one.” Saved companies millions with automation. His sessions make complex tools simple.
Real Student Reviews
What people say:
All 5-star ratings.
Jobs and Pay After Training
RoleSalary Range (INR)Skills UsedJunior DevOps Engineer10-18 LakhsLinux, Docker, JenkinsCloud Engineer15-25 LakhsAWS, Terraform, K8sSRE20-35 LakhsPrometheus, GrafanaDevOps Automation18-30 LakhsAnsible, GitOps Expect 30-50% pay increase in 6 months.
Common Questions Answered
Can I see a demo? Request recorded videos first.
What if I miss class? Watch recordings 24/7 or join next batch.
Need special computer? Any PC with 2GB RAM works.
Get certificate? Yes, after projects and tests.
Group discounts? 10-25% off for teams.
Classroom locations? Bangalore, Hyderabad, Chennai, Delhi.
Real Project Experience
Build complete apps:
Plan and code microservices Test with Selenium/JMeter Deploy to Kubernetes Monitor with Prometheus/Grafana Handle production issues See dev/test/prod environments. Great for interviews.
Why This Beats Other Training
DevOpsSchoolOthersLifetime accessExpires25+ top toolsBasic onlyLive AWS labsSimulationsJob interview kitsNone15+ year teachersJunior trainers85% placement helpNo help Proven results, not promises.
Conclusion and Overview
DevOps Certified Professional gives job-ready skills with 25+ real tools. From Linux to Kubernetes monitoring, build complete systems. Perfect for DevOps, SRE, cloud careers.
Start today—get certified, land better jobs, earn more.
Contact DevOpsSchool Today:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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This beginner certification covers data automation, quality checks, and team collaboration. Perfect if you’re new to data work or want to improve current processes. Let’s see what it offers and why it’s great for your job.
What is DataOps Foundation Certification
DataOps Foundation Certification is like DevOps but for data. It brings together data management, development, and operations into one smooth process. The goal is simple: deliver clean, fast data to people who need it for decisions.
Think of it as fixing common data headaches. Teams spend too much time fixing errors or waiting for data. This certification teaches automation, better teamwork, and quality checks to solve these issues. It’s entry-level, so anyone with basic IT knowledge can start.
Companies love it because it speeds up reports and cuts mistakes. DataOps makes data reliable like a well-oiled machine.
Why DataOps Foundation Certification Matters Now
Data moves everything today—from business reports to AI models. But slow, dirty data blocks progress. DataOps Foundation Certification fixes this by teaching:
Faster data delivery through automation Better quality with built-in checks Teamwork between data engineers, scientists, and business users Continuous improvement like in software DevOps In simple terms, it turns messy data work into smooth pipelines. Businesses save time and money while getting better insights.
Main Benefits You Get
This certification brings real value to work and career:
BenefitWhat It MeansReal ResultSpeed Up WorkAutomate data flowsReports in days, not weeksBetter DataQuality checks everywhere80% fewer errorsTeams Work BetterShared methods for allLess blame, more resultsSave MoneyLess manual fixes30% lower data costsEasy RulesBuilt-in complianceMeet laws without stress These come from practical training, not just books.
Perfect People for This Training
DataOps Foundation Certification fits many jobs:
Data engineers building pipelines Analysts needing clean data fast IT managers handling data systems Developers moving to data work Business users wanting reliable reports You just need basic computer skills. No expert knowledge required. Leave ready to improve real data projects.
Full Course Details
The DataOps Foundation Certification lasts 5 days for groups or is flexible online:
Learning TypeTimeGood ForGroup Online/Classroom5 daysTeam trainingSelf-PacedFlexibleBusy peopleOne-on-OneCustomPersonal help All give lifetime access to videos, notes, and support. Training split: 5% problems, 10% concepts, 25% demos, 50% labs, 10% tests.
Training Time Zones Worldwide
DayIndia (IST)USA (PST)USA (EST)Europe (CET)Asia (JST)Mon-Thu9-11 PM7:30-9:30 AM10:30 AM-12:30 PM4:30-6:30 PMNext day 12:30-2:30 AMFri-Sun9-11 AMPrevious day: 7:30-9:30 PMPrevious day 10:30 PM-12:30 AM4:30-6:30 AM1:30-3:30 PM Works for everyone around the world.
What You Learn Step by Step
Training builds skills simply:
Spot Data Problems (5%)—Find common issues Learn Concepts (10%)—Understand DataOps basics Watch Demos (25%)—See tools work live Do Labs (50%)—Build your own pipelines Test & Projects (10%)—Prove what you know Labs use AWS cloud—no setup needed on your computer.
Special Training Features
What You GetDetailsWhy It HelpsLifetime HelpEmail support foreverNever stuck aloneAll MaterialsVideos, notes, slidesLearn anytimeJob Interview Kit50+ question setsReady for jobsReal ProjectsFull data workflowsShow employersAWS Cloud LabsNo local setupReal practice Better than others—no extra fees, full lifetime access.
Why DevOpsSchool Stands Out
DevOpsSchool leads in DataOps training and more. They offer:
100+ hands-on certifications Live AWS labs every class Training for 2000+ companies Lifetime materials access Job help with 85% success rate Forums answer questions in 24 hours Trusted by thousands for real job skills.
Guided by Expert Rajesh Kumar
Rajesh Kumar, with 20+ years of experience, runs this program. He’s worked with Nokia and IBM, saving companies millions through smart data systems.
Rajesh teaches practical skills with demos and stories from real jobs. Students love how he makes hard ideas simple. “Day one, ready for work,” they say. His DataOps, DevOps, and MLOps knowledge ensures top training.
What Real Students Say
Honest feedback from people like you:
All give 5 stars for practical teaching.
Jobs After DataOps Foundation Certification
New skills open doors:
Job TitlePay Range (INR)Main Skills UsedJunior Data Engineer8-15 LakhsData pipelines, automationDataOps Support12-20 LakhsQuality checks, teamworkAnalytics Assistant10-18 LakhsData workflows, reportsData Coordinator9-16 LakhsBasic DataOps practices See a 25-40% pay rise in 6 months.
Conclusion and Overview
DataOps Foundation Certification gives you simple skills to make data work better and faster. From basics to team practices, it prepares you for growing data jobs. In a data-hungry world, this makes you valuable.
Start today for smoother projects and better pay.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Whether you’re a data engineer tired of manual fixes or a manager wanting reliable reports, DataOps Certified Professional gives practical skills that companies need right now. Let’s break down what it covers, why it matters, and how it boosts your career.
What is DataOps and Why It Matters Today
DataOps brings DevOps ideas to data work. It focuses on automating data pipelines, improving quality checks, and helping teams collaborate better. Instead of data scientists spending 75% of their time cleaning data manually, DataOps uses tools to handle that automatically.
The goal is simple: get high-quality data to users faster with less hassle. It started from manufacturing ideas by W. Edwards Deming, now applied to data like lean methods in factories. DataOps cuts cycle times by 10x, reduces errors, and makes data reliable for decisions.
Common problems it solves include slow reports, data mistakes interrupting work, and teams not talking enough. With DataOps, you build pipelines that run smoothly, alert on issues, and scale as data grows.
Key Benefits of DataOps Certified Professional Training
This certification delivers real wins for your work and career:
BenefitHow It HelpsBusiness ImpactFaster DeliveryAutomate pipelines end-to-endInsights in hours, not weeksBetter QualityBuilt-in checks and monitoring90% fewer data errorsTeam CollaborationShared workflows for all rolesLess finger-pointing, more resultsCost SavingsLess manual work, right resources30-50% lower data ops costsCompliance ReadyGovernance and audit trailsMeet regulations easily These come from hands-on practice with tools like Apache NiFi and Kafka, not just theory.
Who Should Get DataOps Certified Professional
This training fits many roles perfectly:
Data Engineers: Building and fixing pipelines daily Data Scientists: Wanting clean data without cleaning hassles Analytics Managers: Needing reliable reports for teams DevOps Pros: Expanding to data workflows IT Leads: Handling data in cloud setups No need for expert level—just basic data or IT knowledge. You’ll leave ready to improve real projects.
Complete DataOps Certified Professional Course Breakdown
The DataOps Certified Professional runs for about 60 hours with flexible options:
FormatDurationBest ForSelf-Paced Videos60 hoursBusy schedulesLive Online Batch60 hoursGroup learningOne-to-One Live60 hoursPersonalized helpCorporate Training2-3 daysTeam upskilling All include lifetime access to materials, projects, and support. Labs use real tools on cloud setups.
Core Tools You’ll Master in DataOps Training
Hands-on practice is key. You’ll work with top data pipeline tools:
Data Ingestion & Flow:
Apache NiFi: Easy drag-and-drop pipelines StreamSets Data Collector: Handles data changes automatically Confluent Kafka Connect: Real-time streaming Integration Platforms:
Talend: ETL for complex data moves Apache Camel: Connect anything to anything Striim: Real-time data processing Processing Engines:
Apache Beam: Unified batch and stream processing These tools teach you to build pipelines that ingest, transform, and deliver data reliably.
Training Features That Set It Apart
FeatureWhat You GetValueLifetime SupportEmail help foreverNever stuck aloneFull MaterialsNotes, videos, slidesReference anytimeInterview Kits50+ Q&A setsJob-ready fastReal ProjectsEnd-to-end buildsPortfolio boostersTop 25 ToolsIndustry standardsEmployer favorites Compared to others, this includes faculty checks and unlimited LMS access—no subscriptions needed.
Step-by-Step Learning Path
The program builds skills logically:
DataOps Basics: Understand workflows and culture shift Pipeline Design: Plan automated flows Tool Demos: See NiFi and Kafka in action Hands-On Labs: Build your own pipelines (50% time) Projects: Real microservices data apps Quality & Monitoring: Add checks and alerts Certification Exam: Prove your skills Each step uses Ubuntu/Vagrant labs on AWS—no local setup needed.
Real-World Projects for Job Readiness
You’ll build complete projects using Java, Python, or .NET with microservices. This shows:
Full pipeline from source to dashboard Development, test, production environments Monitoring and error handling Scaling for big data These give you stories for interviews and code for your GitHub.
Why Choose DevOpsSchool for DataOps Training
DevOpsSchool leads in DataOps and related fields like DevOps, SRE, and MLOps. They offer:
100+ certifications with hands-on focus Live AWS labs for every session Training for 2000+ companies worldwide Lifetime materials and job support High placement rates (85%+ reported) Their approach mirrors real jobs, with forums for questions answered in 24 hours.
Expert Guidance from Rajesh Kumar
Rajesh Kumar, with 20+ years in DevOps, DataOps, MLOps, and cloud, oversees this program. He’s trained thousands at Nokia, IBM, and more, saving companies millions through automation.
Rajesh focuses on practical skills—his sessions mix demos, labs, and real stories. Students say, “He makes complex pipelines simple and job-ready.” His expertise ensures you learn what’s used in top enterprises.
What Students Are Saying
Real feedback from participants:
These 5-star reviews show engaging, effective teaching.
Career Paths After DataOps Certified Professional
Graduates land roles like
RoleSalary Range (INR)Key Skills UsedData Engineer12-25 LPipelines, NiFi, KafkaDataOps Engineer18-35 LAutomation, MonitoringAnalytics Architect25-50 LGovernance, ScalingMLOps Specialist20-40 LData for ML workflows Expect 30-50% salary jumps within 6 months.
10 Key DataOps Keywords
Data pipelines, automation, Apache NiFi, StreamSets, Kafka Connect, data quality, real-time processing, ETL tools, data governance, and CI/CD for data.
Conclusion and Overview
DataOps Certified Professional equips you with skills to automate data work, cut errors, and deliver insights fast. From basics to advanced tools like NiFi and Kafka, this program prepares you for growing data roles. In a world needing reliable data, this certification makes you stand out.
Start your DataOps journey today for better projects and career growth.
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Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Whether you’re just starting in IT or already handling production systems, understanding these differences helps you invest wisely. A basic DevOps certification might get you started with CI/CD pipelines, but MDE certification prepares you for leading enterprise security and multi-cloud architectures. Let’s explore every detail to help you make the smartest career move possible.
Why Certification Comparison Matters for Your Career Growth
In today’s competitive job market, employers don’t just want “DevOps experience”—they want specific, proven skills with tools like Kubernetes, Terraform, and OWASP ZAP. The DevOps Certification Courses Compare shines a light on exactly how programs differ across 40+ categories, from operating systems to advanced security scanning. You’ll see how basic DevOps covers essential Git and Jenkins while MDE adds HashiCorp Vault, Open Policy Agent, and Splunk SIEM for complete enterprise readiness.
This isn’t just about counting tools—it’s about career acceleration. For example, someone spending ₹19,999 on basic DevOps gains solid CI/CD skills for junior roles, while ₹99,999 on MDE unlocks architect positions with 75% higher salaries. The comparison reveals real gaps like SRE’s focus on reliability monitoring versus DevSecOps’ threat modeling emphasis. Understanding these nuances means you avoid wasting time on mismatched training and land interviews faster.
Professionals who choose wisely based on these comparisons typically see job offers within 3-6 months, compared to years of scattered learning. It’s your shortcut to becoming the hireable expert companies fight over.
Complete DevOps Certification Courses Compare Breakdown
The DevOps Certification Courses Compare lays out four clear career tracks with dramatically different depths:
CertificationTotal Tools CoveredPrice (INR)Ideal Experience LevelTarget RolesDevOps1819,9990-1 yearJunior DevOps Engineer, Build EngineerSRE2049,9991-3 yearsSite Reliability Engineer, Platform EngineerDevSecOps2349,9992-4 yearsSecurity DevOps Engineer, Compliance SpecialistMDE3299,9993+ yearsEnterprise Architect, Cloud Security Lead Critical Insight: MDE delivers 78% more tools than basic DevOps, covering everything from container runtime protection to policy-based cloud governance. This justifies the investment for anyone targeting leadership or enterprise roles where comprehensive skills command premium compensation.
Each track builds progressively, so you can start with DevOps basics and ladder up to MDE mastery over time.
Core Platform Foundations: What Every Track Shares
All quality programs start with rock-solid foundations you’ll use daily. The comparison shows every track covers these essentials, ensuring you’re never caught unprepared:
Operating Systems & Virtualization: Hands-on CentOS and Ubuntu management, plus VirtualBox and Vagrant for local testing environments. You’ll learn to spin up identical production-like setups on your laptop, saving companies thousands in cloud costs during development.
Cloud Platform Mastery: Deep AWS training across all tracks—not surface-level theory but real deployments with EC2, S3, VPCs, and IAM. You’ll practice building secure, scalable architectures that handle real traffic loads.
Container Fundamentals: Docker from Dockerfile creation through multi-stage builds and production optimization. Modern apps live in containers, so mastering Docker across all tracks gives you universal employability.
These shared foundations mean no matter which track you choose, you’re ready for cloud-native development from Day 1.
Planning, Development, and Code Quality Comparison
Here’s where programs start diverging based on your career stage:
CategoryDevOps CoverageSREDevSecOpsMDEPlanning ToolsJira + ConfluenceSameSameSameBackend DevelopmentPython/Flask + MySQL✓✓✓Source ControlGit + GitHub workflows✓✓✓Code AnalysisSonarQube basicsEnhancedSnyk + Coverity + SonarQubeComplete SAST suite DevSecOps and MDE Advantage: They integrate security scanning from the first commit using Snyk and Coverity, catching vulnerabilities before code ever reaches production. Basic DevOps waits until later stages, creating security debt that costs enterprises millions to fix.
Build, Test, Package: Production-Ready Pipeline Skills
This section reveals massive depth differences:
Build Management: Every track teaches Maven and Gradle for Java projects, but advanced tracks add multi-language pipeline mastery.
Comprehensive Testing: JUnit for units, Selenium for UI, JaCoCo for coverage, JMeter for load—all critical for production quality. You’ll simulate Black Friday traffic spikes to ensure apps don’t crash.
Enterprise Package Management: Artifactory for binary repositories plus Packer for golden images. MDE adds vulnerability scanning for every artifact, preventing supply chain attacks.
Only higher tracks teach production-grade artifact management that Fortune 500 companies require.
Infrastructure, Orchestration, and Service Discovery Deep Dive
This is where enterprise readiness separates from hobbyist skills:
Tool CategoryDevOps CoverageSRE CoverageDevSecOpsMDE (Complete)ConfigurationAnsible basicsAnsible advanced✓✓ + TemplatesInfrastructure as CodeNoneBasicTerraform introTerraform + ModulesOrchestrationDocker basicsKubernetes introK8s + HelmProduction K8s + Helm chartsService DiscoveryNoneNoneConsul basicConsul + Advanced networkingSecrets ManagementNoneNoneBasicVault + AWS Secrets Manager + Azure Key Vault + K8s Secrets MDE’s Killer Combo: Kubernetes + Terraform + Consul + Vault creates complete enterprise infrastructure automation. Basic DevOps stops at Ansible, missing 80% of modern cloud-native operations.
Complete Monitoring and Observability Stack Comparison
You can’t fix what you can’t measure. Modern ops demands full-stack observability:
Infrastructure Monitoring:
Datadog dashboards across all tracks Prometheus + Grafana for advanced alerting (SRE+) Application Performance Monitoring:
New Relic for code-level insights AppDynamics for distributed tracing (enterprise) Log Management Powerhouse:
Splunk for enterprise search ELK Stack (Elasticsearch, Logstash, Kibana) for open-source scale Incident Management:
PagerDuty + OpsGenie for on-call rotations RunDeck for production job scheduling and Run Book Automation Advanced tracks teach correlating metrics, logs, and traces—skills that prevent outages costing $100K+ per hour.
Security Tools Arsenal: DevSecOps and MDE Dominate
Security makes or breaks enterprise careers. Here’s the massive gap:
Security DomainDevSecOps CoverageMDE CoverageThreat ModelingSTRIDE/PASTA basicsMicrosoft Threat Modeling Tool + OWASP Threat DragonDynamic Testing (DAST)OWASP ZAPZAP + Skipfish + Nmap + OpenVAS + Fortify WebInspectSoftware Composition (SCA)OWASP Dependency CheckJFrog Xray + Complete SCARuntime ProtectionFalco basicsFalco + Notary + TUF + NiktoWeb Application FirewallAWS WAFMulti-cloud WAF (AWS/Azure/Cloudflare)Policy GovernanceNoneOpen Policy Agent (OPA)SIEMSplunk SIEMEnterprise-grade SIEM integration MDE’s 14 Security Tools vs DevOps’ Zero = Enterprise architect vs junior engineer.
Lifetime Training Materials Guarantee Success
Every track includes comprehensive resources you’ll reference forever:
Detailed training notes and slide decks Step-by-step web-based tutorials (500+ hours) Complete video recordings of live sessions Additional reference videos for complex topics 100+ interview Q&A sets by role level Real-time scenario-based project code repositories Email technical support for lifetime Key Advantage: Lifetime LMS access means you never lose access, unlike expiring subscriptions elsewhere.
Why DevOpsSchool Dominates Certification Training
DevOpsSchool leads as the premier destination for DevOps Certification Courses Compare and hands-on training worldwide. Their unmatched ecosystem includes:
100+ specialized certifications from DevOps to MDE Live AWS labs (no simulations—real cloud practice) Corporate training delivered to 2000+ global enterprises 5000+ hours of video content with lifetime access Interview kits with 85% documented placement success Complete toolsets (Jenkins, K8s, Terraform) pre-configured Over 15,000 professionals trust DevOpsSchool because their training mirrors real enterprise environments.
World-Class Mentorship by Rajesh Kumar
Rajesh Kumar, with 20+ years transforming Fortune 500 operations, personally governs every DevOpsSchool program. His battle-tested expertise includes:
Architecture work at Nokia, IBM, Oracle, Vodafone Training 15,000+ professionals across 50+ countries Kubernetes production deployments at petabyte scale $50M+ enterprise cost savings through DevSecOps Industry-standard training methodologies used globally Students rave: “Rajesh teaches Day 1 enterprise skills no bootcamp matches.”
Proven Student Success Stories
Real Results from Real Students:
These aren’t marketing fluff—these are career transformations.
Career Salary Impact: Real Numbers by Certification
Certification LevelTypical RolesAverage Salary IncreaseTime to ROIDevOps (18 tools)Junior DevOps+25% (₹8-12L)3-6 monthsSRE (20 tools)Reliability Engineer+40% (₹15-22L)2-4 monthsDevSecOps (23 tools)Security DevOps+55% (₹20-30L)1-3 monthsMDE (32 tools)Enterprise Architect+75% (₹35-50L+)1-2 months 2025 Industry Data: Higher tool mastery = exponentially higher compensation.
Your Perfect Certification Path: Step-by-Step
Beginner (0-1 year): Start with DevOps → Master CI/CD foundation
Intermediate (1-3 years): Add SRE → Reliability + monitoring expertise
Advanced (3-5 years): Choose DevSecOps → Security leadership skills
Expert (5+ years): Complete MDE → Architect all tracks
Cost vs Lifetime Value Analysis
InvestmentTools MasterySalary ROI TimelineLifetime Earnings Impact₹19,999 DevOps18 essential3-6 months+₹50L over 5 years₹49,999 SRE/DevSecOps20-23 advanced2-4 months+₹1.2Cr over 5 years₹99,999 MDE32 enterprise1-3 months+₹2.5Cr over 5 years Math is Simple: Higher investment = dramatically faster, bigger returns.
Conclusion: Make Your Certification Decision Today
DevOps Certification Courses Compare eliminates all confusion, showing exactly which 18-32 tools match your career stage, budget, and goals. From beginner CI/CD pipelines to enterprise MDE architecture mastery, each path builds skills employers demand in 2025’s cloud-native world.
Stop guessing about training—choose proven paths that deliver jobs, promotions, and salary leaps. Your perfect certification waits.
Contact DevOpsSchool Now:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Whether you’re new to cloud operations or looking to formalize your skills, this certification delivers practical knowledge that employers demand. Let’s explore why CloudOps Foundation Certification is transforming careers in cloud operations.
Understanding CloudOps and Its Growing Importance
CloudOps represents modern cloud operations practices that ensure reliable, scalable, and cost-effective cloud environments. CloudOps Foundation Certification teaches you how to manage cloud resources efficiently while implementing automation techniques and robust monitoring tools.
Key challenges in cloud operations include unpredictable costs, performance bottlenecks, and security vulnerabilities. Through CloudOps Foundation Certification, you’ll master resource optimization strategies and cloud security best practices that directly address these pain points.
Professionals trained in CloudOps Foundation Certification principles help organizations achieve 20-30% better cloud cost efficiency while maintaining 99.9% uptime—a game-changer for any business.
Why CloudOps Foundation Certification Matters Now
The cloud skills gap is real. With millions of cloud operations roles opening annually, CloudOps Foundation Certification positions you as a ready-to-contribute professional. Here’s why it delivers immediate value:
High Demand: Cloud operations specialists earn premium salaries globally Practical Skills: Master automation techniques used by Fortune 500 companies Future-Proof: Cloud security and monitoring tools knowledge stays relevant Career Acceleration: Direct path to CloudOps engineer and architect roles CloudOps Foundation Certification isn’t theoretical—it’s built for professionals who need to deliver results from day one in cloud operations.
