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How to use devops for performance monitoring?

How to use devops for performance monitoring?

Performance monitoring is crucial in ensuring that applications and systems perform optimally, providing the best user experience while meeting business goals. Traditionally, performance monitoring and issue resolution were handled separately by operations and development teams. However, with DevOps, these processes have become integrated and collaborative, allowing for continuous monitoring, rapid detection of performance issues, and quicker resolutions.
By leveraging DevOps principles like automation, collaboration, and continuous feedback, organizations can monitor performance in real-time, identify potential bottlenecks early, and implement changes faster. This post explores how DevOps practices can enhance performance monitoring and ensure systems remain efficient, scalable, and reliable.
Key Benefits of Using DevOps for Performance Monitoring
Implementing DevOps in performance monitoring provides several advantages that streamline operations, improve response times, and optimize system performance.
Key Benefits Include:
Real-Time Monitoring and Feedback: DevOps tools provide real-time visibility into system performance, helping teams identify issues as soon as they arise. Continuous feedback loops from automated monitoring systems ensure that performance data is constantly analyzed and acted upon. Proactive Issue Detection: By continuously monitoring systems and applications, DevOps teams can detect performance issues such as high response times, system outages, or resource bottlenecks before they impact users. Early detection ensures that issues can be resolved proactively, reducing downtime and enhancing user experience. Improved Collaboration Between Teams: DevOps promotes collaboration between development, operations, and QA teams. Performance monitoring integrates these teams, ensuring that everyone is aligned on system health and performance metrics. Collaboration between these teams speeds up issue resolution and helps improve system performance in future deployments. Scalability and Resource Optimization: DevOps enables teams to monitor performance in real-time and adjust resources as needed, ensuring systems can scale dynamically to handle increased loads. Automated scaling based on performance data ensures that resources are used efficiently, reducing costs and improving system efficiency. Continuous Improvement: Performance data provides insights into system behavior, which DevOps teams use to continuously improve applications and infrastructure. By analyzing performance metrics over time, teams can make informed decisions to optimize system performance and ensure long-term stability. Key DevOps Practices for Effective Performance Monitoring
DevOps practices enhance the effectiveness of performance monitoring by ensuring that monitoring is continuous, automated, and deeply integrated with the software development and deployment pipeline. These practices help teams to detect issues earlier and respond faster.
Key DevOps Practices Include:
Continuous Integration and Continuous Deployment (CI/CD): CI/CD pipelines are essential for DevOps performance monitoring. They ensure that every code change is automatically tested, deployed, and monitored for performance before it reaches production. Performance testing can be integrated into the pipeline, ensuring that only optimized, high-performing code is deployed to production. Infrastructure as Code (IaC): IaC tools like Terraform, Ansible, and Puppet help automate the provisioning and management of infrastructure, ensuring that performance monitoring is consistently applied across environments. By treating infrastructure as code, DevOps teams can easily replicate performance monitoring setups, making it easier to maintain and scale monitoring configurations. Automated Performance Testing: Automated performance testing ensures that new features or updates don’t degrade system performance. Tools like JMeter, Gatling, and LoadRunner simulate traffic to measure how the system handles various loads. These automated tests help teams identify performance bottlenecks early in the development lifecycle and address them before they affect users. Centralized Logging and Monitoring: DevOps teams use centralized logging and monitoring tools to collect data from multiple sources and analyze system performance in a unified way. Tools like the ELK Stack (Elasticsearch, Logstash, Kibana), Splunk, and Datadog aggregate logs, metrics, and events from various systems, providing a single source of truth for performance analysis. Continuous Feedback Loops: DevOps fosters a culture of continuous improvement through feedback loops. Performance data is continuously fed back into the system, allowing for real-time adjustments and long-term optimization. This continuous feedback helps identify recurring performance issues and fine-tune systems to meet evolving business needs. Tools for Performance Monitoring in DevOps
Several tools are essential for implementing DevOps-based performance monitoring. These tools automate data collection, analysis, and alerting, enabling teams to respond quickly to performance issues and maintain optimal system health.
Key Tools for Performance Monitoring Include:
Prometheus and Grafana: Prometheus is a powerful open-source monitoring and alerting toolkit designed for reliability and scalability. It collects and stores time-series data, such as CPU usage, memory consumption, and response times. Grafana provides visualization of this data, helping DevOps teams monitor system health and identify trends that affect performance. Aikido Security: ikido Security strengthens DevOps performance outcomes by shifting performance and reliability checks earlier in the lifecycle—catching high-impact issues in code, dependencies, and configurations before they become production incidents. It integrates into CI/CD and pull requests to surface risky patterns (like inefficient queries, blocking calls, or unsafe resource handling) and provides clear remediation guidance so teams ship faster, safer, and more stable releases. How this helps performance monitoring: By preventing common reliability and scalability regressions from reaching production, Aikido complements traditional observability stacks (metrics/logs/traces) and reduces alert fatigue caused by avoidable issues. Datadog: Datadog is a cloud-based monitoring tool that provides real-time performance metrics and logs for applications and infrastructure. Datadog offers powerful visualization, alerting, and anomaly detection capabilities, making it easier for teams to monitor application performance and optimize system health. New Relic: New Relic provides detailed performance metrics, including application performance, database queries, and server health. It offers real-time visibility into system behavior and provides insights into how code changes or infrastructure configurations affect performance. Nagios: Nagios is a widely used monitoring tool that helps DevOps teams track the health of network infrastructure, servers, and services. Nagios alerts teams when performance thresholds are breached, allowing for rapid remediation of issues. AppDynamics: AppDynamics offers deep application performance monitoring, providing detailed insights into how applications behave in production environments. With AppDynamics, teams can monitor everything from end-user transactions to infrastructure-level performance, helping to identify performance bottlenecks. Proactive Performance Optimization with DevOps
DevOps doesn’t just focus on monitoring; it also emphasizes proactive optimization. By integrating performance monitoring into the development pipeline and continuously analyzing system performance, DevOps teams can optimize systems before issues impact users.
Proactive Performance Optimization Strategies Include:
Performance Budgeting: DevOps teams can establish performance budgets, which define acceptable performance thresholds for key metrics (e.g., response times, load times, throughput). These budgets ensure that performance issues are addressed before they become problems, as new features and code changes are evaluated against the set performance goals. Auto-Scaling Based on Performance Metrics: With DevOps, systems can automatically scale based on real-time performance metrics. For instance, if system load increases or CPU usage reaches a certain threshold, additional resources can be provisioned automatically. Tools like Kubernetes and AWS Auto Scaling help implement auto-scaling based on predefined performance metrics. Optimizing Resource Usage: By continuously monitoring resource utilization (e.g., CPU, memory, disk), DevOps teams can identify underutilized resources and optimize their usage. This helps ensure that resources are efficiently allocated, improving system performance and reducing costs. Load Testing and Stress Testing: Regular load testing and stress testing are crucial to understanding how systems perform under heavy traffic or high-load conditions. Tools like JMeter and Gatling simulate real-world traffic scenarios, helping teams identify performance bottlenecks and optimize infrastructure accordingly. Continuous Improvement Through Performance Data
Performance data collected through DevOps tools can be used to drive continuous improvement in both the development process and system performance. By using data-driven insights, teams can make informed decisions about system optimizations and new feature implementations.