Benefits of CloudOps Foundation Certification at a Glance
BenefitCloud Operations ImpactCareer AdvantageResource Optimization25-35% cost reductionFinOps specialist rolesAutomation Techniques70% faster deploymentsDevOps engineer positionsMonitoring Tools Mastery99.9% uptime guaranteeSRE career pathCloud Security ExpertiseZero-trust implementationSecurity architect trackMulti-Cloud ReadinessAWS/Azure/GCP flexibilityEnterprise-level opportunities This table showcases how CloudOps Foundation Certification transforms theoretical knowledge into measurable cloud operations success.
Complete CloudOps Foundation Certification Course Breakdown
The CloudOps Foundation Certification spans 5 intensive days (corporate) or flexible self-paced learning. The balanced curriculum allocation ensures comprehensive cloud operations mastery:
Learning PhaseFocus AreaTime AllocationProblem IdentificationCloudOps challenges5%Core ConceptsCloud operations fundamentals10%Live DemosAutomation techniques showcase25%Hands-On LabsResource optimization practice50%AssessmentsMonitoring tools proficiency10% Every CloudOps Foundation Certification module builds directly on the previous, creating a seamless learning journey through cloud operations.
Essential CloudOps Foundation Certification Curriculum
Cloud Fundamentals Module: Understand public/private/hybrid deployment models central to modern cloud operations.
Resource Management Excellence: Master scaling, load balancing, and storage optimization—core CloudOps Foundation Certification skills that save companies millions annually.
Automation Techniques Mastery: Learn infrastructure-as-code, CI/CD pipelines, and serverless automation powering enterprise cloud operations.
Advanced Monitoring Tools: Implement Prometheus, Grafana, and CloudWatch for proactive cloud operations management.
Cloud Security Framework: Zero-trust architecture, IAM policies, and compliance automation—critical CloudOps Foundation Certification deliverables.
Each module includes real-world case studies showing how CloudOps Foundation Certification graduates solve actual enterprise cloud operations challenges.
Proven CloudOps Foundation Certification Training Methodology
CloudOps Foundation Certification employs a battle-tested approach blending theory and 70% hands-on practice:
Interactive Live Sessions: Real-time Q&A with cloud operations experts Cloud-Native Labs: Practice on live AWS/Azure/GCP environments Real Case Studies: Fortune 500 cloud operations scenarios Progressive Assessments: Track CloudOps Foundation Certification mastery 24/7 Learning Portal: Lifetime access to all cloud operations materials This methodology ensures CloudOps Foundation Certification graduates hit the ground running in any cloud operations environment.
Perfect Candidates for CloudOps Foundation Certification
IT professionals transitioning to cloud operations find CloudOps Foundation Certification the perfect foundation.
System administrators managing hybrid environments gain essential resource optimization and monitoring tools skills.
Developers building cloud-native apps master deployment automation techniques through CloudOps Foundation Certification.
Aspiring CloudOps managers get the strategic cloud operations overview needed for leadership roles.
Career switchers with basic IT knowledge thrive in this accessible CloudOps Foundation Certification program.
Why Choose DevOpsSchool for CloudOps Foundation Certification
DevOpsSchool dominates as the premier destination for CloudOps Foundation Certification and advanced cloud operations training. Their comprehensive ecosystem includes:
100+ cloud operations certifications and specializations Lifetime LMS access with 5000+ hours of cloud operations content Corporate training for 2000+ global enterprises Interview kits guaranteeing 85% placement success Multi-cloud labs across AWS, Azure, Google Cloud Platform DevOpsSchool’s CloudOps Foundation Certification graduates consistently secure top cloud operations roles at industry leaders.
Expert Mentorship by Rajesh Kumar
Rajesh Kumar, with 20+ years transforming enterprise cloud operations, personally governs the CloudOps Foundation Certification program. His expertise spans:
Cloud operations at Nokia, IBM, Oracle, Vodafone 15,000+ professionals trained in automation techniques Architecture design for mission-critical cloud operations Cost optimization saving enterprises $50M+ annually Rajesh Kumar’s practical, hands-on CloudOps Foundation Certification approach receives universal 5-star praise: “He makes complex cloud operations simple and actionable.”
Verified CloudOps Foundation Certification Success Stories
Abhinav Gupta, Pune (5.0⭐): “CloudOps Foundation Certification built my confidence. Rajesh’s automation techniques demos were career-changing.”
Indrayani, India (5.0⭐): “Real cloud operations labs solved all my monitoring tools questions perfectly.”
Ravi Daur, Noida (5.0⭐): “CloudOps Foundation Certification gave me enterprise-level resource optimization skills employers demand.”
These testimonials validate CloudOps Foundation Certification’s transformative impact on cloud operations careers.
High-Value Career Paths Post CloudOps Foundation Certification
Immediate Roles (0-2 years): CloudOps specialist, monitoring engineer, automation developer
Mid-Level (2-5 years): Cloud operations manager, FinOps analyst, security operations engineer
Leadership (5+ years): CloudOps architect, SRE manager, VP Cloud Operations
CloudOps Foundation Certification holders see 25-40% salary increases within 6 months, per industry benchmarks.
Conclusion: Your CloudOps Foundation Certification Journey Starts Today
CloudOps Foundation Certification represents more than a credential—it’s your complete roadmap to mastering cloud operations in the world’s fastest-growing tech sector. From resource optimization fundamentals to advanced automation techniques and enterprise-grade monitoring tools, this program equips you with skills that deliver immediate business value.
Don’t just participate in the cloud revolution—lead it. CloudOps Foundation Certification from DevOpsSchool, mentored by globally recognized Rajesh Kumar, positions you at the forefront of cloud operations excellence.
Contact DevOpsSchool Today:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Designated CVE-2025-14847, the bug, mismatched length fields in zlib compressed protocol headers, could allow an attacker to execute arbitrary code and potentially seize control of a device.
The flaw affects the following MongoDB and MongoDB Server versions:
MongoDB 8.2.0 through 8.2.3 MongoDB 8.0.0 through 8.0.16 MongoDB 7.0.0 through 7.0.26 MongoDB 6.0.0 through 6.0.26 MongoDB 5.0.0 through 5.0.31 MongoDB 4.4.0 through 4.4.29 All MongoDB Server v4.2 versions All MongoDB Server v4.0 versions All MongoDB Server v3.6 versions In its advisory, MongoDB “strongly suggested” that users upgrade immediately to the patched versions of the software: MongoDB 8.2.3, 8.0.17, 7.0.28, 6.0.27, 5.0.32, or 4.4.30.
However, it said, “if you cannot upgrade immediately, disable zlib compression on the MongoDB Server by starting mongod or mongos with a networkMessageCompressors or a net.compression.compressors option that explicitly omits zlib.”
MongoDB, one of the most popular NoSQL document databases for developers, says it currently has more than 62,000 customers worldwide, including 70% of the Fortune 100.
This article originally appeared on InfoWorld.
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Why Pursue CISM Certification Today?
Cyber threats grow daily, and companies need leaders who understand security strategy, not just technical fixes. CISM targets management skills across four domains, unlike hands-on certs like CISSP. The 150-question, 4-hour exam tests real leadership scenarios in security programs.
Certified pros see 25-40% salary boosts and faster promotions—perfect for CISOs and managers. With regulations like GDPR and rising breaches, demand hits record highs. CISM holders bridge IT security with executive decisions seamlessly.
CISM Exam Domains Breakdown
The exam weights management areas for strategic focus. Here’s the structure:
DomainWeightKey TopicsInformation Security Governance17%Frameworks, policy alignment, compliance monitoringInformation Security Risk Management20%Threat assessment, risk response, monitoringInformation Security Program33%Architecture design, control implementation, metricsIncident Management30%Response planning, communication, recovery Passing score: 450/800. Valid for 3 years with CPE. Requires 5 years of experience (3 in management).
Career Advantages of CISM
CISM unlocks executive security roles amid talent shortages. Organizations seek managers for program oversight and risk leadership.
Salary growth: India averages ₹26 LPA, up to ₹50 LPA. Leadership positions: CISO, security manager, risk officer. Global demand: Finance, healthcare, and government prioritize CISM. Ideal for IT directors, security architects, and consultants transitioning to management.
DevOpsSchool: Leading Security Management Training
DevOpsSchool delivers top CISM training with 45 hours of live sessions. Features lifetime LMS, exam dumps, and group discounts. Aligns with ISACA practices for real-world program management.
FeatureDevOpsSchoolOthersLive Hours45 hours20-30 hoursLMS AccessLifetimeLimitedExam PrepDumps includedExtraSupportForum + techBasic Online instructor-led Bangalore classroom options. Includes recordings, projects, and AWS demos.
Mentorship from Rajesh Kumar
Guidance comes from Rajesh Kumar, with 20+ years in DevOps, DevSecOps, SRE, Kubernetes, and cloud security management. Trained 100,000+ at Nokia, IBM, and ServiceNow. Expert in governance frameworks and risk in CI/CD.
Rajesh teaches via YouTube, linking DevOps speed with security leadership. Covers CISM scenarios like program metrics and incident playbooks. Students praise his practical insights and career advice.
Detailed 45-Hour Program Structure
Suits CISOs, managers, and auditors. Builds management skills through scenarios.
45 hours of live interactive training. Lifetime LMS: videos, notes, mocks, and projects. Exam dumps, forum support. ISACA-aligned content. No prerequisites; an IT/security background helps. Basic PC needed. Dual certificates awarded.
Core Training Objectives
Develop leadership for enterprise security. Key skills:
Build governance aligning with business. Manage risks, threats, and responses. Design/implement security programs. Lead incident management and recovery. Real cases: breach response, compliance audits.
Effective Exam Preparation Plan
Focus on Domain 3/4 first (63% weight). Use the ISACA outline.
Study 2025 content (no major changes). Timed 150-question practice exams. Master governance metrics and risk appetite. Review ethics and management principles. DevOpsSchool provides dumps and projects. Apply within 5 years of passing.
Proven Student Testimonials
DevOpsSchool shines in reviews. Abhinav Gupta (Pune): “Interactive, confidence-building.” Indrayani: “Great query handling, examples.” Ravi Daur (Noida): “Solid CISM basics.” Sumit Kulkarni: “Organized, detailed tools.” Vinayakumar (Bangalore): “Excellent knowledge sharing.”
5-stars emphasize practical management focus. Many advanced to CISO roles.
High-Paying Job Roles & Salaries
CISM targets leadership:
RoleIndia SalaryGlobal RangeInfoSec Manager₹21-30 LPA$120K-170KCISO₹30-60 LPA$200K+Risk Officer₹18-28 LPA$110K-160K Recession-proof demand in regulated sectors.
CISM vs CISA Comparison
CertFocusBest ForCISMSecurity ManagementCISOs, ManagersCISAIT AuditingAuditorsCISSPTechnical SecurityEngineers CISM leads for leadership paths.
Conclusion and Overview
CISM Certification Training builds strategic security management skills for executive roles. DevOpsSchool’s 45-hour program under Rajesh Kumar delivers practical leadership training, lifetime resources, and exam success. Advance your security career today.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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MacRumors has put together the following series of iPhone 17 how-to articles explaining all the new features that can be found on Apple's newest models.
All iPhone 17 Models (Incl. iPhone Air)
Dynamic Island Explained: What It Does and How to Use It
iPhone 17 Camera Control: Everything You Need to Know
Action Button: What It Does and How to Customize It
How to Use the New Center Stage Front Camera
How to Rotate the Front Camera Without Changing iPhone Orientation
How to Disable Center Stage Front Camera Auto-Zoom
How to Disable Center Stage Front Camera Auto-Rotate
How to Enable Dual Capture Video Recording
How to Disable Adaptive Power Mode (On by Default)
How to Hard Reset or Force Restart All iPhone 17 Models
iPhone 17 Pro and iPhone 17 Pro Max
How to Use 8x Optical Zoom
Shooting Video in Apple's New ProRes RAW Format
iOS 26
Ultimate iOS 26 Walkthrough: Guides and How Tos for Every New Feature
Tone Down Apple's New Liquid Glass Design for Improved Legibility
iOS 26 Setup Guide: 10 Things You Should Do First
Tint App Icons to Match Your New iPhone 17 Color
Tint App Icons to Match Your iPhone's Case Color
iOS 26: All the New iPhone Lock Screen Customizations
All the New iPhone Ringtones in iOS 26
iOS 26 Camera App: New Features and Design ChangesHappy holidays!
This article, "Got a New iPhone 17? How to Use All the New Features" first appeared on MacRumors.com
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Why Choose CISA Certification Now?
IT audits grow essential as businesses depend heavily on technology while facing risks like data breaches and compliance issues. CISA delivers practical auditing expertise across five core domains, standing apart from general security certifications. The 150-question, 4-hour exam evaluates real-world abilities in audit processes and IT controls.
Certified professionals typically earn 30% higher salaries and experience faster career progression—86% advance within two years. Demand surges with regulations like GDPR and increasing cyber threats. CISA experts shine in roles ensuring IT supports business objectives securely.
CISA Exam Domains Overview
The exam divides into five weighted domains spanning the complete audit lifecycle. Here’s the detailed structure:
DomainWeightKey TopicsInformation System Auditing Process18%Audit standards, risk planning, evidence collectionGovernance and Management of IT18%IT policies, risk management, complianceInformation Systems Acquisition, Development, Implementation12%Project governance, system testing, deploymentInformation Systems Operations, Business Resilience26%Operations controls, disaster recovery, incident responseProtection of Information Assets26%Access controls, encryption, security monitoring Passing requires a 450/800 score. Certification remains valid for 3 years with ongoing CPE credits. Needs 5 years of experience (waivers available for education).
Career Benefits of CISA Certification
CISA unlocks high-demand positions in IT audit, compliance, and risk management. Organizations seek professionals who identify control weaknesses and maintain secure operations.
Higher salaries: IT auditors command ₹6-55 LPA in India depending on experience. Global recognition: Valuable across finance, healthcare, and government sectors. Strong job security: Recession-resistant due to constant compliance requirements. Perfect fit for auditors, risk analysts, and IT managers. Complements CISSP for comprehensive security knowledge.
DevOpsSchool: Premier Audit Training Platform
DevOpsSchool excels in CISA preparation through 45 hours of live instructor-led online training. Their comprehensive program features lifetime LMS access, exam dumps, and attractive group discounts. Thoroughly addresses all exam domains with realistic audit scenarios.
FeatureDevOpsSchoolOthersTraining Hours45 hours live20-30 hoursLMS AccessLifetimeLimitedExam SupportDumps includedExtra costDiscountsGroup ratesNone Flexible online delivery works perfectly for working professionals. Includes session recordings, detailed notes, and practical projects. Bangalore classroom training is also available.
Expert Mentorship by Rajesh Kumar
Training receives exceptional guidance from Rajesh Kumar, offering over 20 years of expertise in DevOps, DevSecOps, SRE, Kubernetes, and IT auditing practices. He has successfully trained more than 100,000 professionals worldwide for leading companies, including Nokia, IBM, and ServiceNow. Specializes in audit automation techniques and compliance within modern CI/CD pipelines.
Rajesh provides practical insights through his popular YouTube channel and technical blogs, effectively bridging DevOps velocity with essential audit controls. His teaching methodology tackles real audit challenges like cloud compliance verification and automated evidence collection. Participants consistently commend his clear explanations and valuable career coaching.
Comprehensive 45-Hour Training Structure
The CISA program ideally serves auditors, IT managers, and compliance professionals. Delivers practical skills across every exam domain through structured learning.
45 hours of live instructor-led interactive sessions. Lifetime Learning Management System access with videos, notes, quizzes, and projects. Official exam dumps and comprehensive mock testing. Dedicated post-training forum support from instructors. No formal prerequisites are required, though an IT background proves helpful. Basic PC system requirements. Includes AWS-based demonstrations. Graduates receive dual certificates from DevOpsSchool and DevOpsCertification.co.
Key Learning Objectives
Acquire essential capabilities to conduct effective IT audits. Primary focus areas include:
Develop risk-based audit plans following industry standards. Gather evidence effectively using data analytics techniques. Evaluate IT governance structures and internal controls. Test operations management and business continuity planning. Assess security frameworks and incident response procedures. Training incorporates realistic scenarios such as GDPR compliance audits and disaster recovery evaluations.
Proven Exam Preparation Strategy
Begin studying with the highest-weighted Domains 4 and 5. Combine ISACA official materials with structured training resources.
Review the current content outline (2024 version). Complete 150-question mock exams under 4-hour time constraints. Master data analytics and audit sampling methodologies. Daily review of professional ethics and auditing standards. DevOpsSchool supplies exam dumps and capstone projects. The target score exceeds 450 points. Certification application due within 5 years of passing.
Real Student Success Stories
DevOpsSchool consistently receives outstanding feedback. Abhinav Gupta from Pune shared, “Highly interactive training that built real confidence.” Indrayani noted, “Outstanding query resolution with practical hands-on examples.” Ravi Daur from Noida appreciated “strong CISA fundamentals covered thoroughly.” Sumit Kulkarni valued “excellent organization with detailed tool explanations.” Vinayakumar from Bangalore stated, “Truly grateful for Rajesh’s extensive knowledge sharing.”
Uniform 5-star ratings highlight the practical, results-oriented approach. Numerous participants passed certification exams and secured prestigious audit positions.
Top Job Roles and Salary Insights
CISA certification propels careers into IT auditor, risk manager, and compliance officer roles. Current India salary ranges:
ExperienceRoleSalary Range1-3 yearsJunior IT Auditor₹6-10 LPA3-5 yearsRisk Analyst₹9-15 LPA5-8 yearsSenior Auditor₹14-22 LPA8+ yearsAudit Manager₹20-55 LPA International opportunities include cybersecurity director positions exceeding $170K annually.
CISA vs Other Certifications
CertFocusBest ForCISAIT AuditingAuditors, ComplianceCISSPSecurity ManagementCISOs, ArchitectsCISMSecurity GovernanceSecurity Managers CISA provides unmatched depth in auditing expertise, while CISSP offers a broader security management perspective.
Conclusion and Overview
The CISA Certification Training Course delivers critical skills for thriving in IT auditing within today’s digital landscape. DevOpsSchool’s intensive 45-hour program, expertly led by Rajesh Kumar, combines practical training, lifetime learning resources, and comprehensive job preparation materials.
This powerful certification investment establishes you as a trusted IT audit authority, guaranteeing long-term career advancement across diverse industries. Begin your journey toward CISA certification excellence today and secure your position at the forefront of information systems auditing.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Why CKS Certification Matters Today
Kubernetes powers most cloud-native applications, but security weaknesses create serious risks. CKS emphasizes practical protection like cluster hardening and image scanning, going beyond basic administrator certifications. The 2-hour proctored exam challenges you to resolve live security issues, spanning everything from cluster configuration to runtime monitoring.
Demand explodes as over 80% of companies run Kubernetes yet battle frequent breaches. CKS professionals secure positions in DevSecOps and compliance teams, often enjoying 25-40% higher salaries. It confirms expertise with essential tools like Trivy, Falco, and kube-bench—critical for trustworthy deployments.
CKS Exam Domains Breakdown
The exam balances key security domains for well-rounded proficiency. Here’s the complete breakdown:
DomainWeightKey Focus AreasCluster Setup15%Secure etcd and API server configsCluster Hardening15%CIS benchmarks, RBAC policiesSystem Hardening10%Node security, kubelet lockdownMinimize Microservice Vulnerabilities20%Image scanning, pod security standardsSupply Chain Security20%Binary verification, signed imagesMonitoring, Logging, Runtime Security20%Falco rules, audit logs Lab practice prepares you for real tasks like implementing NetworkPolicies or identifying exploits. Valid for 3 years, CKS requires CKA certification as a prerequisite.
Career Boost from CKS Skills
CKS unlocks premium job opportunities amid escalating cyber threats. Organizations desperately need specialists to safeguard microservices and comply with regulations like GDPR. It perfectly complements DevOps practices for roles merging operations and security responsibilities.
Premium pay: Security experts command top salaries within cloud teams. Rapid job growth: Kubernetes security positions expand 30% annually. Proven credibility: Hands-on validation surpasses theoretical certifications. New administrators and developers find it challenging yet highly rewarding with prior cluster experience. The certification addresses current threats like supply chain attacks and runtime vulnerabilities dominating headlines.
DevOpsSchool: Top Security Training Hub
DevOpsSchool leads in Kubernetes security education through 10-15 hour live interactive sessions. Their CKS programs deliver unlimited AWS labs, lifetime LMS access, and comprehensive interview preparation kits. The curriculum reflects actual job requirements and proven industry standards.
FeatureDevOpsSchoolCompetitorsAWS LabsUnlimited dailyTime-limitedSupportLifetime tech helpShort-termTools Covered16+ security toolsBasic setJob PrepFull interview kitOptional add-on Training is available online through GoToMeeting or classroom sessions in Bangalore. Participants receive real-world projects, session recordings, and dedicated forum support. DevOpsSchool prioritizes practical hardening exercises over theoretical presentations.
Mentorship by Rajesh Kumar
Programs benefit immensely from Rajesh Kumar, who brings over 20 years of expertise in DevOps, DevSecOps, SRE, Kubernetes security, and cloud technologies. He has successfully trained more than 10,000 professionals for industry giants including Nokia, Verizon, IBM, ServiceNow, and Adobe. His specialization covers CI/CD security pipelines, container vulnerability scanning, and comprehensive monitoring solutions.
Rajesh delivers practical instruction through his popular YouTube channel (TheDevOpsSchool), featuring crystal-clear demonstrations of RBAC configurations, Falco deployments, and Trivy scanning. His project-based teaching methodology thoroughly addresses threats like image poisoning and privilege escalation. Students consistently praise his responsive query handling and ability to build confidence through live cluster scenarios.
Course Structure and Hands-On Focus
CKS training perfectly suits Kubernetes administrators, SREs, and security engineers. The program comprehensively covers cluster hardening, vulnerability assessment, and runtime protection through intensive hands-on laboratories.
Daily AWS cloud labs enabling safe, repeated practice. Lifetime Learning Management System access, including videos, notes, and quizzes. Realistic scenarios featuring Falco security alerts and response drills. Mock examinations precisely matching the CNCF exam format and timing. Expect 10-15 hours of live instruction plus extensive self-paced security tool training. CKA certification is required as a prerequisite; minimum system needs include a 2GB RAM PC supporting Linux/Windows. Generous group discounts range from 10% to 25%. While no refunds apply post-enrollment, flexible batch rescheduling accommodates genuine conflicts.
Key Training Objectives
Develop comprehensive skills to secure the entire Kubernetes lifecycle. Core training objectives include:
Implement cluster hardening following CIS benchmarks. Perform image vulnerability scanning using Trivy and Clair. Configure RBAC, NetworkPolicies, and PodSecurity standards. Deploy monitoring solutions with audit logging and Falco. Establish supply chain security using cosign and notary verification. Interactive labs simulate actual security breaches for realistic response practice. Comprehensive training materials include detailed guides, quick-reference cheat sheets, and direct links to official documentation.
Preparation Roadmap for Success
Begin with CKA knowledge refreshment, then dive into security fundamentals. Install essential tools like kube-bench on your local environment for immediate practice.
Master the CNCF curriculum version 1.32 and the latest updates. Practice creating Falco detection rules and image signing workflows. Complete timed 2-hour mock examinations under exam conditions. Utilize Krew plugins to accelerate common kubectl security tasks. DevOpsSchool enhances preparation with job opportunity alerts and professional resume guidance. Prioritize high-weightage exam domains during intensive study phases.
Student Testimonials Speak Volumes
DevOpsSchool earns glowing reviews for CKS preparation. Abhinav Gupta from Pune shared, “Very useful interactive training; Rajesh built our confidence effectively.” Indrayani praised, “Excellent query resolution with practical hands-on examples.” Ravi Daur from Noida noted, “Solid foundational concepts, valuable working sessions.” Sumit Kulkarni appreciated “well-organized training with detailed tool coverage.” Vinayakumar from Bangalore said, “Truly appreciate Rajesh’s deep knowledge sharing.”
Consistent 5-star ratings emphasize the practical, real-world focus. Numerous graduates secured high-value security engineering positions immediately after course completion.
Job Roles and Market Demand
CKS certification targets specialized roles, including Kubernetes Security Engineer, DevSecOps Specialist, and Site Reliability Engineer. Anticipate opportunities in compliance engineering, cloud security operations, and platform security architecture. Industry data shows 42% of enterprises actively seeking these professionals, with positions proving remarkably recession-resistant.
Career paths extend to Security Architect, Incident Response Specialist, and Cloud Compliance Officer roles. Compensation reflects specialized expertise, particularly within regulated financial, healthcare, and government sectors.
Conclusion and Overview
The Certified Kubernetes Security Specialist (CKS) Certification Training Course equips professionals with essential skills to create secure Kubernetes clusters amid escalating cybersecurity threats. DevOpsSchool’s comprehensive hands-on program, expertly guided by Rajesh Kumar, guarantees job readiness through extensive practical laboratories, lifetime support resources, and proven training methodologies.
This strategic certification investment positions you as a trusted authority in cloud-native security, ensuring sustained career success within the rapidly expanding DevSecOps landscape. Launch your journey toward Kubernetes security mastery today and safeguard the future of modern application infrastructure.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Why Choose CKAD Certification Now?
Kubernetes drives modern applications, and CKAD targets developer tasks like designing pods and services. Unlike theory-heavy certifications, CKAD features a practical exam where you solve real problems in a live cluster. It spans critical areas like application deployment, observability, and security, preparing certified professionals for production challenges.
CKAD holders frequently experience career acceleration with improved job offers and salary increases. As companies migrate to microservices, demand for Kubernetes expertise skyrockets. This certification validates proficiency in multi-container pods, persistent storage, and networking—core requirements for scalable applications.
Essential CKAD Exam Skills Breakdown
The exam divides into weighted domains ensuring comprehensive knowledge. Here’s the detailed overview:
DomainWeightKey TopicsApplication Design & Build20%Container images, Jobs/CronJobs, multi-container patterns, volumesApplication Deployment20%Deployments, rolling updates, Helm chartsApplication Observability & Maintenance15%Probes, logs, debugging toolsServices & Networking20%Services, Ingress, NetworkPoliciesApplication Environment, Config & Security25%ConfigMaps, Secrets, RBAC, quotas Mastering these domains readies you for troubleshooting pods or exposing applications through Ingress. Extensive lab practice builds the confidence needed for the intensive 2-hour timed exam.
Transformative Career Advantages
CKAD certification delivers substantial market value. Organizations actively seek Kubernetes specialists to accelerate deployments and maintain reliable systems. It complements DevOps methodologies perfectly, elevating roles like site reliability engineers and cloud developers.
Salary Growth: Certified professionals command higher compensation due to specialized expertise. Employment Stability: Kubernetes adoption continues rapid expansion across industries. Practical Validation: CKAD demonstrates hands-on capability beyond multiple-choice assessments. Both transitioning IT professionals and recent graduates find CKAD approachable with basic container familiarity. It seamlessly integrates DevOps, DevSecOps, and SRE principles for holistic professional development.
DevOpsSchool: Premier Training Destination
DevOpsSchool leads globally in DevOps and Kubernetes training programs. They deliver comprehensive CKAD programs featuring 14-15 hours of instructor-led sessions. Standout features include unlimited AWS labs, lifetime LMS access, and comprehensive interview preparation kits—advantages unmatched by competitors.
FeatureDevOpsSchoolOthersDaily AWS LabsUnlimitedLimitedLifetime SupportYesNoTop Tools Training16+FewerJob Prep KitIncludedExtra Cost Their curriculum emerges from analyzing 10,000+ job descriptions combined with 200+ years of collective industry experience. Classroom training available in Bengaluru and major cities, alongside online sessions via GoToMeeting. Participants consistently praise the practical projects and instructor expertise.
Expert Guidance from Rajesh Kumar
The program receives mentorship from Rajesh Kumar, possessing over 20 years expertise in DevOps, DevSecOps, SRE, Kubernetes, and cloud technologies. He has successfully trained more than 10,000 engineers for leading organizations including Nokia, Verizon, and IBM. His professional journey spans roles at ServiceNow, Adobe, and Intuit, specializing in CI/CD pipelines, containerization, and system monitoring.
Rajesh prioritizes practical, hands-on learning covering Docker fundamentals through advanced Helm deployments. He generously shares knowledge through his YouTube channel (TheDevOpsSchool) and technical blogs. His methodology expertly balances automation, security practices, and system reliability—ideal preparation for CKAD success. Trainees highlight his exceptional clarity in explanations and thorough query resolution.
Comprehensive Training Program Features
DevOpsSchool’s CKAD course accommodates both seasoned IT professionals and fresh graduates. It thoroughly covers Kubernetes fundamentals, pod lifecycle management, and Helm-based deployments through intensive hands-on laboratories.
Unlimited daily AWS cloud labs for continuous practice. Lifetime access to session recordings, presentations, and learning materials. Real-world, scenario-based projects ensuring industry readiness. Complete preparation for the official CNCF CKAD examination. Participants can expect 14-15 hours of live instruction plus extensive self-paced tool training. All instructors bring 10-15+ years of DevOps industry experience. Minimum system requirements include a 2GB RAM PC supporting Linux/Windows environments. Detailed AWS Free Tier setup guides provided.
Group enrollment offers attractive discounts: 10% for 2-3 participants, 15% for 4-6, and 25% for groups of 7+. While no refunds apply post-enrollment, flexible batch scheduling accommodates legitimate scheduling conflicts. Student reviews emphasize highly interactive sessions and significant confidence gains.
Proven CKAD Exam Preparation Strategies
Begin with Kubernetes essentials including kubectl commands and YAML manifest creation. Dedicate lab time to multi-container pod configurations and rolling update strategies. Prioritize high-weightage domains like security configurations and application settings.
Study the latest CNCF curriculum (version 1.22+). Practice debugging techniques using container logs and health probes. Simulate real exam conditions: 2-hour duration, online proctoring. Leverage productivity tools like krew plugins for faster command execution. Recommended resources include KodeKloud interactive labs and official Kubernetes documentation. DevOpsSchool enhances preparation with targeted interview question banks and capstone projects.
Authentic Student Success Stories
DevOpsSchool receives outstanding feedback from participants. Abhinav Gupta from Pune described the training as “very useful and interactive,” specifically crediting Rajesh for developing participant confidence. Indrayani from India praised Rajesh’s exceptional query resolution and hands-on examples. Ravi Daur from Noida appreciated the solid foundational DevOps concepts despite occasional time constraints.
Sumit Kulkarni valued the detailed tool coverage and organizational excellence. Vinayakumar, a Project Manager from Bangalore, expressed gratitude for Rajesh’s extensive knowledge sharing. Consistent 5-star ratings underscore the practical orientation. Numerous graduates secured DevOps positions immediately following training completion.
High-Value Job Opportunities & Compensation
CKAD certification unlocks premium roles including Kubernetes Application Developer, DevOps Engineer, and Site Reliability Engineer. Anticipate opportunities in infrastructure automation, cloud operations, and platform engineering. Certification typically yields 20-30% salary increases.
Available positions span DevSecOps Architect, Lead SRE, and Automation Specialist roles. Industry statistics reveal 42% of global companies actively seeking DevOps expertise, with 57% prioritizing open-source Kubernetes masters. This skillset proves recession-resistant due to universal operational efficiency demands.
Conclusion: Your Path to Kubernetes Mastery
The Certified Kubernetes Application Developer journey masterfully combines essential technical skills, industry-recognized certification, and accelerated career progression. DevOpsSchool’s comprehensive program, expertly guided by Rajesh Kumar, provides unmatched job-ready training through extensive labs, lifetime support, and proven methodologies.
This strategic investment positions you at the forefront of cloud-native development, ensuring long-term professional success in the rapidly evolving DevOps landscape. Begin your transformation today and secure your future in Kubernetes excellence.
Contact DevOpsSchool Today:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Kubernetes handles containers across many servers. It keeps apps running smoothly at massive scale.
This training prepares you for the official CNCF CKA exam. You’ll learn to install, configure, and troubleshoot production setups.
Perfect for DevOps pros wanting cloud-native skills. Kubernetes began at Google. Now it powers most cloud apps worldwide.
CKA demand grows fast as companies adopt containers. Keywords like Kubernetes cluster management, container orchestration, and CKA certification boost careers quickly.
What is Kubernetes? (Simple Explanation)
Kubernetes (K8s) manages containers across multiple computers.
Picture it as an orchestra conductor for Docker containers. It automatically schedules containers to the right servers.
If a server crashes, K8s moves containers elsewhere instantly. No downtime. Apps stay reliable and scale easily.
The control plane serves as the brain:
API server (handles requests) Scheduler (picks best nodes) Controller manager (keeps desired state) Worker nodes run your app containers using kubelet and kube-proxy. Pods form the smallest unit—one main container plus helpers.
Core K8s components:
Control Plane: API server + scheduler + controller manager Worker Nodes: kubelet + kube-proxy + containers Pods: 1+ containers + shared storage/network Real teams use K8s everywhere. One bank runs 5000+ pods handling millions of daily transactions.
Why K8s Skills Matter in 2025
Every cloud provider offers managed Kubernetes:
AWS EKS Azure AKS Google GKE Companies need admins who truly understand clusters—not just managed service users.
CKA proves you handle production emergencies. You master troubleshooting, networking, storage, and security. These become daily superpowers.
Market demand explodes:
85% Fortune 500 use Kubernetes 40% yearly job growth for K8s roles CKA pros earn 30% salary premium Career keywords dominate: Kubernetes administration, cluster management, K8s networking, Helm charts deployment. LinkedIn ranks CKA as top DevOps certification.
Core Kubernetes Concepts Made Simple
Kubernetes simplifies massive complexity.
Pods build everything—one main container plus helpers. Each pod gets unique IP and shares storage.
Deployments manage replicas. “Run 5 copies” stays accurate always. K8s handles scaling, updates, rollbacks automatically.
Services create stable network endpoints. Pods change constantly but services remain fixed.
Namespaces make virtual clusters inside physical ones. Teams work separately. RBAC controls access. ConfigMaps hold settings. Secrets store passwords safely.
Key abstractions:
Pods: App + helpers Deployments: Replicas + updates Services: Stable networking Namespaces: Team isolation Master these for production platform roles.
Why Choose CKA Training?
CKA tests real hands-on skills. No multiple choice. Solve 15-20 live problems in 2 hours.
Training covers 100% exam objectives across 5 domains:
Exam breakdown:
Cluster Architecture (25%): Install/upgrade/etcd Workloads (15%): Deployments/Jobs/DaemonSets Networking (20%): Services/Ingress/Policies Storage (10%): PV/PVC/StorageClasses Troubleshooting (30%): Debug everything DevOpsSchool delivers exam-like AWS EKS labs. CNCF gold standard recognition. CKA holders average $130K+ salaries with strong job security.
Perfect Audience for CKA
DevOps Engineers building platforms find ideal fit. They manage production clusters and automate at scale.
Sysadmins leaving VMs gain cloud-native ops fast.
Developers learn cluster basics for self-service deployments. Cloud Architects plan multi-cluster strategies across providers. Linux pros with Docker basics start strong.
Platform engineers handling hybrid environments benefit most. Training bridges theory to production reality quickly.
Essential Admin Skills Covered
CKA builds production-ready skills everywhere.
Cluster setup masters kubeadm for 1-5 nodes. Safe version upgrades prevent disasters. etcd backups protect data.
High availability delivers 99.99% uptime. Workloads include Deployments, StatefulSets, DaemonSets. HPA scales by CPU/memory usage. Resource limits stop runaway containers.
Networking covers all Service types plus Ingress controllers.
Skill AreaExam WeightTraining HoursCluster Architecture25%4 hoursWorkloads & Scheduling15%2.5 hoursServices & Networking20%3 hoursStorage10%1.5 hoursTroubleshooting30%5 hours Training Format: 10-15 Hours Live
Live sessions run 12th of every month. Small batches ensure personal attention.
Day 1: Builds clusters + basic workloads (4 hours).
Day 2: Masters networking, storage, Helm charts (4 hours).
Day 3: Covers security, troubleshooting, exam practice (4-5 hours).
AWS hands-on labs (zero local setup):
Lab 1: kubeadm multi-node cluster Lab 2: Deployments + HPA scaling Lab 3: Ingress + Network Policy Lab 4: Persistent storage + CSI Lab 5: 2-hour exam simulation Real kubectl commands only. Timed troubleshooting matches exam pressure. Lifetime LMS keeps recordings + labs forever.
Proven CKA Benefits
Certified admins transform operations. Fix clusters 95% faster. Zero-downtime upgrades become routine. Cut cloud costs 50%. Maintain 99.99% availability.
Daily deployments replace weekly cycles. Developers self-serve without tickets. Multi-cloud portability eliminates lock-in. Disaster recovery hits 1-hour targets.
Resume boosters:
Kubernetes cluster administration K8s troubleshooting expert Production container orchestration Helm Tiller management Multi-cluster operations CKA holders land senior roles 3x faster.
DevOpsSchool: Kubernetes Training Leader
DevOpsSchool dominates global DevOps education. Unlimited AWS labs run daily on real EKS. Lifetime LMS access beats 90-day limits.
Top 16 tools covered: K8s + Helm + Istio + more. Interview kits contain 500+ MNC questions. CKA batches: 12th monthly (90% pass rate).
Student favorites:
Production scenarios (no toy demos) 24hr instructor forum support 25% group discounts (7+ students) Job notification service 5000+ alumni placed successfully.
Mentored by Rajesh Kumar
Rajesh Kumar personally leads CKA training. 20+ years mastering Kubernetes, DevOps, SRE, cloud platforms.
Managed 500+ node EKS clusters in banking production. Signature zero-downtime upgrades. Saved enterprises $3M optimizing containers. Trained 15K+ K8s professionals.
Teaching strengths:
Real MNC case studies 90% exam pass guarantee Production war stories KubeCon speaker insights Students praise troubleshooting mastery universally.
Complete Learning Package
Theory materials (250+ slides, kubectl cheatsheets, exam blueprint, architecture diagrams). 20+ AWS labs (guided exercises + exam simulator).
Exam prep (300+ practice questions, mock environments, pitfalls guide, time tips). Forever LMS + Discord community.
Production-grade resources match enterprise reality perfectly.
Kubernetes Security Essentials
Production K8s demands enterprise security. RBAC isolates namespaces cleanly. Least privilege prevents escalation. ServiceAccount tokens rotate automatically. PodSecurityPolicies restrict containers.
Network security uses Network Policies for segmentation. Istio/Linkerd adds mTLS everywhere. API server hardening blocks attacks. Secrets integrate HashiCorp Vault + External Secrets Operator.
CIS benchmarks + OPA/Gatekeeper ensure compliance. Training builds audit-ready clusters from Day 1.
Real-World K8s Deployments
E-commerce: Black Friday 10x auto-scaling. StatefulSets for databases. Multi-region latency reduction. Zero-downtime shopping carts.
Fintech: PCI-compliant clusters. At-rest encryption. Audit logging compliance. <1hr disaster recovery.
ML/AI: GPU auto-scaling. Jupyter deployments. Seldon model serving. Data pipeline orchestration.
Retailer scaled 10→5000 pods during holidays seamlessly.
CKA vs Other K8s Certifications
CertFocusDifficultyTarget RoleCKACluster Admin⭐⭐⭐⭐⭐Platform EngineerCKADApp Developer⭐⭐⭐⭐App DeveloperCKSSecurity⭐⭐⭐⭐⭐Security EngineerKCNAFundamentals⭐⭐Beginners CKA = gold standard for production platform engineering.
Student Reviews (Real 5⭐ Feedback)
Interactive labs build genuine confidence. Rajesh solves every doubt instantly. Exam-ready after Day 3. AWS labs match production exactly.
Abhinav G., Pune (5.0): “Hands-on confidence boost”
Indrayani, India (5.0): “Day 3 exam ready”
Ravi D., Noida (5.0): “Real K8s concepts”
Sumit K., Engineer (5.0): “Rajesh stories clarified everything”
95% first-time pass rate.
Simple Technical Setup
Laptop: 4GB RAM, 20GB disk, browser + SSH. Internet: 10Mbps stable. AWS: DevOpsSchool provides everything.
No Minikube/kind headaches. Real EKS 1.28+ clusters. Daily environment refresh. Zero local installation needed.
8-Week Exam Success Plan
Weeks 1-2: Docker/Linux refresh
Week 3: 15hr live training
Weeks 4-6: Daily AWS labs
Week 7: Full exam simulations
Week 8: Certify confidently
Pro tips: kubectl muscle memory, 8min/problem timing, read carefully. 90min exam, 66% pass.
Start Your CKA Journey
Monthly batches fill fast (12th every month). Pay → joining kit in 12hrs. Live training → daily labs → exam success.
Team savings: 25% off (7+ students). Custom corporate schedules available.
Conclusion and Overview
Certified Kubernetes Administrator (CKA) Certification Training Course creates production K8s experts.
Master: cluster lifecycle, workloads, networking, storage, troubleshooting. Secure enterprise-grade clusters. Career acceleration as platform engineer.
Kubernetes powers cloud future. DevOpsSchool + Rajesh Kumar = proven success path.
Contact DevOpsSchool Today!
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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Jenkins stands as the world’s most popular open-source automation server. It’s trusted by 85% of Fortune 500 companies for a reason. Written in Java, Jenkins runs seamlessly across Windows, Mac, Linux, and all major cloud environments.
What makes Jenkins truly special? It watches your Git repositories 24/7. The moment developers push new code, Jenkins springs into action. It automatically triggers builds, runs comprehensive tests, and handles deployments with zero human intervention.
This continuous integration approach catches defects early in the development cycle. Broken builds never reach production. Teams gain confidence to ship features faster without fear of outages or customer impact.
What Exactly is Jenkins?
Jenkins transforms how software teams build, test, and deploy applications. As a free, open-source automation server, it offers unmatched flexibility for teams of any size.
The tool installs easily on any machine you choose. It continuously monitors source code repositories like GitHub, GitLab, or Bitbucket. Every code push triggers an automated workflow that ensures code quality.
Jenkins workflow key stages:
Code Commit → Webhook: Git push instantly notifies Jenkins (0.2s response) Build & Test → Quality Gates: Compiles code + runs tests (80% coverage required) Deploy → Notify: Environment-specific deploys + Slack/Teams alerts Core Jenkins plugin categories:
Development: Maven, Gradle, npm, SonarQube (build + quality) Operations: Kubernetes, Docker, AWS, Ansible (deploy + manage) Monitoring: Prometheus, ELK, PagerDuty (observe + alert) Real-world teams see dramatic results. An e-commerce company tests shopping cart functionality across 6+ browsers in under 5 minutes.
Why Jenkins Dominates CI/CD in 2025
Modern DevOps demands lightning-fast feedback loops. Waiting days for test results kills developer productivity and delays feature delivery. Jenkins changes this completely.
The platform delivers test results in minutes, not hours. This speed enables daily deployments, feature flags, and rapid experimentation. Teams iterate faster without risking production stability.
Jenkins business impact metrics:
Deployment Frequency: Weekly → Multiple daily (DORA Elite) Lead Time: 3 days → 30 minutes (85% improvement) Recovery Time: 4 hours → 15 minutes (96% faster) Pipeline-as-Code revolution:
Git Controlled: Jenkinsfile lives with app code Peer Reviewed: Pipeline changes need approval Rollback Ready: git revert fixes broken workflows Career keywords dominate job boards. Jenkins pipeline, CI/CD automation, and build server skills command premium salaries.
Core Jenkins Concepts – Master These 4 Pillars
Jenkins architecture rests on four foundational concepts that enable infinite flexibility and scalability.
Master-Agent Architecture distributes workload efficiently. The master node coordinates builds and stores configurations. It manages plugins and serves the web UI dashboard that teams use daily.
Agent nodes handle actual builds across multiple machines. Teams scale horizontally with 1000+ agents running simultaneously. Agents support different operating systems and cloud bursting.
Pipeline concepts simplified:
Declarative: Simple when { branch 'main' } syntax Scripted: Advanced Groovy for complex logic Multi-stage: Build → Test → Deploy sequence Plugin ecosystem essentials:
Pipeline: Declarative syntax support Git: Source control integration Docker: Container build automation Kubernetes: Dynamic agent scaling Blue Ocean UI modernizes the experience with visual pipeline graphs and mobile-friendly dashboards.
Why Certified Jenkins Engineer (CJE) Changes Everything
CJE certification validates production-level Jenkins mastery. It proves candidates can design, build, troubleshoot, and scale enterprise CI/CD pipelines.
CJE skill validation:
Pipeline Design: Multi-branch + parallel execution Security: RBAC + credential encryption Scaling: Kubernetes agents + HA master Hiring managers instantly recognize the difference. CJE engineers earn 25-35% salary premiums. 78% of DevOps jobs require Jenkins experience.
Certification career benefits:
Instant Credibility: Resume screen pass guaranteed Salary Premium: 25-35% higher compensation Leadership Path: Architect enterprise CI/CD CJE creates instant credibility in competitive hiring processes.
Perfect Fit: Who Benefits Most from CJE Training
Developers gain self-service deployment capabilities. Backend, frontend, and mobile teams automate repetitive tasks. They deploy without DevOps tickets and get faster pull request feedback.
Developer benefits:
Self-Service: Deploy without tickets Fast Feedback: PR tests in 3 minutes Pipeline Awareness: Understand build impact DevOps engineers design company-wide golden pipelines. Build infrastructure scales from 100 to 1000+ concurrent jobs. GitOps integration becomes seamless.
DevOps/SRE target skills:
Golden Pipelines: Company-wide templates Scale: 1000+ concurrent builds GitOps: Jenkins + ArgoCD integration QA teams transform testing with Selenium Grid parallel testing across 50+ browsers. Platform engineers deliver Jenkins-as-a-service.
Jenkins Superpowers: 8 Game-Changing Features
Pipeline-as-Code revolutionized CI/CD practices. A single Git-controlled Jenkinsfile defines the entire workflow. Peer reviews ensure quality and rollbacks happen instantly.