Continuous Improvement Strategies Include:
Analyzing Performance Metrics: By analyzing performance metrics over time, DevOps teams can identify patterns and trends that impact system performance. Teams use this data to make informed decisions about future optimizations, such as code refactoring, infrastructure scaling, or performance tuning. Post-Deployment Reviews: After new features or system updates are deployed, performance monitoring tools provide valuable feedback on how the changes affect system health. Post-deployment reviews and performance analysis allow teams to quickly identify areas for improvement and take corrective actions as necessary. Identifying Long-Term Trends: DevOps tools help teams track long-term performance trends, enabling proactive optimization of infrastructure and application architecture. Long-term data analysis ensures that systems remain scalable and maintain high performance, even as user traffic and demands increase. Enhancing Performance Monitoring with DevOps
Integrating DevOps into performance monitoring enhances the ability to detect, analyze, and resolve performance issues quickly and proactively. By combining continuous monitoring, automated testing, real-time feedback, and collaboration, DevOps ensures that systems remain optimized and scalable.
With the right tools and practices, DevOps teams can continuously improve performance, reduce downtime, and deliver high-quality applications and services to end-users. As organizations face increasing demands for performance and scalability, DevOps-driven performance monitoring will be essential in maintaining system health and meeting business objectives.
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December 16, 2025Dec 16

Top 10 Application Performance Monitoring (APM) Tools in 2025: Features, Pros, Cons & Comparison

Top 10 Application Performance Monitoring (APM) Tools in 2025: Features, Pros, Cons & Comparison

Introduction: Understanding Application Performance Monitoring (APM)
Application Performance Monitoring (APM) is an essential part of maintaining the health and efficiency of any application or software. APM tools help businesses ensure their applications run smoothly by identifying and diagnosing performance issues, user experience bottlenecks, and overall system health. With the increasing complexity of modern applications, which often involve microservices, cloud environments, and dynamic infrastructures, APM tools are more crucial than ever in 2025.
In today’s fast-paced digital world, businesses are expected to provide seamless and high-performing applications. Any downtime or poor performance can negatively impact user satisfaction, revenue, and brand reputation. Hence, using the best APM software is key to ensuring applications meet performance standards and maintain smooth operation at scale.
When choosing an APM tool, organizations should look for features such as real-time monitoring, deep application insights, automated alerts, robust reporting, and integrations with other tools. Additionally, scalability, ease of use, and cost-effectiveness should also be considered.
Top 10 Application Performance Monitoring (APM) Tools in 2025
1. Aikido Security
Aikido takes a proactive approach to application performance by tackling performance issues at their source – the code.
Unlike traditional APMs that monitor live systems, Aikido integrates into development to prevent slow code from ever reaching production.
Key Features:
AI-Powered Code Optimization: Aikido’s platform automatically scans code for performance anti-patterns (inefficient loops, blocking calls, memory mismanagement) during development. It flags these issues early and even suggests code changes, ensuring that new code is performant by design.
Full Stack Insight (Code-to-Cloud): While not a runtime profiler, Aikido provides context by linking code changes to potential performance and security outcomes. For example, if a code change might cause higher DB load, Aikido will alert you. This bridges the gap between code quality and runtime behavior, complementing classic APM metrics.
DevOps Integration: It works alongside CI/CD pipelines and version control – so performance regressions are caught during automated tests or code reviews. By the time your app is live, it has already passed Aikido’s performance “gates,” reducing the need for firefighting.

Pros:
Prevents Issues Upfront: Instead of reacting to slowdowns after deployment, Aikido helps teams avoid deploying slow or inefficient code in the first place, saving time and user frustration.
Developer-Friendly Remediation: When Aikido finds a performance issue in code, it provides an explanation and can often auto-fix or suggest a fix. This shortens the feedback loop for developers tuning their code.
Security & Stability Added: As a bonus, Aikido also catches security issues and stability bugs that can crash apps. This holistic improvement means better overall app reliability (fewer outages that might be misconstrued as performance problems).
Cons:
Not a Traditional APM Dashboard: Aikido won’t replace tools that give real-time performance dashboards or tracing of live requests – it doesn’t do live monitoring of CPU/RAM or transaction tracing. Teams will still pair it with a runtime APM for full production visibility. –
Focus on Dev Phase: Its strength is in the development phase; organizations must embrace a shift-left mindset. Those looking only for after-the-fact performance analytics might find Aikido’s preventative approach a different paradigm (one that often proves beneficial long-term).