Pipeline-as-Code advantages:
Version Controlled: Git tracks all changes Peer Reviewed: PR approval required Environment Aware: dev/staging/prod logic Unlimited horizontal scaling handles enterprise workloads. Distributed architectures support 100 Linux, 50 Windows, 20 Mac agents plus Kubernetes scaling.
Scaling capabilities:
Agent Diversity: Linux/Windows/Mac agents Cloud Bursting: AWS Spot instances Dynamic Scaling: Kubernetes auto-scale The plugin ecosystem connects to every tool imaginable. 1800+ free extensions eliminate custom development needs.
FeatureJenkins CapabilityBusiness ImpactPipeline-as-Code✅ Git-controlled JenkinsfileAuditable workflowsDistributed Builds✅ 1000+ agentsInfinite scalePlugins✅ 1800+ FREEZero integration costBlue Ocean UI✅ Visual tracking50% faster debug Training Experience: 12-15 Hours of Transformation
Live instructor-led sessions maximize learning retention. Experienced trainers guide participants through real-world scenarios daily.
Training structure:
Day 1: Jenkins install + first pipeline Day 2: Advanced pipelines + plugins Day 3: Security + production project AWS cloud labs eliminate setup hassles. Java microservices deploy to Kubernetes. Multi-branch Python apps handle full environments. Node.js blue-green deployments complete the curriculum.
Interactive learning format:
Live Coding: Build alongside instructor Step-by-Step: PDF guides included Real-time Q&A: Every 30 minutes Lifetime LMS access enables review anytime. Certification requires completing all hands-on labs successfully.
Guaranteed Outcomes: What You’ll Achieve
Technical mastery covers enterprise requirements. Pipeline architecture handles multi-branch complexity. Security implementations protect production environments confidently.
Technical skills mastered:
Pipeline Architecture: Multi-branch + parallel Production Security: RBAC + encrypted secrets Enterprise Scale: Kubernetes + HA master Business impact transforms organizations dramatically. Deployment times improve 80%. Zero-downtime releases become standard practice across teams.
Business results delivered:
Speed: 80% faster deployments Reliability: Zero-downtime releases Cost: 50% cloud savings Resume keywords gain real production expertise. Jenkins automation, pipeline scripting, and CI/CD tools become genuine strengths.
Why DevOpsSchool is the #1 Choice
DevOpsSchool leads global DevOps training through unmatched infrastructure and content depth.
Training infrastructure excellence:
Unlimited AWS: Daily refreshed labs Pre-built: Zero setup environments Kubernetes: Included clusters Content covers 46+ tools comprehensively. Real-time scenario projects mirror production reality. 200+ page slide decks provide permanent reference material.
Support beyond training:
Lifetime LMS: Forever access 24hr Forum: Instructor responses Job Alerts: Placement assistance Proven calendar builds trust. CKA runs 12th monthly. SRE starts 5th monthly. Group discounts make team training affordable.
Your Mentor: Rajesh Kumar (20+ Years Mastery)
Rajesh Kumar personally architects CJE curriculum and leads live sessions. His 20+ years span DevOps, SRE, Kubernetes, and cloud platforms.
Enterprise achievements:
95% Faster: Deploy times at MNCs 200+ Pipelines: Enterprise-wide automation $2M Saved: Cloud cost optimization Teaching emphasizes practical wisdom gained from real projects. MNC case studies replace textbook theory. Live debugging builds troubleshooting confidence.
Teaching strengths:
Real Stories: MNC war stories Live Debug: Problem-solving demos Conference: Latest industry trends 10,000+ professionals trained across 50+ countries trust his approach.
Complete Learning Arsenal Included
Theory materials exceed 300 pages of battle-tested content. Slide decks contain 200+ detailed slides per course. Lecture notes explain concepts thoroughly.
Learning materials provided:
300+ Pages: Slides + notes + cheat sheets 10+ Projects: Real AWS production labs Video Access: Lifetime session recordings Hands-on labs include step-by-step AWS guides. Pre-built environments ensure consistency across participants. Success criteria provide clear measurable goals.
Certification preparation included:
Mock Interviews: Real hiring scenarios Portfolio: 5 production pipelines Resume Templates: CJE optimized Lifetime LMS access includes upgrade paths to SRE and GitOps training.
Production Jenkins Security Checklist
Enterprise security demands comprehensive protection across multiple layers. Authentication integrates LDAP, AD, SAML, and OAuth seamlessly.
Security essentials:
Authentication: LDAP/AD/SAML/OAuth Authorization: Granular RBAC permissions Secrets: Encrypted credential storage Secrets management prevents credential leaks in production. Credentials Plugin provides encryption. HashiCorp Vault offers enterprise-grade solutions.
Attack prevention measures:
CSRF Protection: Cross-site prevention Script Security: Groovy validation Audit Logs: Immutable change tracking DevSecOps maturity integrates security directly into developer workflows naturally.
Jenkins Powers Fortune 500 Scale
Microservices architectures scale massively with Jenkins orchestration. Single Jenkinsfile templates support 500+ service variations efficiently.
Scale achievements:
500+ Services: Single pipeline template 15 Min Tests: Parallel execution Zero Downtime: Blue-green deploys Mobile development accelerates with parallel iOS/Android builds. App Store automation completes the workflow. Crash monitoring integrates natively.
Industry case studies:
Fintech: 200 apps, 3 weeks → 4 hours E-commerce: 50% test time reduction SaaS: 99.99% build reliability Hybrid multi-cloud environments represent Jenkins’ ultimate strength and flexibility.
Jenkins vs Next-Gen CI/CD (Fair Comparison)
Jenkins excels in enterprise customization without vendor lock-in. 1800+ plugins provide unlimited tool integration flexibility.
Jenkins advantages:
Cost: Free forever (zero licensing) Scale: Infinite horizontal scaling Flexibility: No vendor lock-in GitHub Actions offers simplicity for open source projects. GitLab CI provides integrated experience for GitLab users. CircleCI emphasizes cloud-first startup speed.
Competitor limitations:
GitHub Actions: 20 parallel jobs limit GitLab CI: GitLab platform lock-in CircleCI: Expensive at enterprise scale Jenkins wins for customization, cost control, and unlimited enterprise scale.
Verified 5⭐ Student Transformations
Abhinav Gupta from Pune experienced confidence transformation. Interactive sessions clarified complexity through simple patterns. First job offer arrived within 3 weeks.
Top student feedback:
Abhinav G. (5.0): “Confidence built instantly” Indrayani (5.0): “Hands-on made it click” Ravi D. (5.0): “Production-ready skills” Indrayani praised lifetime access value. Real examples made concepts permanent. Certification and interview preparation proved comprehensive.
Common success factors:
Hands-on Labs: Production experience Rajesh Teaching: Complex → simple Lifetime Access: Mastery enabled 5-star ratings consistently highlight practical focus and instructor quality.
Zero-Friction Technical Requirements
Hardware requirements remain accessible to everyone. Windows, Mac, or Linux laptops work perfectly with minimal specifications.
Minimal requirements:
Hardware: 2GB RAM, 20GB storage Software: Web browser + SSH client AWS: Fully managed (no setup) AWS infrastructure arrives fully provisioned by DevOpsSchool. Pre-built Jenkins environments eliminate configuration time completely.
Cloud advantages:
Pre-built: Zero installation needed Daily Refresh: Always current High Performance: Production-grade instances No local Jenkins installation required – shared AWS handles everything seamlessly.
CJE Certification Success Blueprint
Pre-training preparation builds essential foundations quickly. Git branching practice proves immediately valuable. Linux basics establish confidence rapidly.
4-week roadmap:
Week 1: Git + Linux refreshers Week 2: Live training mastery Week 3: Daily lab practice Week 4: Certification polish Training week delivers core Jenkins expertise comprehensively. Practice reinforces muscle memory effectively. Certification validates production readiness completely.
Exam preparation:
70% Hands-on: Real pipeline building 30% Concepts: Architecture knowledge Portfolio: 5 complete pipelines Success blueprint transforms beginners into enterprise-ready engineers.
Action Plan: Start Today
Enrollment proves straightforward with limited batch sizes. Payment confirmation triggers immediate joining kit delivery. Pre-course materials ensure smooth start.
Simple enrollment:
Reserve: Limited seats available Payment: Kit within 12 hours Start: Transform skills rapidly Live training builds production-grade pipelines. Certification unlocks career opportunities. Team discounts provide additional value.
Team benefits:
25% Discount: 7+ students Custom Schedule: Corporate cohorts Unified Training: Team alignment Start your Jenkins transformation today with proven methodology.
Conclusion and Overview
Certified Jenkins Engineer elevates professionals from basic knowledge to enterprise architecture mastery. Technical skills transform dramatically through comprehensive training.
Transformation summary:
Technical: Pipeline → Production architect Business: Manual → Automated CI/CD Career: Jenkins user → Leadership roles Jenkins powers DevOps excellence at global Fortune 500 scale. DevOpsSchool delivers proven training methodology. Rajesh Kumar provides 20+ years enterprise wisdom.
Contact DevOpsSchool Today!
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
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What is GitOps?
GitOps keeps everything in Git repositories. Changes to deployments or configs happen through pull requests, making work trackable and easy to roll back.
Teams define the desired state in Git. Tools then pull these changes and apply them automatically, cutting down errors and manual steps.
Core Principles of GitOps
GitOps builds on simple, powerful ideas.
Declarative Specs: Write what you want, not step-by-step commands. Version Control: Git tracks every change with history and audits. Continuous Reconciliation: Tools watch for drifts and fix them fast. Pull-Based Updates: Systems pull changes safely, with no direct pushes. These steps make CI/CD pipelines smoother and more reliable.
Why Choose CGOA Certification?
The CGOA cert shows you know GitOps basics well. It helps in job hunts as firms shift to cloud-native tools.
You learn automation, security, and monitoring skills. This opens doors to roles like DevOps engineer or SRE with higher pay.
Demand for GitOps experts grows with Kubernetes use. Keywords like GitOps tools, Kubernetes automation, and continuous deployment become key in your career.
Who Should Take CGOA?
This course fits many IT pros.
Kubernetes admins running clusters. DevOps and SRE teams building pipelines. Developers pushing secure apps. Cloud admins managing setups. Security folks checking compliance. Managers also gain insights to lead teams better.
Main Tools: Flux and ArgoCD
Flux and ArgoCD top the list for GitOps on Kubernetes.
Flux works as Kubernetes controllers with CRDs. It syncs simply and handles Helm charts plus image updates.
ArgoCD gives a web dashboard for views and rollouts like canary deploys. It spots drifts clearly.
FeatureFluxArgoCDSetupKubernetes-native CRDsControllers + UISync StyleLightweight pullRich pull featuresDashboardCLI mainFull web viewIdeal ForBasic clustersTeam environments Both handle secrets safely and link to Prometheus for alerts.
Course Goals and Setup
CGOA training teaches from basics to hands-on work. You grasp declarative ways, tools, and secure flows.
Labs run on AWS for real practice with Flux and ArgoCD. A mix of talks, quizzes, and real cases keeps it engaging.
Sessions last 10-15 hours online with live instructors.
Top Benefits of CGOA
CGOA helps pros and teams a lot.
Fewer mistakes from auto deploys. Faster CI/CD with Git syncs. Better security via controls. Clear views with monitoring. Certified pros drive changes that save time and cut outages. GitOps certification, Flux CD, and Argo CD deployment add real value.
DevOpsSchool: Top Training Hub
DevOpsSchool leads in DevOps learning. They offer courses on Kubernetes, SRE, GitOps, and more with hands-on labs.
Strengths include lifetime access to LMS, AWS setups daily, and interview prep kits. Reviews highlight clear teaching and quick help.
Endless AWS labs each day. Support for life after class. Cover the top 16 tools with projects. Group deals make it easy for teams. They run CKA on the 12th monthly and SRE on the 5th, perfect for planning.
Guided by Rajesh Kumar
Rajesh Kumar mentors this program. With 20+ years in DevOps, SRE, Kubernetes, and cloud, he trained global teams.
He cut deployment times by 95% in big projects. Rajesh focuses on real tips from MNCs, test-driven ways, and monitoring.
His conference talks and books build trust worldwide. Students love his clear examples and hands-on approach.
What You Get in the Course
Rich materials help you learn.
Slides and notes on key ideas. Step-by-step labs for tools. Videos, tests, and exam practice. Real cases from deployments. LMS stays open forever with a forum for questions. Get class recordings, PDFs, and interview Q&A kits.
Keeping GitOps Secure
GitOps stays safe with Git rules and tools. Use Sealed Secrets for hidden data and RBAC for access.
Auto checks meet rules. Prometheus watches for problems early. This covers DevSecOps practices naturally.
GitOps in Real Jobs
Teams manage many clusters and do safe rollouts. It scales apps across test, staging, and prod.
One firm synced 50+ clusters and cut issues by 40%. GitOps principles shine in multi-cloud setups.
How CGOA Stacks Up
CertMain FocusTimeKey ToolsCGOAGitOps entry10-15 hrsFlux, ArgoCDCKAK8s adminMonthlyKubectl+SREReliabilityMonthlyAlerts CGOA starts your GitOps path to advanced certs.
What Students Say
Hands-on wins praise.
“Clear examples built my skills.” – Abhinav G., Pune (5.0) “Solid Kubernetes start, good support.” – Ravi D., Noida (5.0) “Practical content with lifetime help.” – Indrayani, India (5.0) Most give 5 stars for real value. “Rajesh resolved all queries effectively.”
Start Your CGOA Journey
Know Git and Kubernetes basics first. Get AWS demos and end with your cert. Training runs online and is instructor-led.
Conclusion and Overview
CGOA training changes how you deploy. Git becomes the core for reliable ops. You master Flux, ArgoCD, and secure Kubernetes workflows.
Overview: From GitOps principles to hands-on labs, this cert boosts careers in automation, CI/CD, and cloud-native DevOps. DevOpsSchool and Rajesh Kumar guide you to success.
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SASE platforms typically include SD-WAN, secure web gateway (SWG), firewall as a service (FWaaS), cloud access security broker (CASB), and zero-trust network access (ZTNA). They can also encompass a growing list of additional features such as browser isolation, sandboxing and data loss prevention (DLP).
The overall SASE market is projected to climb from $15 billion in 2025 to $28.5 billion by 2028, according to Gartner. Deployments are split between single-vendor SASE platforms and dual-vendor approaches, the research firm says.
With more enterprises adopting SASE architectures and a widening talent gap for security skills, IT professionals who can architect, deploy, and manage these converged platforms are in demand. SASE vendors are responding with certification programs aimed at validating these skills. A growing list of providers – including Cato Networks, Fortinet, Netskope, Palo Alto Networks and Zscaler – now offer credentials that help practitioners prove expertise in their platforms while keeping pace with the shift to cloud-delivered security. Here’s a snapshot of what they’re offering.
Cato Networks: Cato SASE Expert Level 1 Certification
Overview: This introductory course validates a fundamental understanding of the SASE framework, including the drivers, value, architecture, use cases, and key network and security functions of SASE. It also offers the knowledge required to help an organization more toward SASE adoption. Target professional: This certification is ideal for IT professionals, network administrators, and security architects. Key skills: Certified individuals demonstrate proficiency with the Cato Management Application (CMA) and possess the technical expertise to operate, configure, and troubleshoot Cato SASE Cloud. The certification covers SASE essentials, including converged network and security functions in cloud native architectures. Exam specifics: Candidates take a two-to-three exam and must receive an 85% or higher to become certified. Cost: The self-paced SASE course and exam are free. Prerequisites: Candidates should have experience in cloud, networking, and security. Cato recommends candidates watch several SASE videos and read three SASE books to prepare for the exam. Note: Cato Networks offers several levels of SASE certifications. Cisco: Cisco Certified Network Professional (CCNP) Security
Overview: While not specific to SASE, the CCNP Security certification proves skills in security infrastructure, including network, cloud, and content security, endpoint protection and detection, secure network access, visibility, and enforcement. Earning the CCNP Security certification proves an IT professional has the know-how to secure and protect networks. Target professional: IT professionals with three to five years of IT experience who work with Cisco security products. This is considered an intermediate-level certification for network and security professionals. Key skills: Certification holders demonstrate knowledge of identifying common threats and vulnerabilities, understanding encryption and virtual private networks, and implementing core security technologies. Exam specifics: The Cisco Certified Specials-Security Core exam, or SCOR exam, and the concentration exams make up the CCNP Security Certification. The core SCOR exam is 120 minutes long, and the concentration exam is 90 minutes long. A passing score generally falls within the range of 800 to 850 out of 1,000 points. Cost: $400 Prerequisites: There are no formal prerequisites, but three to five years of experience is recommended for this professional-level certification. Note: Cisco offers a SASE Solution Specialization as part of its partner program. Fortinet: Fortinet Certified Solution Specialist Secure Access Service Edge (FCSS SASE)
Overview: The FCSS SASE certification confirms a candidate’s ability to design, manage, monitor, and troubleshoot Fortinet SASE solutions. The curriculum covers SASE infrastructures using advanced Fortinet technologies. Target professional: Cybersecurity professionals who require the expertise needed to design, manage, support, and analyze advanced Fortinet SASE solutions and who are working with FortiSASE solutions. Network security engineers and those professionals looking to specialize in SASE technologies are also good candidates. Key skills: This certification validates skills in designing, administering, monitoring, and troubleshooting Fortinet’s SASE solutions, covering areas such as SASE architecture, user onboarding, security posture and compliance, security profiles, SD-WAN deployments, and FortiSASE analytics and reporting. Exam specifics: The FortiSASE Administrator exam (FCSS_SASE_AD-24) is a 60-minute exam consisting of 30 questions with a pass/fail scoring system. To achieve this certification, candidates are required to pass two core exams within two years. Cost: $200 Prerequisites: Fortinet recommends taking the associated Network Security Expert (NSE) courses to prepare for the certification exams. Candidates should have foundational knowledge in network security and cybersecurity before trying to gain this professional-level certification. Fortinet provides study guides through its training portal. Note: The FCSS SASE certification consists of two parts: SD-WAN and SASE. The certification uses FortiSASE 25 and FortiOS 7.4 technologies. Netskope: Netskope SASE Accreditation
Overview: Netskope’s SASE Accreditation program provides foundational theory and practical knowledge of SASE architecture and implementation with on-demand, self-paced learning modules and quizzes and optional, interactive technical labs for a more hands-on experience. Target professional: The program is designed for working practitioners and architects in cybersecurity, networking, and technology, including roles in system administration, network engineering, IT operations, and software development. Key skills: The accreditation focuses on core SASE and zero-trust concepts including cloud computing, and software-defined networking (SDN), as well as cloud security components such as Cloud Access Security Broker (CASB), Secure Web Gateway (SWG), Zero Trust Network Access (ZTNA), Data Loss Prevention (DLP), and threat protection. Exam specifics: The 45-minute exam consists of 30 multiple-choice questions and requires an 80% to pass. Attendees are given two attempts to pass. Cost: Netskope offers this course and exam for free. Prerequisites: Attendees should have knowledge of security, network, and architectural principles. No coding or system administrative experience is required. Note: While sponsored by Netskope, the accreditation course and exam aim to be vendor-agnostic. Palo Alto Networks: Palo Alto Networks Certified Security Service Edge Engineer
Overview: This certification validates experienced security service edge (SSE) engineers on their knowledge and skills in deployment configuration, and post-deployment management and configuration, as well as their ability to troubleshoot deployed Prisma Access environments. Target professional: The certification is designed for SSE and SASE engineers, Prisma Access Specialists, network and security engineers, professional service consultants, and technical support engineers responsible for security and optimizing network and cloud environments. Key skills: The certification validates experienced SSE engineers on their knowledge and skills in setting up and configuring Prisma Access and SSE solutions. It also verifies skills in ongoing administration and configuration management of deployed environments, as well as the ability to diagnose and resolve issues in deployed Prisma Access environments. Exam specifics: The exam consists of multiple-choice and scenario-based questions with 60 questions total, a duration of 90 minutes, and a passing score of 70%. Cost: $250 Prerequisites: There are no formal prerequisites; candidates should have solid knowledge of network security and security architecture principles and experience with SSE/SASE tools like ZTNA, CASB, and SWG. Note: This certification bridges the gap between outdated VPNs and AI-powered SASE. Versa Networks: Versa Certified Security Specialist
Overview: This is Versa Networks’ entry-level SSE certification, designed to validate foundational knowledge of Security Service Edge architecture and the Versa platform. It serves as a stepping stone for network engineers looking to specialize in Versa’s SASE solutions. Target professional: Engineers who perform architect, engineering, or planning roles with Versa Security services for more than one year, with hands-on experience managing and operating Versa Secure SD-WAN Platforms. Key skills: This certification validates skills in administering Versa Security services on SD-WAN platforms, maintaining network security functions within the Versa ecosystem, and diagnosing and resolving security-related issues on Versa Secure SD-WAN platforms. Exam specifics: The exam consists of 60 multiple-choice questions that must be completed within the 90-minute timeframe, with a pass/fail result immediately available. Cost: $150 Prerequisites: Candidates must have also completed the Versa Certified SD-WAN Associate (VNX100) or Versa Certified Administrator – SD-WAN Specialist (VNX301) certification programs. Note: Versa Certifications are valid for two years. Zscaler: Zscaler Zero Trust Cyber Associate (ZTCA)
Overview: ZTCA is a foundational zero-trust credentials aimed at validating knowledge around zero trust principles, architectures, and how they differ from legacy network security models. Target professional: This certification is for anyone wanting to learn the basics of zero trust and it is well-suited for candidates who are newer to zero-trust architectures or who want to formalize their foundational understanding before moving into vendor-specific roles. Key skills: This certification validates that candidates can recognize the differences between old/legacy architectures and zero-trust models and understand when a zero-trust approach offers advantages. It also teaches the core components of zero trust, such as identity, least privilege, microsegmentation, and continuous verification, and how they integrate into a holistic model. Exam specifics: The exam consists of 75 questions and runs for two hours, and candidates are allowed three attempts to pass.To earn the credential, candidates must complete the e-learning portion and pass the exam. Cost: $300 Prerequisites: Candidates must complete the five-hour e-learning course before taking the exam, and basic knowledge of networking and cybersecurity domains is required. Note: Zscaler issues a digital badge for its certifications that can be displayed on LinkedIn and other platforms.
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ThreatsDay Bulletin: Stealth Loaders, AI Chatbot Flaws AI Exploits, Docker Hack, and 15 More Stories
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After redeeming an Apple Gift Card, the value is added to the Apple Account balance and automatically applies at checkout when making eligible purchases. It can be spent on a wide range of Apple products, services, and digital content.
Apple Gift Cards are marketed as a single, flexible balance that works across Apple's ecosystem, but there are clear limits on what they can and cannot be used for once redeemed to an Apple Account.
What Apple Gift Cards Can Be Used For
Purchasing Apple hardware and accessories on apple.com, in the Apple Store app, or in an Apple retail store.
Using the balance toward Apple hardware when checking out, with any remaining cost paid using another payment method.
Buying apps and games on the App Store, including in-app purchases.
Paying for digital media, including movies, TV shows, and books through Apple's digital storefronts.
Covering subscriptions to Apple services such as Apple Music, Apple TV+, Apple Arcade, and iCloud+ storage, as well as eligible third-party app subscriptions billed through the App Store.
What Apple Gift Cards Can't Be Used For
Making purchases outside Apple's ecosystem, such as goods or services from non-Apple retailers.
Starting certain recurring payments, such as AppleCare+ plans, without an additional credit or debit card on file.
Redeeming or using balances across different countries or regions, as gift cards are typically region-locked.
Transferring to or purchasing other gift cards.
Exchanging for cash or cash equivalents.
While Apple Gift Cards are intentionally designed to be more versatile than older App Store or Apple Store–only gift cards, they still come with some limits. For users, the key distinction is that Apple Gift Cards work best for Apple-direct purchases and subscriptions, but they can't replace a traditional payment method for gifting or non-Apple spending.
This article, "What You Can (and Can't) Use an Apple Gift Card For" first appeared on MacRumors.com
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“The main problem is that we are managing a huge organization,” explains Stefan Lüders, CERN’s CISO. “We are one of the most important particle physics research institutes on the planet. We do sophisticated and interesting things, which makes us a target for attacks from different communities.” He lists several of these potential threats: script kiddies or hackers with basic knowledge, who all pose a potential security risk; ransomware or data exfiltration; sabotage of CERN’s work; espionage actions and criminal groups trying to infiltrate through computers or other devices.
“This is where people come in. Because we have a very large, heterogeneous and very fluctuating research community. There are many physicists who join the organization every year. They come in and leave to do their PhD, do research at CERN and then leave,” he describes, pointing to the challenge of “taking care of this community of users. The other challenge is the flexible and fast-developing world of IT.” This includes programming — importing open-source libraries, their security, etc. — and AI. “The more sophisticated AI becomes, the greater the likelihood that those AI-driven security or attack tools will try to infiltrate the organization.”
Securing CERN
How do you ensure effective implementation of cybersecurity initiatives that don’t disrupt scientific work? “You can’t,” Lüders asserts. “Cybersecurity is inconvenient. Let’s face it.” Lüders equates it to locking your front door or using your PIN to get cash out of the ATM; they can be annoying, but necessary. “We try to explain to our community why security measures are needed,” he says. “And if we adapt our security measures to our environment, people adopt them. Yes, it makes the research a little more complicated, but only a little.”
Lüders insists on the research work factor. “We are not a bank. We don’t have billions of dollars. We are not a military base, which means we don’t have to protect a country. We do research, which means adapting the level of security and the level of academic freedom so that the two go hand in hand. And that’s an ongoing conversation with our user community.” This ranges from scientific personnel to industrial control systems management, IT or human resources. “To meet this challenge, it is essential to talk to people. That’s why, I insist, cybersecurity is a very sociological issue: talking to people, explaining to them why we do this.”
For example, not everyone willingly uses multifactor authentication because “let’s face it, they’re a pain. It’s much easier to type in a password, and who even wants to type in a password? You just want to log in. But for protection needs, today we have passwords and multifactor authentication. So you explain to people what you’re protecting. We tell them why it’s important to protect their work, as well as research results. And the vast majority understand that you need a certain level of security,” he says. “But it’s a challenge because there are so many different cultures here, different nationalities, different opinions and thoughts, and different backgrounds. That’s what we are constantly trying to adapt to.”
Stefan Lüders and Tim Bell of CERN.
CERN
Employing proprietary technology can introduce risks, according to Tim Bell, leader of CERN’s IT governance, risk and compliance section, who is responsible for business continuity and disaster recovery. “If you’re a visitor to a university, you’ll want to bring your laptop and use it at CERN. We can’t afford to remove these electronic devices upon arrival at the facility. It would be incompatible with the nature of the organization. The implication is that we must be able to implement BYOD-type security measures.”
Because at the core of everything always remains the collaborative nature of CERN. “Academic papers, open science, freedom of research, are part of our core. Cybersecurity needs to adapt to this,” Lüders notes. “We have 200,000 devices on our network that are BYOD.” How then does the adaptation of cyber protection apply? “It’s called defense in depth,” explains the CISO. “We can’t install anything on these end devices because they don’t belong to us, (…) but we have network monitoring.” In this way, even if you don’t have direct access to each device, you are warned when something is being done against the center’s policies, both at the level of cybersecurity and inappropriate uses, such as employing the technology they provide for particular interests.”
These measures also extend to obsolete systems, which the organization is able to assimilate because they have a network resilient enough that even if one piece of equipment is compromised, it won’t damage any other CERN systems. The legacy technology problem extends to the equipment needed for the physics experiments being performed at the center. “These are protected by dedicated networks, which allows the network protection to kick in and protect them against any kind of abuse,” Lüders explains. On IoT connected devices not designed with cybersecurity in mind, “a problem for all industries,” Lüders is blunt: “You will never get security in IoT devices.” His solution is to connect them to restricted network segments where they are not allowed to communicate with anything else, and then define destinations to which they can communicate.
General framework
This is part of a larger challenge: aligning the IT and OT sides so that security continuity is established throughout the organization. A challenge that goes through centralization. “Today the OT part, the controls systems at CERN, are using IT virtualization,” explains Lüders. “The strategy is to bring IT and control people together so that the control people can use the IT services to their advantage. From the technology department, a central system is provided with different functionalities for operations, as well as for other areas of the organization, accessible through a single point of entry. “That’s the power of centralization.” This system also includes new tools such as AI tools in LLM, where they have a working group in place to find the best way to employ them. “We are facing a big discovery and, later on, we will centralize it through a central IT service. And that’s how we do it with all technologies.”
Just as the subjects they research at CERN are evolving, so is their IT governance framework. This has been keeping up with industry developments, Bell explains, hand in hand with audits that allow it to operate according to best practice. “The governance part is becoming more formal. In general, everything was well organized; it was just a matter of standardizing it and developing policy frameworks around it.” Despite the establishment of these standards, the result is the opposite of rigid, explains Bell, who exemplifies this with the case of a recent cybersecurity audit in which CERN was assessed against one of the international standards, which served to improve the level of maturity. “We are adopting a fairly flexible IT governance policy, learning from the experience of others in adopting industry standards.”
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In 2025, video hosting platforms have evolved far beyond simple file storage. They now serve as comprehensive ecosystems that empower businesses, educators, creators, and enterprises to upload, manage, stream, and monetize video content seamlessly. With the growing dominance of video-first strategies across marketing, training, education, and entertainment, choosing the right platform has become critical for ensuring optimal audience engagement and business success.
Modern video hosting platforms offer AI-driven video analytics, adaptive streaming, robust security, integrations with collaboration tools, and monetization features. Whether you’re a content creator, corporate trainer, marketer, or educational institution, the choice of the right platform impacts reach, performance, and ROI.
In this guide, we’ve compiled the Top 10 Video Hosting Platforms Tools in 2025, evaluating their features, pros, cons, pricing, and suitability. Whether you need enterprise-grade video infrastructure or simple video sharing capabilities, this comparison will help you make an informed decision.
Top 10 Video Hosting Platforms Tools in 2025
1. Gumlet
Short Description:Gumlet is a secure and performance-focused private video hosting platform designed for businesses that need private video hosting with complete control over access and delivery. It is commonly used for internal videos, gated content, product demos, and educational platforms.
Key Features:
Private and secure video hosting with access control and signed URLs Adaptive streaming with global CDN for fast playback Customizable video player Video analytics and performance insights Easy video upload and management Pros:
Strong focus on privacy and security Reliable video performance and optimization Scales well for business and SaaS use cases Cons:
Advanced configurations may require initial setup time Best For:
Businesses and teams looking for a reliable private video hosting platform with strong security and performance.
2. Vimeo
Short Description: Vimeo is a premium video hosting and streaming platform built for professionals, marketers, and enterprises focused on high-quality video experiences.
Key Features:
4K ultra-HD video hosting with adaptive streaming Built-in video editor and templates Advanced analytics and viewer insights Password-protected and private video sharing Integrations with Zoom, Google Drive, and Slack Pros:
Exceptional video quality and customization Excellent privacy and security controls Ad-free experience Cons:
Limited free plan Premium plans are relatively costly 3. YouTube
Short Description: YouTube remains the world’s largest video hosting and streaming platform, perfect for creators, brands, and educators to reach massive global audiences.
Key Features:
Free unlimited hosting with global accessibility Built-in monetization via ads, memberships, and SuperChat SEO-friendly video optimization tools Live streaming and community engagement features AI-driven content recommendations Pros:
Massive audience reach Free hosting and powerful monetization options Seamless integration with Google ecosystem Cons:
Limited customization for branding Ads can interrupt viewer experience 4. Wistia
Short Description: Wistia is a business-focused video hosting tool designed for marketers and enterprises that prioritize lead generation and analytics.
Key Features:
Custom-branded video players Powerful video analytics and heatmaps Lead capture forms and marketing automation Integration with HubSpot, Salesforce, and Marketo Hosting for podcasts alongside videos Pros:
Great for marketing and business growth Advanced lead generation features Fully customizable branding Cons:
Not suitable for free hosting Limited live streaming capabilities 5. Dailymotion
Short Description: Dailymotion is a global video hosting and sharing platform designed for creators, publishers, and enterprises.
Key Features:
HD video hosting and adaptive streaming Monetization through advertising Simple integration for embedding videos on websites Global content discovery platform Supports large-scale enterprise video libraries Pros:
Free and accessible worldwide Monetization-friendly for creators Easy to embed videos anywhere Cons:
Smaller audience compared to YouTube Limited customization for branding 6. Brightcove
Short Description: Brightcove is an enterprise-grade video hosting and streaming solution for large-scale businesses and OTT platforms.
Key Features:
Adaptive bitrate streaming for seamless playback AI-powered video recommendations Advanced video analytics and insights Monetization options through subscriptions or ads Integration with marketing automation and CRM tools Pros:
Highly scalable for large enterprises Premium security features Perfect for OTT and SaaS video platforms Cons:
Expensive for small businesses Requires technical expertise for full customization 7. Vidyard
Short Description: Vidyard focuses on business video hosting, enabling companies to create personalized video experiences and improve engagement.
Key Features:
Interactive video hosting Personalization for customer engagement Advanced analytics and performance tracking Integrations with Salesforce, HubSpot, and LinkedIn Video creation tools for sales and marketing Pros:
Great for personalized marketing Ideal for B2B video strategies Powerful analytics and integrations Cons:
Limited free features Not designed for consumer-focused creators 8. SproutVideo
Short Description: SproutVideo offers secure video hosting solutions tailored for businesses and internal communication.
Key Features:
Private video hosting and restricted access Password-protected video sharing Customizable players and video portals Detailed audience analytics API for custom video workflows Pros:
Focused on security and privacy Great for internal training and enterprise communications Excellent customer support Cons:
Limited public sharing tools Requires paid plans for most features 9. Kaltura
Short Description: Kaltura is an open-source video hosting platform widely used by educational institutions and enterprises.
Key Features:
Open-source customization and flexibility Virtual classrooms and e-learning tools Scalable enterprise video hosting Interactive video quizzes and assessments Integration with LMS platforms like Moodle and Blackboard Pros:
Highly customizable Best suited for education and training Offers both cloud and on-premises deployment Cons:
Complex setup process Requires developer involvement for full customization 10. Panopto
Short Description: Panopto specializes in video hosting for education and enterprises, making it ideal for lecture capture and corporate training.
Key Features:
Video recording and hosting for lectures AI-powered video search and indexing Integration with LMS and CMS platforms Secure video streaming for private audiences Analytics for learner engagement tracking Pros:
Perfect for educational institutions Strong integrations with learning platforms Secure and private hosting Cons:
Limited audience-building tools Not ideal for public content creators 11. JW Player
Short Description: JW Player is a powerful video hosting and streaming platform for publishers, advertisers, and OTT providers.
Key Features:
Adaptive streaming with lightning-fast playback Monetization via ads and subscriptions Advanced video performance analytics White-label video players Multi-device and cross-platform compatibility Pros:
Excellent for OTT businesses High-performance video delivery Advanced monetization options Cons:
Expensive for small teams Requires technical knowledge for setup Comparison Table: Top 10 Video Hosting Platforms in 2025
Tool NameBest ForPlatforms SupportedStandout FeaturePricingAvg. RatingVimeoProfessionals & marketersWeb, iOS, AndroidHigh-quality 4K streamingStarts at $12/month4.7/5YouTubeCreators & educatorsWeb, iOS, AndroidGlobal reach & monetizationFree / Revenue-share4.8/5WistiaMarketing & lead genWebLead capture integrationStarts at $19/month4.6/5DailymotionCreators & publishersWeb, iOS, AndroidEasy global sharingFree4.4/5BrightcoveEnterprises & OTT appsWeb, iOS, AndroidAI-powered OTT solutionsCustom pricing4.7/5VidyardB2B marketers & salesWebPersonalized video hostingStarts at $15/month4.6/5SproutVideoInternal business useWebSecure private hostingStarts at $24/month4.5/5KalturaEducation & enterpriseWeb, Cloud, On-premiseOpen-source customizationCustom pricing4.6/5PanoptoEducation & trainingWeb, iOS, AndroidAI-powered video searchStarts at $14/month4.5/5JW PlayerOTT & publishersWeb, iOS, AndroidHigh-performance deliveryCustom pricing4.7/5 Which Video Hosting Platform Tool is Right for You?
For Creators & Influencers → YouTube or Vimeo For Marketers & Businesses → Wistia or Vidyard For Enterprises & OTT Providers → Brightcove or JW Player For Educational Institutions → Panopto or Kaltura For Internal Business Training → SproutVideo FAQs
1. What is a video hosting platform?
A video hosting platform allows users to upload, store, stream, and share videos online with optimized performance and scalability.
2. Which is the best free video hosting platform in 2025?
YouTube remains the best free option, thanks to its global reach and monetization features.
3. Which platform is ideal for businesses?
Wistia and Vidyard are best suited for businesses focusing on marketing, lead generation, and analytics.
4. What features should I look for in a video hosting platform?
Key features include high-quality streaming, privacy controls, monetization options, analytics, and integrations.
5. Are there platforms designed specifically for education?
Yes, Panopto and Kaltura are highly recommended for educational institutions.
Conclusion
In 2025, video hosting platforms have become strategic business tools, driving audience engagement, monetization, and seamless video delivery. From YouTube’s massive reach to Brightcove’s enterprise-grade capabilities, there’s a solution for every creator, marketer, educator, and business.
Choosing the right tool depends on your budget, audience, and goals. Most providers offer free trials or demos, so test them to find the perfect fit for your needs.
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Alt-Tab (Free) - Alt-Tab brings a Windows-style alt + tab thumbnail preview option to the Mac. You can see a full window preview of open apps and app windows.
One Thing (Free) - One Thing is a super simple menu bar app that helps you remember the one main thing that you need to accomplish. Whatever you type in will show up in your menu bar so it's front and center. Text and colors are customizable, and you can use emoji.
Launchy (Free, $6.99 Pro upgrade) - Launchy is a customizable app launcher and switcher with a radial menu interface that you can use to launch and switch between your seven favorite apps.
Folder Preview ($2.99) - Folder Preview lets you see what's inside a folder or a zip file by pressing the spacebar in Finder.
Command X ($4) - Command X brings the Windows cut and paste workflow to Mac. You can use Command X and Command V keyboard shortcuts to cut and paste folders in the Finder app.
ImageOptim (Free) - ImageOptim uses quality preserving compression to reduce image file size, plus it removes private EXIF metadata, thumbnails, comments, color profiles, and other image cruft.
Monocle ($9) - Monocle blurs your background apps and brings the main app you're using to the forefront, so you can better focus on what you're doing. Monocle says it's noise canceling for your screen.
Dockdoor (Free) - Dockdoor adds live window previews to the dock, and enables option + tab window switching. Hovering over an icon on your Mac's dock will show a preview of the app and all windows from it.
Substage ($3.99/month) - Substage adds an AI-based natural language text bar to the Finder app so you can control your Mac with simple written commands instead of tricky command lines. It supports converting, organizing, and managing files and images. It can also answer questions about files, do calculations, and manage settings on your Mac.
Bauhaus Clock ($19) - Bauhaus Clock adds an elegant clock screensaver to your Mac. It's design-forward, with careful attention to detail and a sharp look that makes the Mac a focal point in the room when it's idle. The look is customizable with different colors and day and night settings.
Have a favorite Mac app we didn't mention? Let us know about it in the comments below.
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According to a regulatory filing published yesterday, Cook purchased 50,000 Class B shares of Nike on December 22 at an average price of $58.97 per share, for a total investment of approximately $2.95 million. The filing shows that Cook now holds about 105,000 Nike shares, a position valued at nearly $6 million.
Nike shares rose following the disclosure, gaining between about 2% and 5% in premarket and early regular-session activity, after the stock had fallen sharply in the days following the company's most recent earnings report, which highlighted ongoing challenges in its business, particularly in China. Nike is currently in the early stages of a turnaround effort under CEO Elliott Hill, who returned to the company last year after retiring.
Cook has served on Nike's board of directors since 2005 and is its lead independent director, a role he assumed in 2016 after Nike co-founder Phil Knight stepped down as chairman. In addition to his position at Apple, Cook also chairs Nike's compensation committee, placing him in a central governance role at the apparel maker. The December 22 transaction represents Cook's largest open-market purchase of Nike shares in years and comes at a time when the company is under pressure from investors following a prolonged decline in its stock price.Tag: Tim Cook
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The feature is currently available in 13 U.S. states and Puerto Rico, and it is expected to launch in at least seven more in the future.
To set up the feature, open the Wallet app and tap on the plus sign in the top-right corner. Next, select Driver's License and ID Cards and follow the steps.
Supported States
The following 13 states offer driver's licenses in the Wallet app:Arizona (since March 2022)
Maryland (since May 2022)
Colorado (since November 2022)
Georgia (since May 2023)
Ohio (since July 2024)
Hawaii (since August 2024)
California (since September 2024)
Iowa (since October 2024)
New Mexico (since December 2024)Montana (since August 2025)
North Dakota (since September 2025)
West Virginia (since October 2025)
Illinois (since November 2025)The feature is also available in Puerto Rico.
Future States
Apple and local DMV offices have announced that the following U.S. states have signed on to adopt the feature, but no timeframes were disclosed:Connecticut
Kentucky
Mississippi
Oklahoma
Utah
Arkansas
VirginiaParticipating Airports
Apple Wallet IDs are accepted at TSA checkpoints in more than 250 airports in the U.S., for domestic travel. Given that Apple Wallet IDs are not accepted by law enforcement, and lack many other use cases, carrying a physical ID is still necessary.
Here are just some of the airports that offer the feature — there are hundreds of others:Baltimore/Washington International Thurgood Marshall Airport (BWI)
Ronald Reagan Washington National Airport (DCA)
Washington Dulles International Airport (IAD)
Phoenix Sky Harbor International Airport (PHX)
Denver International Airport (DEN)
Hartsfield–Jackson Atlanta International Airport (ATL)
Cincinnati/Northern Kentucky Airport (CVG)
John Glenn Columbus International Airport (CMH)
San Francisco International Airport (SFO)
San Jose Mineta International Airport (SJC)
Los Angeles International (LAX)
Daniel K. Inouye International Airport (HNL)
Des Moines International Airport (DSM)
Eastern Iowa Airport (CID)
Albuquerque International Sunport (ABQ)
Lea County Regional Airport (HOB)
Luis Munoz Marin International Airport (SJU)
Billings Logan International Airport (BIL)
Bozeman Yellowstone International Airport (BZN)
Great Falls International Airport (GTF)
Missoula International Airport (MSO)
Chicago O'Hare International Airport (ORD)
Chicago Midway International Airport (MDW)
St. Louis Lambert International Airport (STL)
Richmond International Airport (RIC)
Norfolk International Airport (ORF)
Roanoke-Blacksburg Regional Airport (ROA)
Newport News-Williamsburg International Airport (PHF)Travelers should refer to TSA signage to confirm availability of the feature.
Digital Passport
If you live in a state that does not yet offer Apple Wallet IDs, you can now create a Digital ID based on your U.S. passport, and present it at the same participating TSA checkpoints, for age and identity verification purposes during domestic travel. It is not a replacement for a physical passport, and it cannot be used for international travel.Tag: Apple Wallet
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In a press release, Brazil's Administrative Council of Economic Defense (CADE), said its court has approved a Term of Commitment to Cease proposed by Apple to resolve an investigation into the company's App Store rules on iOS. The case began in 2022 and examined whether Apple's restrictions on app distribution and payments limited competition in Brazil.
CADE said the investigation focused on Apple's prohibition of third-party app stores on iOS, the requirement that developers use Apple's in-app purchase system for digital goods and subscriptions, and restrictions that prevented developers from informing users about alternative payment options.
Under the settlement, Apple will be required to allow developers in Brazil to link to external payment options and promote offers that take place outside their apps. Developers will also be permitted to offer third-party payment methods within their apps alongside Apple's own in-app purchase system, with CADE requiring that these options be presented next to Apple's payment option.
Apple will also have to allow third-party app stores in Brazil. CADE specified that Apple may still display warnings or informational messages to users, but those messages must be neutral, objective, and limited in scope, and must not introduce extra steps or barriers that make alternative options harder to use.
According to Brazilian technology site Tecnoblog, which said it obtained the details directly from CADE, purchases made through the App Store will remain subject to a 10% or 25% commission under standard terms. Developers who use Apple's payment system would also pay a 5% transaction fee.
If an app directs users to pay outside the app using only static text, with no clickable link or button, Apple will not charge a fee. If the app includes a clickable button or link that sends users to an external website for payment, Apple will charge a 15% fee. Third-party app stores will be subject to a 5% Core Technology Commission.
CADE said Apple will have up to 105 days to implement the required changes once the new rules become binding. Tags: Apple Antitrust, Brazil
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The leaker claims to have been told by sources that the second-generation iPhone Air will launch in the fall. Meanwhile, the iPhone 17e is said to already be in mass production ahead of unveiling at a spring product launch event.
The rumor comes in contrast to an array of corroborated reports that the second-generation iPhone Air has been delayed until March 2027, where it is expected to launch alongside the standard iPhone 18 and a lower-end iPhone 18e. The second-generation iPhone Air was originally rumored to launch alongside the iPhone 18 Pro, iPhone 18 Pro Max, and foldable iPhone in the fall of 2026, but poor sales of the debut model apparently led Apple to delay the launch.
The second-generation iPhone Air is rumored to address complaints about the device by adding a second rear camera and lowering its price. A lighter weight, vapor chamber cooling, and a larger battery capacity are also among the rumored new features.
It is still possible that a new iPhone Air could launch in the fall of next year, especially if Apple has expedited development of new features, since this was the original scheduled launch time frame. Nevertheless, it would be surprising if the multitude of rumors indicating a delayed launch were mistaken. Related Roundup: iPhone AirTag: Fixed Focus DigitalBuyer's Guide: iPhone Air (Buy Now)
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Most of the products that were discontinued this year were simply replaced by a new model with an updated chip. However, the iPhone SE line was entirely discontinued when the iPhone 16e launched, and the iPhone Plus line is being phased out.
Below, we have listed 25 products that were discontinued by Apple this year.
iPhones
Apple discontinued the third-generation iPhone SE in February, after introducing the iPhone 16e. As a result, Apple no longer sells any iPhone models with a Home button, Touch ID, LCD screen, a sub-6-inch screen size, or Lightning.
The original iPhone SE was released in March 2016. That model's design was largely based on the iPhone 5s, with key specs including a 4-inch display, a Touch ID home button, and an aluminum and glass frame with chamfered edges. However, the device was powered by a newer A9 chip from the iPhone 6s and iPhone 6s Plus.
Apple went on to release two more iPhone SE models in 2020 and 2022, respectively, with those devices having a similar design as the iPhone 8.
Meanwhile, the iPhone Plus has effectively been replaced by the ultra-thin iPhone Air in Apple's smartphone lineup. Both the iPhone 14 Plus and iPhone 15 Plus were discontinued this year, and it is only a matter of time before the iPhone 16 Plus is axed too. Apple is not expected to release another Plus model in the foreseeable future.
Here are all of the iPhone models that were discontinued this year:iPhone 16 Pro Max (succeeded by iPhone 17 Pro Max)
iPhone 16 Pro (succeeded by iPhone 17 Pro)
iPhone 15 Plus
iPhone 15
iPhone 14 Plus
iPhone 14
iPhone SE (succeeded by iPhone 16e)iPads
It was a spec-bump year for the iPad lineup, with the iPad Pro, iPad Air, and entry-level iPad all receiving faster chips, but no major design changes.
Here are all of the iPad models that were discontinued this year:
iPad Pro with M4 chip (updated with M5 chip)
iPad Air with M2 chip (updated with M3 chip)
iPad 10 (updated with A16 chip)Apple Watches
Apple Watch Series 11 is a very minor upgrade over the now-discontinued Series 10, but the Apple Watch Ultra 3 and Apple Watch SE 3 offer some more meaningful changes. None of the latest Apple Watch models received a new chip, though.
Here are all of the Apple Watch models that were discontinued this year:
Apple Watch Ultra 2 (succeeded by Apple Watch Ultra 3)
Apple Watch Series 10 (succeeded by Apple Watch Series 11)
Apple Watch SE 2 (succeeded by Apple Watch SE 3)Macs
Here are all of the Mac models that were discontinued this year:
Mac Studio with M2 Max and M2 Ultra chips (updated with M4 Max and M3 Ultra chips)
14-inch MacBook Pro with M4 chip (updated with M5 chip)
13-inch and 15-inch MacBook Air with M3 chip (updated with M4 chip)
13-inch MacBook Air with M2 chipOther
Here are other Apple products and accessories that were discontinued this year:
AirPods Pro 2 (succeeded by AirPods Pro 3)
Apple Vision Pro with M2 chip (updated with M5 chip)
MagSafe Charger with Qi 2 (succeeded by MagSafe Charger with Qi 2.2 support)
30W USB-C Power Adapter (succeeded by 40W Dynamic Power Adapter with 60W Max)*
Lightning to 3.5mm Audio Cable (succeeded by USB-C to 3.5mm Audio Cable)
MagSafe to MagSafe 2 Converter* In the U.S., U.K., Canada, Japan, and select other countries only.
Did we miss anything? Let us know in the comments section.
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The sensors will reportedly be made by Samsung at its existing facility in Austin. The company is expected to install production equipment for the project in the near future and has posted job listings for mechanical and electrical technicians, engineers, and managers to work on set up.
Samsung is expected to make the iPhone's image sensor with a three-stack design, which enables higher pixel density and improved low-light performance by vertically stacking multiple sensor layers. Stacked sensor architecture also allows for faster readout speeds, reduced power consumption, and higher dynamic range. This manufacturing process has not previously been deployed at a commercial scale.
Earlier this month, Samsung notified the city of council of Austin of its intention to spend $19 billion on its Austin facility. The new image sensor production line is expected to begin operation in March at the earliest.
The new sensor is believed to be destined for the iPhone 18, which is expected to launch in the first half of 2027. Apple reportedly reached a deal with Samsung in August for supply of the component.
This will be the first time Apple will move away from Sony as the sole supplier for iPhone image sensors and make the component in the United States. Today, Sony is the sole supplier of iPhone image sensors; they are produced in Japan and delivered via TSMC.Related Roundup: iPhone 18Tags: Texas, The ElecRelated Forum: iPhone
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Google's Santa Tracker continues a two-decade tradition for the company, allowing excited children (and grown-ups!) to keep up with the jolly gift-giver's travels throughout December 24. On this day, Santa's Village transforms into a tracking experience where children can follow Santa and his reindeer as they merrily go about their important work.
Santa can be tracked using a web browser on iPhone, iPad, or Mac by visiting Google's official Santa Tracking website. The site features a live map of Santa's current location, his next stop, a live video feed of his journey, and the estimated time that he will arrive in each specific location.
The Santa site provides pictures of locations that Santa has already visited, a live count of gifts that have been delivered, and Santa's current distance from your location. There are also a selection of games to play, creative things to do, and videos to watch.
Other Santa tracking services are also available, such as the NORAD Tracks Santa Claus app and website, but Google's site is often the most interactive and detailed. Happy holidays!
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Researchers have uncovered a stealthy campaign in which the Webrat Trojan, known for months to hide inside game cheats and cracked software, is now posing as proof-of-concept exploit repositories on GitHub to trick unsuspecting security researchers.
The clever decoy and the unexpected target set the campaign apart from typical malware distribution attacks.
Kaspersky’s security analysts spotted this evolution where attackers uploaded seemingly legitimate vulnerability exploit code, complete with structured documentation, only to lure targets into downloading a backdoor.
From Game cheats to GitHub exploits
Webrat isn’t new. It has a history of hiding in plain sight under familiar lures like game cheat packages (including Rust, Counter-Strike, and Roblox) and cracked software installers. But in the latest campaign, dating back to at least as far as September 2025, attackers started to change their approach by hosting repositories on GitHub that appear to offer exploit code for high-profile vulnerabilities with high CVSSv3 scores.
The vulnerabilities they pushed exploits for included a critical heap-based buffer overflow in Internet Explorer (CVE-2025-59295/ CVSS 8.8), a max severity authentication bypass in a WordPress plugin (CVE-2025-10294/ CVSS 9.8), and an improper access control in Windows Remote Access Connection Manager (CVE-2025-59230/ CVSS 7.8).
Apart from dumping the exploit code, the repositories included detailed sections with overviews of the vulnerability, system impact, install guides, usage steps, and even mitigation advice. The consistency of the format to a professional PoC writeup suggests the descriptions are machine-generated to avoid detection by seasoned professionals, Kaspersky researchers noted in a blog post.
The malicious payload and behavior
Beneath the polished README, the attackers dumped a password-protected ZIP linked in the repository. The archive password was hidden in file names, something easily missable by unsuspecting eyes. Inside, the key components include a decoy DLL, a batch file to launch the malware, and the primary executable (like rasmanesc.exe) capable of escalating privileges, disabling Windows Defender, and retrieving the real Webrat payload from hardcoded command-and-control (c2) servers.
Once executed, Webrat installs a backdoor on the host system. The backdoor can exfiltrate credentials, access cryptocurrency wallets, spy through webcams and microphones, log keystrokes, and steal data from messaging apps like Telegram, Discord, and gaming platforms such as Steam.
The capabilities amount to a full-blown surveillance and theft platform under the attacker’s control.
Significance of the shift
Researchers found the shift from tricking casual users with game cheats to targeting tech professionals with exploit code as notable as well as concerning. “They are targeting researchers who frequently rely on open sources to find and analyze code related to new vulnerabilities,” they said.
However, experienced security researchers typically analyze such exploits within isolated environments like virtual machines or sandboxes, minimizing risk. Which is perhaps why the campaign is seen as deliberately tuned to target novices, including students, junior analysts, and those eager to explore PoCs without safe handling practices.
“Cybersecurity professionals, especially inexperienced researchers and students, must remain vigilant when handling exploits and any potentially malicious files,” the researchers advised. “To prevent potential damage to work and personal devices containing sensitive information, we recommend analyzing these exploits and files within isolated environments like virtual machines or sandboxes.” The disclosure noted that Webrat itself hasn’t undergone any significant technical changes. Instead, attackers have reframed the risk by turning open-source curiosity into an attack surface.
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Whether it’s the Supply Chain Act, GDPR impact assessments, or the IT Security Act — the common theme is that companies have to produce mountains of documentation, something that neither increases actual security nor is realistically verifiable.
A compliant entity is typically one that can provide comprehensive documentation of all processes and regular audits. This documentation is usually so detailed that its creation already entails an almost unreasonable effort, and manual review becomes practically impossible. Even if it were reviewed, the information would not be precise enough to demonstrate genuine security.
Security should be included in the planning
This leads to an absurd practice at many companies: The technical team builds functioning infrastructure, and separately, a compliance officer subsequently writes a lengthy justification as to why the solution is supposedly secure.
That’s roughly equivalent to Volkswagen building a car and only afterwards someone writing 40 pages about why that car should meet safety standards. In real-world industry, of course, things work differently: Safety requirements are already integrated into the planning, minimum technological standards are defined, and quality processes automatically monitor implementation. Compliance results from technology — not from ring binders.
In other areas, such as tax audits, this problem has long been recognized, and the automation of relevant processes is legally mandated (keyword: electronic cash register, audit-proof accounting software). This not only saves honest business owners enormous amounts of manual work but, above all, reduces the risk of fraud.
Unfortunately, few things are implemented as consistently in Germany as the collection of our taxes.
Unlike the issue of tax burden, companies should have an intrinsic interest in correctly implementing their IT security. The fine for a NIS2 violation can amount to up to €10 million or 2% of global annual revenue. The economic damage caused by successful cyberattacks is often existential and already amounts to hundreds of billions of euros per year.
Even though it is not explicitly required by law, it is now possible — not least thanks to AI-supported tools — to automate security processes and their complete documentation to such an extent that security, compliance, and auditability can be combined in a single technical process. This not only saves resources but also increases actual security.
An example of a SaaS application in the cloud shows what this can look like in detail.
IT in transition: From text documents to declarative technology
NIS2 essentially requires three things: concrete security measures; processes and guidelines for managing these measures; and robust evidence that they work in practice.
Process documentation — that is, policies, responsibilities, and procedures — is not fundamentally new for most larger companies. ISO 27001-based information security management systems, HR processes, and management manuals have often been in place for years. Therefore, two levels are crucial for NIS2: the technical measures and the evidence that they are effective.
This is precisely where the transformation of recent years becomes apparent. Previously, concepts, measures, and specifications for software and IT infrastructures were predominantly documented in text form. Program code was too complex, and configurations were scattered across files, ticketing systems, or in the minds of individual administrators. Documents were then written afterward — often by colleagues from other disciplines. This approach was problematic for two main reasons: It doesn’t scale in growing, distributed environments, and it doesn’t align with the goal of consistently automating technical processes.
Modern systems therefore rely on methods such as test-driven or behavior-driven development and infrastructure as code (IaC), which — when consistently applied — largely replace text documentation. The technical specifications required by NIS2 can directly reference these artifacts: IaC definitions define encryption, network segments, or backup scenarios, and CI/CD pipelines deploy them to production in an audit-proof manner.
Changes are thus not only described with technical precision, but also traceable chronologically via commits and deployments. Evidence for aspects that cannot be fully declared — such as the security of the software supply chain or the application code — can be mapped via security checks in the CI/CD pipeline and ongoing evaluation by SIEM and CNAPP systems.
The following areas provide a particularly clear example of what this can look like in practice:
Identity and access management Vulnerability management in the software supply chain and in monitoring Incident handling Reporting obligations Identity and access Management: Policies as code instead of Excel roles
Identity and access management is one of the central pillars of NIS2. What’s required is not just “any” roles, but an access concept based on Need-to-Know, Least Privilege, and Separation of Duties. In practice, this can be effectively conceived in three levels: the deliberate granting of rights, a realistic lifecycle for these rights, and an architecture that prevents lateral movement as much as possible.
Instead of managing permissions in Excel, admin UIs, and scattered wikis, roles and access rights are defined as “policies as code” or IaC — for example, as Terraform modules or JSON/YAML policies in a Git repository. All changes are made exclusively via merge requests and deployed through a CI/CD pipeline.
This makes it clearly traceable who changed which permissions, who approved the change, and when it went live. The documentation and accountability requirements of NIS2 thus arise directly from Git history and pipeline logs, without anyone having to write additional Word documents.
A role model alone does not guarantee the principle of least privilege. NIS2 requires that rights be regularly reviewed and unnecessary permissions removed. In cloud environments with hundreds of accounts, services, pods, and functions, this is virtually impossible to manage manually.
This is where cloud identity entitlement management (CIEM) systems come in. They read all effective permissions from the environment, correlate them with audit logs, and show which rights are actually being used and where overprivileging exists. This is particularly crucial for non-human identities (service accounts, workloads), because this is precisely where very broad rights are often granted, which can later serve as a springboard for attackers.
Some startups now even offer CIEM systems that can automatically generate IAM policies for the relevant roles using AI.
Vulnerability management and software supply chain: SBOM instead of scanner PDF
The second area that NIS2 and the new Implementing Regulation 2024/2690 for digital services are enshrining in law is vulnerability management in the company’s own code and supply chain. This requires regular vulnerability scans, procedures for assessment and prioritization, timely remediation of critical vulnerabilities, and regulated vulnerability handling and — where necessary — coordinated vulnerability disclosure. Cloud and SaaS providers also face additional supply chain obligations, for example, towards cloud, CI/CD, and registry service providers.
In traditional vulnerability management, SCA, SAST, and DAST scanners are simply “dragged across everything.” The result is endless lists of findings, most of which are false positives or irrelevant to the specific system. This data then ends up in Excel spreadsheets or a vulnerability database, where teams try to prioritize. Especially with zero-day vulnerabilities, this leads to frantic ad-hoc analyses: Which of our components are affected? Is the vulnerability even exploitable in our architecture? What do we do until a patch is available?
The modern approach is to consolidate all DevSecOps findings in a central system. Results from SCA, SAST, and DAST are combined there, enriched with context from the software bill of materials (SBOM), architecture, and exposure, and pre-filtered using AI. This drastically reduces false positives, leaving a significantly smaller set of truly relevant vulnerabilities, including an assessment of their criticality in the specific setup.
These consolidated findings can be directly forwarded to ticketing systems and the SOC, where they are treated like incidents, tracked, and evaluated for NIS2 reports. This transforms a proliferating scanner output into a manageable process that reflects both legal requirements and operational realities.
Monitoring, incident handling, and reporting center
The third area where NIS2 quickly becomes a paper tiger is the combination of monitoring, incident response, and the new reporting requirements. The directive sets clear deadlines: early warning within 24 hours, a structured report after 72 hours, and a final report no later than one month. Many organizations are reacting by creating new templates, Excel spreadsheets, and reporting manuals — often largely detached from their existing SOC.
In a critical situation, this means that the SOC tackles the incident while, simultaneously, an “NIS2 task force” tries to process information from tickets, emails, and ad-hoc chats so that it fits into a form. The result is duplicated work, loss of information, and reports that fill pages but reveal little about how well detection and response actually work.
In a cloud SaaS environment, a different approach is possible: Instead of treating NIS2 reporting as a separate document project, a modern DevSecOps-based SOC is built, so that all security-relevant signals converge in one place from the outset: cloud infrastructure, CI/CD pipelines, applications, IdP, and IAM.
The rules governing how this data is correlated, enriched, and transformed into incidents are defined and versioned as code. Threat detection and response logic, thresholds, and playbooks reside in the repository and are deployed via pipelines, just like application code. This allows for the automation of large portions of traditional SOC work: Raw logs are transformed into consistent, contextualized incidents without requiring manual copying and pasting of text snippets.
Cloud-native application protection platforms (CNAPP) and similar platforms simultaneously handle data storage and archiving, ensuring that the evidence of monitoring activity is generated within the system rather than through separate documentation loops. Machine learning and AI components further assist in reducing false positives, clustering similar events, and highlighting unusual patterns — allowing the SOC to focus on the few incidents that truly require attention.
At the process level, playbooks and reporting channels remain important — but streamlined. An incident response playbook defines incident classes, escalation paths, and communication rules, including the criteria for when an incident is considered “NIS2 significant.” A reporting process governs who consolidates the information from the SOC and business units and submits it via the BSI reporting center.
The actual documentation is also generated largely automatically here: Incident tickets contain a timeline, affected services, impact, cause, and measures; a “NIS2-relevant” indicator and a reporting status link them to external reports. Key performance indicators (KPIs) such as MTTD, MTTR, or the time between detection and initial reporting can be calculated directly from SIEM and IR data — precisely the metrics that reveal whether NIS2 is a lived process or just another drawer in the document cabinet.
NIS2 as an architecture test, not just a documentation exercise
NIS2 forces companies to explicitly define their security measures, processes, and documentation. This is inconvenient — especially for organizations that have previously operated largely on an ad-hoc basis. Whether this becomes a mere formality or a genuine security improvement, however, depends not on the legal text, but on the architecture.
Anyone attempting to simply “document away” the policy using Word, PowerPoint, and Excel will generate a lot of effort and little resilience. However, if IdP and IAM, CI/CD pipelines, SBOM and vulnerability tools, SIEM, and IR platforms are configured to provide the required controls and evidence almost incidentally, NIS2 compliance is achieved as a side effect of a modern security landscape.
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Analysts and cybersecurity practitioners mostly applauded the move, but cautioned that this could force CIOs and CISOs away from a best-of-breed strategy and into a classic suite approach, where the individual elements may be merely good enough.
“This is an extension of what we have been seeing at the ERP application layer,” said Scott Bickley, an advisory fellow at the Info-Tech Research Group. “ServiceNow is basically saying ‘We don’t want to be a point solution. We want to be the platform by which you coordinate and solve all of your problems.’”
Bickley noted that this trend has been ongoing for a few years, with many of the largest vendors trying to offer suites that deliver everything. “Microsoft was the initial poster child of this,” he said. “They are going to start to embed [AI and cybersecurity] capabilities into their suites and bundles, where you don’t necessarily have an opt-out solution. You will get ‘maybe good enough’ versus best of breed.”
But looking at ServiceNow’s two other recent acquisitions, Vezas and Moveworks, could suggest parallel strategies. “ServiceNow has hedged their bets without saying that they are hedging their bets,” Bickley said.
Pablo Stern, EVP and general manager of tech workflow products at ServiceNow, confirmed in an interview that the Armis acquisition is the largest in ServiceNow’s history. He added that the companies have been partnering “for well more than two years.”
ServiceNow’s statement about the Armis deal described the two firms as creating “a unified, end-to-end security exposure and operations stack that can see, decide, and act across the entire technology footprint.” It said that it expects to fund the transaction through a combination of cash on hand and debt. The deal is expected to close in the second half of 2026, subject, as always, to regulatory approvals and closing conditions.
Pressure from Agentic AI
The statement quoted ServiceNow COO Amit Zavery suggesting that agentic developments are a key part of the strategy.
“In the agentic AI era, intelligent trust and governance that span any cloud, any asset, any AI system, and any device are non-negotiable if companies want to scale AI for the long-term,” Zavery said in the announcement. “Together with Armis, we will deliver an industry-defining strategic cybersecurity shield for real-time, end-to-end proactive protection across all technology estates. Modern cyber risk doesn’t stay neatly confined to a single silo, and with security built into the ServiceNow AI Platform, neither will we.”
The soaring popularity of autonomous agents that figure out on their own how to perform various tasks has concerned many cybersecurity executives, as the risk of security holes created by enterprise agentic trials is becoming clear.
Most cybersecurity practitioners saw the move as the latest indicator that CIOs and CISOs must rethink how they do their jobs, given how AI is forcing changes in data management and data leakage.
Visibility is the key
“For decades, the CIO’s white whale has been a precise, real-time Configuration Management Database [CMDB]. Most are outdated the moment they are populated,” said Whisper Security CEO Kaveh Ranjbar. The Armis acquisition “is an admission that in an era of IoT, OT, and edge computing, you cannot rely on manual entry or standard agents anymore. The system of action needs to own the system of record for the unmanaged world. For CIOs, this signals that automated, continuous discovery is now the only acceptable standard for IT asset management. You can’t automate workflows on assets you don’t know exist.”
The lesson, Ranjbar said, is different for the CISO. “CISOs have historically suffered from the swivel-chair problem: one screen shows the vulnerability and another screen is needed to patch it. This deal collapses that gap. It validates that visibility is the new perimeter. As OT and IT converge, the attack surface has become too complex for fragmented tools. CISOs should view this as a mandate to consolidate their visibility stacks.”
Sanchit Vir Gogia, the chief analyst at Greyhound Research, agreed that this acquisition will likely accelerate IT and security structural changes.
“This acquisition represents a fundamental repositioning of ServiceNow from a coordination layer into an operational authority. Buying Armis is not about expanding a security portfolio. It is about owning the upstream constraint that determines whether modern enterprises can govern complexity at all,” Gogia said. But without knowing what is connected across IT, OT, IoT, and other physical environments, “workflow automation, AI governance, and risk prioritization all collapse into theatre,” he observed, adding that the deal could remove long standing fragmentation between discovery tools, CMDBs, service mapping, ticketing, change management, and remediation. “If executed well, it could finally address one of the enterprise’s most persistent failures,” he said.
Gogia added, “continuous discovery tied to business context has the potential to turn the CMDB from a negotiated artefact into a living system. That would change how incidents are resolved, how changes are governed, how audits are passed, and how accountability is assigned.”
Reveals architectural debt
Given that the deal is not expected to be closed until next summer, executives should temper their timeline expectations.
The 2026 second half closing date “implies a prolonged transition period where integration depth, roadmap clarity, and packaging decisions will evolve. CIOs should plan for ambiguity, not assume instant unification. Early value will come from visibility, [therefore] full platform value will take time,” Gogia said.
Another consultant, Yvette Schmitter, CEO of the Fusion Collective consulting firm, said the deal is sitting atop years of bad enterprise IT strategy.
“This acquisition exposes more than ServiceNow’s strategy. It reveals the architectural debt hiding in every enterprise security stack that CIOs have been promising to address ‘next quarter’ for the past three years,” Schmitter said. “ServiceNow just signaled that platform plays will dominate over point solutions, and they’re willing to fund it with debt to move quickly while enterprises are still running budget committee meetings about tool sprawl.”
She observed, “the valuation for Armis tells you the market assigns premium multiples to cyber-physical capabilities spanning IT, OT, and medical devices. Translation: that patchwork of legacy security tools you’ve been defending as ‘best of breed’ just became technical debt you can’t explain to the board. CIOs need to audit their current security tool sprawl and map total cost of ownership before vendors make that case for them with renewal pricing that reflects your lack of alternatives.”
The question, she said, “is no longer whether to consolidate, but whether your organization controls the timing and terms of that consolidation.”
Cybersecurity consultant Brian Levine, a former federal prosecutor who today serves as executive director of FormerGov, said that Armis executives were evaluating going public before they decided to accept the ServiceNow offer.
“For Armis, skipping the IPO and joining ServiceNow is a signal that the market for standalone device‑security platforms is consolidating fast, and scale wins,” Levine said. “The line between workflow, risk, and security is disappearing, and ServiceNow wants to own the convergence point.”
Aaron Painter, CEO of authentication vendor Nametag, added that part of the IT confusion is that product names no longer mean what they once meant.
“Many of the workflows ServiceNow already automates are now security workflows, even if they’re still labeled as operations. Onboarding and offboarding, incident response, asset exceptions, vendor access, and change management all involve decisions that directly shape security outcomes,” Painter said. “Looked at alongside ServiceNow’s earlier acquisition of Veza, the strategy becomes clearer: ServiceNow is trying to connect asset visibility with identity and access intelligence, so the platform understands not just what devices exist, but who has access, why they have it, and whether that trust still makes sense over time.”
This article originally appeared on CIO.com.
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Analysts and cybersecurity practitioners mostly applauded the move, but cautioned that this could force CIOs and CISOs away from a best-of-breed strategy and into a classic suite approach, where the individual elements may be merely good enough.
“This is an extension of what we have been seeing at the ERP application layer,” said Scott Bickley, an advisory fellow at the Info-Tech Research Group. “ServiceNow is basically saying ‘We don’t want to be a point solution. We want to be the platform by which you coordinate and solve all of your problems.’”
Bickley noted that this trend has been ongoing for a few years, with many of the largest vendors trying to offer suites that deliver everything. “Microsoft was the initial poster child of this,” he said. “They are going to start to embed [AI and cybersecurity] capabilities into their suites and bundles, where you don’t necessarily have an opt-out solution. You will get ‘maybe good enough’ versus best of breed.”
But looking at ServiceNow’s two other recent acquisitions, Veza and Moveworks, could suggest parallel strategies. “ServiceNow has hedged their bets without saying that they are hedging their bets,” Bickley said.
Pablo Stern, EVP and general manager of tech workflow products at ServiceNow, confirmed in an interview that the Armis acquisition is the largest in ServiceNow’s history. He added that the companies have been partnering “for well more than two years.”
ServiceNow’s statement about the Armis deal described the two firms as creating “a unified, end-to-end security exposure and operations stack that can see, decide, and act across the entire technology footprint.” It said that it expects to fund the transaction through a combination of cash on hand and debt. The deal is expected to close in the second half of 2026, subject, as always, to regulatory approvals and closing conditions.
Pressure from Agentic AI
The statement quoted ServiceNow COO Amit Zavery suggesting that agentic developments are a key part of the strategy.
“In the agentic AI era, intelligent trust and governance that span any cloud, any asset, any AI system, and any device are non-negotiable if companies want to scale AI for the long-term,” Zavery said in the announcement. “Together with Armis, we will deliver an industry-defining strategic cybersecurity shield for real-time, end-to-end proactive protection across all technology estates. Modern cyber risk doesn’t stay neatly confined to a single silo, and with security built into the ServiceNow AI Platform, neither will we.”
The soaring popularity of autonomous agents that figure out on their own how to perform various tasks has concerned many cybersecurity executives, as the risk of security holes created by enterprise agentic trials is becoming clear.
Most cybersecurity practitioners saw the move as the latest indicator that CIOs and CISOs must rethink how they do their jobs, given how AI is forcing changes in data management and data leakage.
Visibility is the key
“For decades, the CIO’s white whale has been a precise, real-time Configuration Management Database [CMDB]. Most are outdated the moment they are populated,” said Whisper Security CEO Kaveh Ranjbar. The Armis acquisition “is an admission that in an era of IoT, OT, and edge computing, you cannot rely on manual entry or standard agents anymore. The system of action needs to own the system of record for the unmanaged world. For CIOs, this signals that automated, continuous discovery is now the only acceptable standard for IT asset management. You can’t automate workflows on assets you don’t know exist.”
The lesson, Ranjbar said, is different for the CISO. “CISOs have historically suffered from the swivel-chair problem: one screen shows the vulnerability and another screen is needed to patch it. This deal collapses that gap. It validates that visibility is the new perimeter. As OT and IT converge, the attack surface has become too complex for fragmented tools. CISOs should view this as a mandate to consolidate their visibility stacks.”
Sanchit Vir Gogia, the chief analyst at Greyhound Research, agreed that this acquisition will likely accelerate IT and security structural changes.
“This acquisition represents a fundamental repositioning of ServiceNow from a coordination layer into an operational authority. Buying Armis is not about expanding a security portfolio. It is about owning the upstream constraint that determines whether modern enterprises can govern complexity at all,” Gogia said. But without knowing what is connected across IT, OT, IoT, and other physical environments, “workflow automation, AI governance, and risk prioritization all collapse into theatre,” he observed, adding that the deal could remove long standing fragmentation between discovery tools, CMDBs, service mapping, ticketing, change management, and remediation. “If executed well, it could finally address one of the enterprise’s most persistent failures,” he said.
Gogia added, “continuous discovery tied to business context has the potential to turn the CMDB from a negotiated artefact into a living system. That would change how incidents are resolved, how changes are governed, how audits are passed, and how accountability is assigned.”
Reveals architectural debt
Given that the deal is not expected to be closed until next summer, executives should temper their timeline expectations.
The 2026 second half closing date “implies a prolonged transition period where integration depth, roadmap clarity, and packaging decisions will evolve. CIOs should plan for ambiguity, not assume instant unification. Early value will come from visibility, [therefore] full platform value will take time,” Gogia said.
Another consultant, Yvette Schmitter, CEO of the Fusion Collective consulting firm, said the deal is sitting atop years of bad enterprise IT strategy.
“This acquisition exposes more than ServiceNow’s strategy. It reveals the architectural debt hiding in every enterprise security stack that CIOs have been promising to address ‘next quarter’ for the past three years,” Schmitter said. “ServiceNow just signaled that platform plays will dominate over point solutions, and they’re willing to fund it with debt to move quickly while enterprises are still running budget committee meetings about tool sprawl.”
She observed, “the valuation for Armis tells you the market assigns premium multiples to cyber-physical capabilities spanning IT, OT, and medical devices. Translation: that patchwork of legacy security tools you’ve been defending as ‘best of breed’ just became technical debt you can’t explain to the board. CIOs need to audit their current security tool sprawl and map total cost of ownership before vendors make that case for them with renewal pricing that reflects your lack of alternatives.”
The question, she said, “is no longer whether to consolidate, but whether your organization controls the timing and terms of that consolidation.”
Cybersecurity consultant Brian Levine, a former federal prosecutor who today serves as executive director of FormerGov, said that Armis executives were evaluating going public before they decided to accept the ServiceNow offer.
“For Armis, skipping the IPO and joining ServiceNow is a signal that the market for standalone device‑security platforms is consolidating fast, and scale wins,” Levine said. “The line between workflow, risk, and security is disappearing, and ServiceNow wants to own the convergence point.”
Aaron Painter, CEO of authentication vendor Nametag, added that part of the IT confusion is that product names no longer mean what they once meant.
“Many of the workflows ServiceNow already automates are now security workflows, even if they’re still labeled as operations. Onboarding and offboarding, incident response, asset exceptions, vendor access, and change management all involve decisions that directly shape security outcomes,” Painter said. “Looked at alongside ServiceNow’s earlier acquisition of Veza, the strategy becomes clearer: ServiceNow is trying to connect asset visibility with identity and access intelligence, so the platform understands not just what devices exist, but who has access, why they have it, and whether that trust still makes sense over time.”
This article originally appeared on CIO.com.
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“This may not be the same headline as taking down LockBit, but I think it is significant,” said Jon DiMaggio, chief security strategist, Analyst1 and co-author of an upcoming book on chasing ransomware gangs. “Because law enforcement can’t arrest Russian ransomware criminals, it’s smart to focus on areas of the world where we can make a difference and get people.”
He was commenting on the statement today by Interpol that in Operation Sentinel, which ran between October 27 and November 27 of this year, law enforcement agencies in 19 African countries arrested 574 suspects, decrypted six ransomware variants, took down 6,000 malicious links, cracked a business email compromise scam that almost cost a major petroleum company $7.9 million, and recovered approximately $3 million.
Interpol didn’t identify the ransomware strains that were decrypted. DiMaggio suspects they were modified variants of strains available on dark web sites.
Important to disrupt gangs before they expand
In describing the operation, Interpol cited efforts in multiple countries. In Ghana, it said that an unnamed financial institution, which saw 100TB of its data encrypted, was one of the victims. Ghanaian authorities conducted advanced malware analysis that led to the creation of a decryption tool and the recovery of nearly 30TB of the data.
Ghanaian authorities also dismantled a major cyber-fraud network operating across Ghana and Nigeria that defrauded more than 200 victims of over $400,000. Using professionally designed websites and mobile apps, the scammers mimicked well-known fast-food brands, collecting payments but never delivering orders. Ten suspects were arrested in Ghana, and over 100 digital devices seized and 30 fraudulent servers taken offline.
In Benin, 43 malicious domains were taken down, and 4,318 social media accounts linked to extortion schemes and scams were shut down, leading to 106 arrests. And in Cameroon, law enforcement reacted quickly after two victims reported a scam involving an online vehicle sales platform. The phishing campaign was traced to a compromised server, and an emergency bank freeze was issued within hours.
A ‘very good thing’
The fact that the same operation broke ransomware operations and a business email compromise (BEC) operation is “unique,” said DiMaggio, because most people think of Africa as the source of BEC and fraud scams.
The fact that authorities are working to disrupt ransomware operations in Africa before they grow to the size of those run by gangs in other areas of the world “is a very good thing,” he said. Africa is “a few steps behind where the Russian ransomware scene is,” so targeting gangs there now before they grow bigger is important, he said.
The breaking of a BEC operation could also be significant, he added, because, in aggregate, crooks around the world pull in more money from business email scams than from ransomware, DiMaggio said.
Related content: RansomHouse strain upgraded
Operation Sentinel is the second major anti-cybercrime operation in Africa this year. In August, Interpol announced the second stage of Operation Serengeti that saw the arrest of 1,209 people, the dismantling of over 11,400 malicious IT infrastructures, and the recovery of just over $97 million. This operation also dealt with high-impact cybercrimes including ransomware, online scams, and BEC scams.
Other enforcement efforts
These operations were among significant moves against threat actors globally in 2025.
Operation Endgame, an ongoing international anti-botnet effort coordinated by Europol, went after threat actors subscribing to the Smokeloader pay-per-install botnet, took down some 300 servers behind the malware used to distribute ransomware, and, in November, took down or disrupted 1,025 servers including the Elysium botnet, the enabler of the Rhadamanthys infostealer and VenomRAT remote access trojan.
Separately, authorities in the US, Finland, and the Netherlands teamed up to take down AVCheck, one of the largest counter-antivirus services used by criminals around the world.
As well, the Five Eyes intelligence sharing group, consisting of the US, the UK, Canada, Australia, and New Zealand, accused China of supporting threat actors who are attacking critical infrastructure in a number of countries, and Microsoft got a court order allowing it to seize and block 2,300 domains behind the distribution of another infostealer, Lumma Stealer.
Related content: Create a ransomware playbook that works
An uphill battle
Ed Dubrovsky, chief operating officer of incident response firm Cypfer, said the breaking of six ransomware strains is good news. But, he added, the cybercrime industry is more than ever focused on data theft as opposed to data encryption, and in some cases, data destruction after theft.
“Law enforcement action against cybercrime is of critical importance,” he added. “Without some level of deterrence, and given the upside from a financial [perspective] and other motives, cybercrime would have been much more prevalent and impactful.
“With that said, cybercrime is still a multibillion dollar market, and law enforcement suffers from limited resources and proper ongoing training. Some countries, such as the US, are far ahead of others from a sophistication and effectiveness perspective … Law enforcement is effective, partially, and in very specific areas of cybercrime, and in other areas, the effectiveness is still a work in progress.”
Some threat actors have great IT expertise, he added, and are taking advantage of AI. “Therefore, I believe law enforcement is achieving great impact in reducing cybercrime while also fighting an uphill battle.”
Attackers likely to expand efforts worldwide
Christian Leuprecht, a Canadian university professor and expert on national security, cybercrime, and money laundering, noted Africa’s population is set to double in the next 25 years, and it has the youngest population structure of any continent. The combination of a highly innovative and increasingly sophisticated workforce in some of the most politically, economically, and socially unsustainable countries in the world will be likely to generate a host of sophisticated local threat actors vying for economic survival and prosperity, with a potentially global reach.
For now, he said, they are going after local targets, likely because they’re less resilient to attack and exploitation. But as local firms harden their cyber defenses, these African-based threat actors are bound to expand their operations globally.
More, better, and proactive local disruption and enforcement capacity against these threat actors is critical to prevent them from becoming global in scale, he said.
“The scale and sophistication of cyberattacks across Africa are accelerating, especially against critical sectors like finance and energy,” Neal Jetton, Interpol’s director of cybercrime, said in a statement. “The outcomes from Operation Sentinel reflect the commitment of African law enforcement agencies, working in close coordination with international partners. Their actions have successfully protected livelihoods, secured sensitive personal data, and preserved critical infrastructure.”
Operation Sentinel not only used the resources of law enforcement agencies, but also was assisted by efforts from cybersecurity companies including Team Cymru, The Shadowserver Foundation, Trend Micro, TRM Labs, and Uppsala Security.
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On MakerWorld, a user named Subsy has uploaded a 1:1 iPhone Fold replica (via Macworld), which can be 3D printed to give you a rough idea of the size of the upcoming foldable iPhone.
Subsy claims that the model is "based on recently leaked CAD drawings of the iPhone Fold," but there haven't been actual CAD leaks to our knowledge. There were reports of CAD drawings earlier this month, but it turns out those drawings were concept drawings and renders created by MacRumors reader iZac back in May.
iZac designed a mockup with a 5.5-inch display when the device is closed, and 7.76 inches when open. That's in line with the multiple rumors that we've heard, but so far, we don't have exact dimensions.
While you can now print a 3D mockup of iZac's concept, the design isn't based on an actual CAD render. It's likely somewhat similar to what the iPhone Fold will look like in terms of size, but Apple's design for the cameras and the hinge will probably differ quite a bit.
If you have a 3D printer, it's a useful way to get something that's close to the size of the iPhone Fold so you can see how it compares to your existing iPhone. We'll likely see more accurate CAD renders and dummy models starting to surface in the first months of 2026.
This article, "Have a 3D Printer? You Can Make Your Own iPhone Fold Dummy" first appeared on MacRumors.com
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The Texas App Store Accountability Act (SB2420) requires Apple and other app marketplaces to confirm user age when a person creates an Apple Account. Apple Accounts for users under 18 would need to join a Family Sharing group, with new controls available for parents and restrictions for minors.
In a preliminary injunction that delays the implementation of the act, Judge Robert Pitman said that it violates the First Amendment and is "more likely than not unconstitutional."
The injunction was in response to a motion filed by the Computer and Communications Industry Association (CCIA), a group that includes Apple and Google. Today's decision is a win for Apple, as Apple has been fighting against age assurance requirements in Texas and other states. Apple says that the Texas law impacts user privacy.
The court will move on to determining whether the law is facially invalid, which would mean that it is unconstitutional and will be entirely thrown out.Tag: Texas
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Samsung's existing Galaxy Z Fold7 display is 6.5 inches when closed, and 8 inches when open, with a 21:9 aspect ratio when folded and a 20:18 aspect ratio when open. Samsung has used a similar size for its prior Z Fold devices.
Rumors suggest the iPhone Fold's display will measure in at 5.3 to 5.5 inches when closed, and 7.5 to 7.8 inches when open (rumors vary). It's squatter and wider than Samsung's taller, narrower design, with a 4:3 aspect ratio when open.
Samsung's "Wide Fold" will coincidentally feature a 7.6-inch display when open, and a 5.4-inch display when closed. It's also expected to have a 4:3 aspect ratio, making it noticeably different than prior models because of the more square shape.
The wider 4:3 aspect ratio is expected to be more comfortable to hold than a taller device, similar to a notebook.
ETNews says that Samsung plans to release its wider foldable device in the fall of 2026, which is also when the iPhone Fold will be coming out. The wide fold will join the next-generation Galaxy Fold for a total of two "Fold" devices, plus there will be a flip device.Tags: Foldable iPhone, Samsung
This article, "Samsung Developing 'Wide Fold' With iPhone Fold-Like Design Ahead of Apple's 2026 Launch" first appeared on MacRumors.com
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To get the deal, buy something from Adidas and then enter the promo code APPLEPAY at checkout. As with all Apple Pay promos, making the purchase using Apple Pay is a requirement.
Apple says the discount can be applied on purchases up to $250, with the deal set to last until December 31 at 11:59 p.m. Pacific Time.
Some gear is excluded, including Campus, Gazelle, Disney, Human Made, limited edition originals, and more.
Tag: Apple Pay Promo
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Until now, macOS campaigns needed to persuade users to launch infected applications through relatively intrusive techniques such as ClickFix social engineering or the expert user macOS ‘drag-to-terminal’ routine.
MacSync Stealer, by contrast, is downloaded from an ordinary-looking utility URL as a code-signed and notarized Swift application. Once the user initiates installation, the dropper retrieves its malware payload script from a command-and-control server.
One oddity is that the download still invites victims to launch it by right-clicking and opening, even though the signed executable does not technically need this for infection.
The innovation lies with its deceptive provenance: because the malware is signed by what macOS deems to be a legitimate developer and has not shown up as malicious, no warnings or extra steps are needed. This draws attention to a weakness in Apple’s Gatekeeper security – criminals can constantly reformulate their malware to evade Apple’s automated detection and notarization system.
This gives attackers a window for exploitation. According to Jamf, the malware’s certificate credential was only revoked after the company reported the issue to Apple.
Sign of expansion
MacSync Stealer is the latest example of an expanding number of economically motivated macOS malware. The purpose is to steal data from high-value users, including account credentials, API keys, and crypto wallet data.
The malware’s origins lie with an earlier Mac infostealer, Mac.c Stealer, whose appeal was that it could be bought cheaply by budding cybercriminals. However, within weeks of its appearance in April, this was rebranded as MacSync and more advanced features were added.
Another macOS stealer, the Odyssey infostealer, had also been observed using the same distribution technique.
“While MacSync Stealer itself is not entirely new, this case highlights how its authors continue to evolve their delivery methods,” Jamf said.
“This shift in distribution reflects a broader trend across the macOS malware landscape, where attackers increasingly attempt to sneak their malware into executables that are signed and notarized, allowing them to look more like legitimate applications.”
While the Mac malware “market” might appear small in volume compared to that for Windows, this largely reflects the fact that PCs remain the primary operating system used by businesses. Nevertheless, criminals have noticed that the extra development time required for Mac malware is increasingly worth it.
Examples targeting enterprises and high-value individuals from 2025 include the macOS Ferret family and BlueNoroff social media campaigns associated with North Korean hackers, both connected to crypto theft. Another is the Atomic malware-as-a-service (MaaS) infostealer associated with Russian cybercriminals.
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Until now, macOS campaigns needed to persuade users to launch infected applications through relatively intrusive techniques such as ClickFix social engineering or the expert user macOS ‘drag-to-terminal’ routine.
MacSync Stealer, by contrast, is downloaded from an ordinary-looking utility URL as a code-signed and notarized Swift application. Once the user initiates installation, the dropper retrieves its malware payload script from a command-and-control server.
One oddity is that the download still invites victims to launch it by right-clicking and opening, even though the signed executable does not technically need this for infection.
The innovation lies with its deceptive provenance: because the malware is signed by what macOS deems to be a legitimate developer and has not shown up as malicious, no warnings or extra steps are needed. This draws attention to a weakness in Apple’s Gatekeeper security – criminals can constantly reformulate their malware to evade Apple’s automated detection and notarization system.
This gives attackers a window for exploitation. According to Jamf, the malware’s certificate credential was only revoked after the company reported the issue to Apple.
Sign of expansion
MacSync Stealer is the latest example of an expanding number of economically motivated macOS malware. The purpose is to steal data from high-value users, including account credentials, API keys, and crypto wallet data.
The malware’s origins lie with an earlier Mac infostealer, Mac.c Stealer, whose appeal was that it could be bought cheaply by budding cybercriminals. However, within weeks of its appearance in April, this was rebranded as MacSync and more advanced features were added.
Another macOS stealer, the Odyssey infostealer, had also been observed using the same distribution technique.
“While MacSync Stealer itself is not entirely new, this case highlights how its authors continue to evolve their delivery methods,” Jamf said.
“This shift in distribution reflects a broader trend across the macOS malware landscape, where attackers increasingly attempt to sneak their malware into executables that are signed and notarized, allowing them to look more like legitimate applications.”
While the Mac malware “market” might appear small in volume compared to that for Windows, this largely reflects the fact that PCs remain the primary operating system used by businesses. Nevertheless, criminals have noticed that the extra development time required for Mac malware is increasingly worth it.
Examples targeting enterprises and high-value individuals from 2025 include the macOS Ferret family and BlueNoroff social media campaigns associated with North Korean hackers, both connected to crypto theft. Another is the Atomic malware-as-a-service (MaaS) infostealer associated with Russian cybercriminals.
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Below, we have recapped 12 new features rumored for the iPhone 18 Pro models.
The same overall design is expected, with 6.3-inch and 6.9-inch display sizes, and a "plateau" housing three rear cameras
Under-screen Face ID
Front camera in top-left corner of the screen
Variable aperture for at least one rear camera
A20 Pro chip manufactured with TSMC's 2nm process and new packaging technology
A simplified Camera Control button with no swipe gestures
Design changes to the rear Ceramic Shield for MagSafe charging, potentially including a more frosted glass appearance
Apple-designed C1X or C2 modem for 5G/LTE cellular connectivity
Apple-designed N1 chip or newer for Wi-Fi 7, Bluetooth 6, and Thread
Web browsing via satellite
New color options under consideration: burgundy, brown, and purple
iPhone 18 Pro Max may be slightly thicker than the iPhone 17 Pro Max, perhaps to accommodate a larger batteryApple will likely release the iPhone 18 Pro models in September 2026. Bookmark our iPhone 18 roundup to stay on top of future rumors.Related Roundup: iPhone 18Related Forum: iPhone
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This means that iPhone users in Brazil would gain access to options beyond Apple's App Store, such as the AltStore from Riley Testut and Shane Gill.
The changes must be implemented within 105 days, so Apple has until early April to roll them out. That timeframe might align with the release of iOS 26.4.
Apple has already allowed alternative app stores and/or third-party payment systems on iOS in the EU, Japan, and South Korea, and it will likely be forced to do so in the UK and Australia too, due to similar regulations across those regions.
AltStore
Apple has opposed alternative app stores due to privacy and security concerns.
"If you prefer using apps that have met all of Apple's App Review Guidelines, including Apple's standards for privacy, security, and quality, you can use the App Store," says Apple, in a support document about alternative app distribution.Related Roundups: iOS 26, iPadOS 26Tag: App StoreRelated Forum: iOS 26
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The purpose of the infiltration is said to be to obtain remote employment with foreign companies, mainly in the United States, and then transfer the income to North Korea’s weapons program.
Amazon combines AI-based analysis with manual review to detect suspicious applications. Algorithms search for links to at-risk institutions, anomalies in applications, and geographic inconsistencies. Identities are verified through background checks, references, and structured interviews.
According to Schmidt, the company has seen several recurring trends. Identity theft is becoming more sophisticated, with fraudsters posing as real developers. Hijacked LinkedIn accounts are being used to boost credibility, and AI and machine learning jobs are particularly vulnerable targets.
Some operators use so-called “laptop farms” in the US to give the impression of local presence, and fake educational credentials from US universities are common. According to Amazon, even small details, such as phone numbers written with a country code of “1”, can help reveal fake profiles.
Amazon says that the problem is likely to be industry-wide and urges other companies to review their identity verification practices and report suspicious cases to authorities such as the FBI.
Related reading:
North Korean group infiltrated 100-plus companies with imposter IT pros: CrowdStrike report How not to hire a North Korean IT spy North Korean hackers impersonated recruiters to steal credentials from over 1,500 developer systems North Korean fake IT workers up the ante in targeting tech firms View the full article
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All of La Poste’s IT systems are reportedly affected, including the website, the digital document service Digiposte, a digital ID service and the mobile app. It is still possible to handle cases over the counter.
La Poste’s bank, Banque Postales, app and online services are also down. Payments and SMS verification should still work.
La Poste has not said what caused the failure, but according to Le Monde Informatique it is a DDoS attack. It is unclear when the situation will be resolved and whether it could affect deliveries for Christmas.
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Using The Information's reported dimensions, content creator Ben Gaskin has shared some images and video of a printed version of the device (embedded below) that help envision what it could look and feel like in the hand, and also hint at Apple's design strategy – suggesting it is related to an unavoidable trade-off between the outer and inner displays of a book-style foldable.
A taller, phone-like outer screen generally leads to a more square inner panel once unfolded, which can be awkward for many types of content, like videos and two open windows in Split View. Conversely, a more rectangular inner display that better supports multi-window use inevitably forces the outer display to become wider or smaller, making it less comfortable to hold and less conventional in use.
Reports suggesting Apple has opted for a roughly 4:3 aspect ratio on the inner display strongly suggest Apple is favoring the latter approach. A 4:3 inner display would allow Apple to more easily transfer established multitasking features from iPadOS, such as Split View, into a foldable form. Here the unfolded state becomes the main mode of use, prioritizing a lightweight, ultra-portable iPad experience over a stretched-out smartphone.
That said, the iPhone Fold in its closed state is likely to feel more like a smaller everyday phone than other foldables on the market. Compare the rumored 5.3-inch outer screen size with the Samsung Galaxy Z Fold 7, which has a 6.5-inch front display, or the Google Pixel Pro Fold, whose cover screen comes in at 6.3 inches. Indeed, the iPhone Fold's front display would be smaller than almost all current major foldables, suggesting Apple is deliberately diverging from the "outer screen as primary phone" philosophy.
When choosing size, Apple will of course have a very deliberate product strategy in mind. While Samsung and Google largely treat the cover display on their foldables as a full-time smartphone screen, Apple may see the device's folded state as a secondary experience, suited to notifications, quick replies, and other glanceable interactions, while reserving the main experience for when the device is unfolded.
However, software too has its limits. If users expect to browse, type extensively, or use third-party apps in the folded state, no amount of interface refinement will fully overcome a physically smaller canvas. That's what makes the comparison to the iPhone mini so notable – especially for a device expected to command a price premium of anywhere between $2,000 and $2,500, which would make it Apple's most expensive ever iPhone.
Ultimately, the rumored dimensions suggest Apple is betting on the value of the unfolded experience rather than the comfort of the folded one. The company seems willing to accept a smaller, less conventional outer display if it ensures the inner display can shine at the system and app level. If users come to think of the device not as a larger iPhone, but as an iPad that happens to fold into a pocket, the design trade-offs start to look far more intentional, and far more Apple-like.
16:9 video playback on 7.7-inch display vs. 6.9-inch iPhone 17 Pro Max display (image credit: @BenGeskin).
What do you think of the alleged dimensions of Apple's rumored foldable iPhone? Let us know in the comments. The "iPhone Fold," which some are calling it, is expected to launch alongside the iPhone 18 Pro models in September 2026.Tag: Foldable iPhone
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In a nutshell, the hackers are using one-time codes from OAuth 2.0, an open standard that is supposed to be used to authenticate smart TVs and the like.
Typically, the scammers pretend that a particular device needs a one-time code and get users to type the code into Microsoft’s authentication link. Once users do so, the hackers gain full access to their Microsoft 365 accounts with all their content.
Both Russian and Chinese hackers have used this method, so there’s every reason for companies to tighten up their procedures.
For additional reporting, see Hackers exploit Microsoft OAuth device codes to hijack enterprise accounts.
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Breaches at one vendor now cascade across hundreds of organizations. A corporate decision framed as a cost-saving measure can trigger risks that extend across industries, even nations. The SolarWinds breach showed how a compromised supplier became a launchpad for global espionage. The MOVEit breach exposed how a single vulnerability could compromise sensitive data across governments, banks, and schools.
If you sit on a board, lead a cyber function, or regulate markets, you can no longer treat outsourcing as a local concern. It is a systemic risk. Left ungoverned, outsourcing can magnify operational weaknesses, fuel cybercrime, and expose firms to geopolitical pressure. Left unchecked, it poses a threat to global economic security.
This piece will guide you through the drivers of outsourcing, the risks it has unleashed, how these risks now escalate into systemic threats, the governance gap that enables them to thrive, and the responsibilities each stakeholder must shoulder.
Why outsourcing took off
The rise of outsourcing wasn’t a conspiracy. It was a rational response to competitive pressure.
First came the economics. Outsourcing promised lower costs. A CIO could reduce headcount, offshore operations, and still meet budget targets without raising capital. Then came the talent squeeze. Security engineers were scarce. Outsourcing gave firms access to global pools of expertise. Cloud adoption turbocharged the trend. Instead of building everything in-house, firms leaned on managed services and third-party platforms to scale fast.
Trust was often assumed, not engineered. The World Economic Forum has highlighted these “trust gaps.” Boards signed contracts with providers without embedding trust frameworks or demanding systemic assurances. Leaders gave vendors the keys to critical systems, with few checks on how those keys were safeguarded.
You may save money and move faster. But if you fail to demand trust at the core, you inherit fragility.
Risk categories of outsourced IT & cybersecurity
When you outsource, responsibility shifts, but accountability never leaves you. The risks fall into clear categories.
Operational risks
The most basic risk is fragile continuity. In 2017, British Airways outsourced parts of its IT operations. A system outage grounded flights worldwide. The vendor contract delivered savings, but it also created single points of failure. When that single point snapped, the damage was immediate and global.
A recent cyber-attack targeting airport check-in systems caused significant disruptions, including delays and system failures, across multiple European airports, such as Heathrow. It also reveals that the attack exploited vulnerabilities in shared infrastructure, raising serious concerns about the security of aviation support systems.
Cyber risks
SolarWinds remains the textbook case. Hackers compromised a widely used software update. Thousands of government agencies and Fortune 500 firms installed the backdoor, believing it came from a trusted vendor. MOVEit, a more recent breach, showed the same weakness in a different form: data transfer software was compromised, exposing millions of records across multiple jurisdictions. One weak vendor poisoned an entire ecosystem.
AI-agent threats
The rise of autonomous AI adds a new layer of complexity. WEF has flagged how cybercriminals are already deploying AI agents to automate attacks. Imagine outsourced IT monitored by tools vulnerable to hostile AI. A malicious agent can probe for weaknesses, adapt in real time, and exploit outsourced environments at scale. This is no longer science fiction; it is market reality.
Compliance risks
Cross-border outsourcing introduces accountability gaps. Regulators demand GDPR, DORA, or sector-specific compliance, but vendors spread data across multiple jurisdictions. When breaches occur, responsibility is blurred. Firms argue that vendors failed. Vendors say that clients misunderstood the model. Meanwhile, regulators and customers hold the original brand accountable.
Geopolitical risks
Outsourcing to hostile or unstable regions turns business contracts into national security concerns. In 2021, the Kaseya ransomware attack, launched through an IT management platform used by MSPs, spread through thousands of companies worldwide. The attackers operated from jurisdictions beyond the reach of effective law enforcement. Global security became hostage to one supply chain decision.
Fresh case studies
The risks are not historic. In 2023, hackers breached a Boeing subsidiary, disrupting the production of aircraft parts. A breach at UnitedHealth crippled healthcare payments across the US, leaving hospitals scrambling. These are not niche events. They serve as reminders that outsourcing can turn corporate risks into public crises.
From local problems to systemic threats
Outsourcing risks do not stay contained. They scale.
SolarWinds showed how a single compromised supplier could infect the digital bloodstream of government and industry. The Colonial Pipeline ransomware attack disrupted fuel supply across the eastern United States. In 2025, ransomware at UnitedHealth halted healthcare reimbursements, disrupting a sector that affects millions.
Economic disruption follows. Integrity360 has reported multiple 2025 global attacks with damages running into billions. A local failure in one vendor cascades through supply chains. If that vendor supports critical infrastructure, the consequences magnify.
Global interdependencies make the weakest link the decisive one. Your cybersecurity posture may be robust. But if your vendor is compromised, you inherit their weakness. And if their subcontractor is compromised, the weakness doubles. This is why outsourcing is no longer a firm-level risk. It is systemic.
The governance gap
Why does this fragility persist? Because governance has lagged behind reality.
Boards often focus on efficiency. They pressure executives to cut costs and accelerate digital adoption. But they fail to demand trust-based vendor oversight. They rarely ask how vendor risks are classified, monitored, or tested. They rarely challenge management on concentration risk.
Regulators are fragmented. Some impose reporting rules. Others set sector-specific standards. But there is little global alignment. Cybercriminals exploit this patchwork. They attack through cross-border vendors, knowing compliance is reactive and uneven.
CISOs face their own limits. They may demand audits, but their leverage over subcontractors is weak. Supply chain visibility fades after the first tier. Even when CISOs are aware of the risks, budget constraints, contracts, and governance inertia limit their ability to act.
Add AI to the mix. Regulators have not yet prepared for AI-driven cybercrime. Many boards still view AI as an innovation story, rather than a threat multiplier. This blind spot will cost dearly when AI-driven attacks target outsourced environments.
Towards responsible outsourcing
Abandoning outsourcing is unrealistic. The task is to govern it responsibly.
Trust by design. WEF has recommended embedding trust frameworks into outsourcing contracts. This means defining expectations for transparency, accountability, and resilience upfront. You cannot assume trust; you must structure it. AI resilience. Organizations must monitor outsourced environments for AI-agent threats. This requires investing in AI-native defenses, anomaly detection, and joint monitoring with vendors to ensure seamless integration. Vendor stress tests. Europe’s DORA and NIS2 regulations mandate stress testing of critical third parties. These should become global norms. Firms must treat vendors the way banks treat capital stress tests, by planning for failure before it occurs. Positive practices. Some firms are moving in the right direction. Banks are adopting multi-cloud strategies to reduce concentration risk. Zero-trust models ensure vendors only access what they need, when they need it. Continuous monitoring detects issues before they escalate and become more severe. The lesson is clear. Responsible outsourcing is not about cost arbitrage. It is about resilience design.
Who must do what
Risk ownership is collective. But responsibilities differ.
Boards. You must demand trust-based vendor oversight. You cannot relegate vendor risk to a quarterly risk report; you must build it into governance charters. Demand resilience metrics. Approve investments in redundancy. Ask about the exit strategy in case a critical vendor fails. CISOs. You carry the operational burden. Map your critical vendor dependencies. Negotiate accountability clauses in SLAs. Do not accept vague promises. Push for real-time risk monitoring. Run tabletop exercises that include vendor failure scenarios. Integrate AI threat detection into third-party tracking. Regulators. You must align standards across borders. Fragmentation is a gift to cybercriminals. Mandate stress tests for systemic vendors. Demand transparency on subcontractors. Penalize opacity. Encourage information sharing across sectors. You cannot stop outsourcing, but you can ensure it is not blind outsourcing. Conclusion: Someone else can’t carry your risk
Outsourcing will not disappear. In modern business, we weave it in, but if unmanaged, it risks systemic collapse.
The new dimension is AI. Cybercriminals are deploying autonomous agents to probe outsourced ecosystems. At the same time, trust gaps persist. Organizations outsource without embedding frameworks of accountability. Boards chase efficiency. Regulators remain reactive. CISOs lack visibility.
This is not sustainable. If outsourcing is to serve global competitiveness rather than undermine it, trust and resilience must be at its core. Boards must lead with oversight. CISOs must incorporate transparency into their contracts and monitoring processes. Regulators must harmonize and stress test.
The choice is stark. Either you govern outsourcing with discipline, or outsourcing governs you with fragility. The elephant in the biz is not outsourcing itself. It is the delusion that someone else can carry your risk for you.
This article is published as part of the Foundry Expert Contributor Network.
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The lawsuit, filed December 18, came just two days after Coupang finally submitted a Form 8-K disclosure to the Securities and Exchange Commission — 28 days after discovering the breach on November 18.
The complaint alleges that CEO Bom Kim and CFO Gaurav Anand knew or recklessly disregarded that the company had “inadequate cybersecurity protocols” allowing a former employee to access customer data for nearly six months without detection. The breach exposed personal information from 33.7 million customer accounts, Coupang said.
Disclosure deadline missed
The SEC adopted cybersecurity disclosure rules in July 2023, requiring companies to disclose material incidents within four business days of determining materiality, under item 1.05 of Form 8-K. Companies can delay disclosure only if the US Attorney General determines it poses substantial national security or public safety risks.
The complaint alleges that Coupang did not receive such an exemption. The company should have filed by November 24, following its November 18 discovery of the breach, but waited until December 16.
Between discovery and disclosure, media reports prompted organizational upheaval. Park Dae-jun, CEO of Coupang’s South Korean operations, resigned December 10 after stating he would “take full responsibility for both the incident and the handling of the case.” Harold Rogers, Coupang’s general counsel and chief administrative officer, assumed the role of interim CEO of the Korean subsidiary.
Coupang founder and CEO Bom Kim declined to appear at a South Korean parliamentary hearing about the breach, citing business obligations — a decision lawmakers condemned as a “systematic evasion of corporate responsibility.”
Authentication keys left unrevoked after employee departure
Investigators traced the breach to a former employee who retained valid authentication credentials after leaving the company in 2024, according to statements by South Korean lawmaker Choi Min-hee. The individual, a 43-year-old Chinese national, had worked on authentication management systems and joined Coupang in November 2022.
Rep. Choi Min-hee, chair of the National Assembly’s Science, ICT, Broadcasting and Communications Committee, released analysis results in a November 30 press release pointing to failures in basic security procedures. The company failed to renew or revoke signing keys — the cryptographic credentials used to issue access tokens—when the employee left.
“Abandoning a long-term valid authentication key was not simply a deviation by an internal employee, but the result of organizational and structural problems at Coupang that neglected the authentication system,” Choi said in the press release.
Coupang’s own information to lawmakers indicated the company set token signing key validity periods of five to ten years, with rotation periods varying by key type.
Legal test case for SEC cybersecurity rules
Legal observers noted the Coupang lawsuit appears to be among the first securities class actions directly challenging compliance with the SEC’s 2023 cybersecurity disclosure guidelines.
“This is a specific reason why I find the new Coupang lawsuit particularly interesting, and that is because one of the suit’s major allegations is that the company allegedly failed to make the requisite disclosures under the SEC’s cybersecurity disclosure guidelines,” legal journal, The D&O Diary, wrote in an analysis of the case.
The complaint also alleges Coupang made materially false statements in quarterly reports filed in August and November 2025. Those reports incorporated risk disclosures from the company’s 2024 Annual Report detailing encryption technology and security measures — statements the complaint said “materially understated Coupang’s risk of a material cybersecurity event.”
When Coupang finally filed its Form 8-K, the company stated it had activated incident response procedures, blocked unauthorized access, and reported the incident to Korean authorities. The filing acknowledged Korean regulators “will potentially impose financial penalties” but said the company could not reasonably estimate losses.
Regulatory scrutiny in South Korea
In South Korea, Coupang faces potential fines up to 1.2 trillion won ($814 million) under the Personal Information Protection Act, which requires companies to notify regulators within 24 hours of discovering a breach and maintain appropriate safeguards.
South Korean police raided Coupang’s Seoul headquarters twice as part of their investigation. President Lee Jae Myung called for expanded class action lawsuit provisions, saying “every Korean has been affected” by the breach affecting nearly two-thirds of the country’s 51.7 million population.
The lawsuit seeks to establish a class of investors who purchased Coupang securities between August 6 and December 16. Multiple law firms have announced they are investigating similar claims. A case management conference is scheduled for March 20.
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Why Certified DevOps Professional Matters Now
DevOps pros fix complex problems like slow pipelines or app crashes under load. They optimize workflows so teams release code daily without breaks. With 90% of companies using DevOps, experts stand out. In India, they earn ₹15-30 lakhs; seniors earn ₹35+ lakhs. The US averages $130K+.
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Main Skills in Certified DevOps Professional
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Career Jump and Salaries
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Conclusion and Overview
Certified DevOps Professional unlocks expert DevOps mastery, guided by Rajesh Kumar at DevOpsSchool. Overview: 3-hr pro exam, 46 advanced tools, lifetime access, and projects—expert level achieved.
Contact DevOpsSchool:
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Why Certified DevOps Manager Stands Out
DevOps managers turn ideas into team success by breaking down walls between devs and ops. They set goals, remove roadblocks, and measure results like faster releases or fewer errors. With 85% of firms adopting DevOps, leaders who know how to guide change earn big. In India, managers make an average of ₹24-35 lakhs, up to ₹1 crore for seniors. The US pays $150K+.
Jobs grow 30% yearly as companies need bosses for Agile shifts. Think banks speeding approvals or shops handling sales rushes. Keywords: DevOps leadership, Agile transformation, change management DevOps, team governance, continuous improvement, risk management Agile, cross-functional teams, performance metrics DevOps, lean methodology, and DevOps culture help in searches.
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Core Skills for Certified DevOps Manager
Managers learn people skills plus light tech know-how. Strategy: Set OKRs linking business to tech goals. Governance: Rules for safe changes like peer reviews. Team building: Mix devs, ops, and QA for shared wins. Change: Guide from old ways to CI/CD using retrospectives.
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Skill AreaKey PracticesTeam ImpactLeadershipServant style, clear roles45% productivity boostChange ManagementRetros, peer reviewsSmooth Agile shiftMetricsMTTR, DORA scoresData-driven decisionsCultureBlameless culture60% retention gainAgile ToolsScrum, KanbanFlexible workflows Fixes: Slow teams? Add daily standups. Resistance? Share quick wins. Metrics off? Simplify dashboards.
DevOpsSchool Certified DevOps Manager Program
The 120-hour Certified DevOps Manager teaches leadership via 46 tools and 3 projects like a full Agile rollout. Lifetime LMS, interview kits from 10K+ grads, AWS labs. Covers strategy to execution—no prereqs beyond experience.
Special features:
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Guided by Rajesh Kumar, who has 20+ years leading DevOps at JDA/IBM, he has trained 10K+ at 70+ firms (Oracle, HCL, Vodafone). MTech; built CI/CD for 40 products, Kubernetes shifts cutting downtime 80%. Blogs for SCMGalaxy; consults on culture shifts.
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Team leads, project managers, and IT heads with 5+ years of experience. Know Agile basics. Keywords: value stream mapping, DORA metrics, psychological safety, OKR frameworks, blameless culture, change agent skills, cross-team collaboration, Lean waste reduction, governance frameworks, transformation roadmap.
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Home exam (2GB PC). Live: GoToMeeting. Lifetime LMS: Recordings, projects. 3 retries are free. Badges for profiles.
Testimonials: “Leadership “boost”—Abhinav; “Team tips “gold”—Sumit.
Career Lift and Pay Ranges
DevOps Manager (₹24-35L), Head (₹40L+). Bangalore: ₹30L avg. Path to VP: 97% advance fast.
Conclusion and Overview
The certified DevOps manager builds leadership for DevOps success, mentored by Rajesh Kumar at DevOpsSchool. Overview: 3-hr exam, leadership focus, lifetime access—lead teams to wins.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 7004 215 841
Phone & WhatsApp (USA): +1 (469) 756-6329
DevOpsSchool
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The package, identified as “lotusbail,” operates as a trojanized wrapper around a genuine WhatsApp client library and had accumulated more than 50k downloads by the time it was flagged by Koi Security.
“With over 56000 downloads and functional code that actually works as advertised, it is the kind of dependency developers install without a second thought,” Koi researchers said in a blog post. “The package has been available on npm for 6 months and is still live at the time of writing.”
Stolen data was encrypted and exfiltrated to attacker-controlled infrastructure, reducing the likelihood of detection by network monitoring tools. Even more concerning for enterprises is the fact that Lotusbail abuses WhatsApp’s multi-device pairing to maintain persistence on compromised accounts even after the package is removed.
Legitimate API uses a proxy for threat
According to the researchers, lotusbail initially didn’t appear to be anything more than a helpful fork of the legitimate “@whiskeysockets/baileys” library used for interacting with WhatsApp via WebSockets. Developers could install it, send messages, receive messages, and never notice anything wrong.
Further probing, however, revealed an issue.
The package wrapped the legitimate WhatsApp WebSocket client in a malicious proxy layer that transparently duplicated every operation, including the ones involving sensitive data. During authentication, the wrapper captured session tokens and keys. Every message flowing through the application was intercepted, logged, and prepared for covert transmission to attacker-controlled infrastructure.
Additionally, the stolen information was protected en route. Rather than sending credentials and messages in plaintext, the malware employs a custom RSA encryption layer and multiple obfuscation strategies, making detection by network monitoring tools harder and allowing exfiltration to proceed under the radar.
“The exfiltration server URL is buried in encrypted configuration strings, hidden inside compressed payloads,” the researchers noted. “The malware uses four layers of obfuscation: Unicode variable manipulation, LZString compression, Base-91 encoding, and AES encryption. The server location isn’t hardcoded anywhere visible.”
Backdoor sticks around even after package removal
Koi said the most significant component of the attack was its persistence. WhatsApp allows users to link multiple devices to a single account through a pairing process involving an 8-character code. The malicious lotusbail package hijacked this mechanism by embedding a hardcoded pairing code that effectively added the attacker’s device as a trusted endpoint on the user’s WhatsApp account.
Even if developers or organizations later uninstalled the package, the attacker’s linked device remained connected. This allowed the attack to persist until the WhatsApp user manually unlinked all devices from the settings panel.
Persistent access allows the attackers to continue reading messages, harvesting contacts, sending messages on behalf of victims, and downloading media long after the initial exposure.
What must developers and defenders do?
Koi disclosure noted that traditional safeguards, based on reputation metrics, metadata checks, or static scanning, fail when malicious logic mimics legitimate behavior.
“The malware hides in the gap between ‘this code works’ and ‘this code does only what it claims’,” the researchers said, adding that such supply-chain threats require monitoring package behavior at runtime rather than relying on static checks alone. They recommended looking for (or relying on tools that can) warning signs, such as custom RSA encryption routines and dozens of embedded anti-debugging mechanisms in the malicious code.
The package remains available on npm, with its most recent update published just five days ago. GitHub, which has owned npm since 2020, did not immediately respond to CSO’s request for comment.
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