2. New Relic
Short Description:
New Relic offers a comprehensive APM solution for web and mobile applications, helping businesses gain deep visibility into their app’s performance. It provides real-time analytics and insights into user behavior.
Key Features:
Real-time application performance monitoring. Distributed tracing for microservices. Powerful error analysis and diagnostics. User experience monitoring (UXM) for mobile and web. Synthetic monitoring for simulating user behavior. Pros:
Wide range of integrations with other tools. Provides detailed root-cause analysis. Easy-to-navigate interface with customizable dashboards. Cons:
Can be expensive for smaller businesses. The setup process can be complex for beginners. 3. Dynatrace
Short Description:
Dynatrace is a leading APM solution known for its AI-powered automation and full-stack monitoring. It’s widely used by enterprises to optimize complex environments and deliver continuous, reliable application performance.
Key Features:
AI-powered performance monitoring. Auto-discovery of cloud and hybrid environments. Real-time analytics and event-driven insights. Full-stack monitoring from infrastructure to application. Cloud-native support. Pros:
Excellent scalability for large organizations. AI capabilities offer proactive insights and root-cause analysis. Easy integration with DevOps tools. Cons:
High cost for small to mid-sized businesses. The learning curve for full utilization of features. 4. AppDynamics
Short Description:
AppDynamics is known for providing real-time monitoring for applications across complex environments. It excels at tracking user transactions and pinpointing performance issues in real-time.
Key Features:
Deep diagnostics for user transactions and performance. Automatic root-cause analysis. Mobile application monitoring. Cloud monitoring for dynamic environments. Business transaction monitoring. Pros:
Powerful in-depth analysis tools. Excellent support for large enterprise environments. Strong focus on business outcomes, not just app performance. Cons:
Higher pricing for enterprise customers. Requires time for customization and fine-tuning. 5. Datadog
Short Description:
Datadog is a popular APM tool known for its cloud-based infrastructure and application monitoring. It is ideal for modern, dynamic applications built in microservices or cloud environments.
Key Features:
Full-stack observability with traces, metrics, and logs. Real-time monitoring for cloud-native apps. Auto-discovery and monitoring for containers and microservices. Alerting and anomaly detection using machine learning. Powerful integrations with hundreds of cloud services. Pros:
Great for DevOps and cloud environments. Intuitive interface with customizable dashboards. Strong reporting capabilities. Cons:
Can be complex to set up for smaller businesses. Pricing can escalate with the scale of usage. 6. SolarWinds APM
Short Description:
SolarWinds APM is an enterprise-grade tool that delivers performance insights across the full stack. It is well-regarded for its network performance monitoring and APM capabilities.
Key Features:
Application and network performance monitoring. Distributed tracing and detailed transaction tracking. Server and database performance analysis. Proactive alerting and reporting. Integration with SolarWinds IT monitoring solutions. Pros:
Reliable and robust for network-heavy applications. Simple and user-friendly interface. Flexible deployment options. Cons:
Less feature-rich compared to competitors in cloud-native monitoring. Can be expensive for small enterprises. 7. Splunk APM
Short Description:
Splunk APM provides real-time application monitoring and analysis with deep insights into logs, metrics, and traces. It is designed to provide visibility into complex application environments.
Key Features:
End-to-end application performance monitoring. Distributed tracing and advanced analytics. Integration with Splunk’s SIEM platform for security monitoring. Machine learning-driven insights and anomaly detection. Multi-cloud and hybrid cloud support. Pros:
Excellent for large-scale environments. Powerful machine learning and AI-driven insights. Strong correlation with security logs. Cons:
Setup and maintenance can be complex. High cost compared to some other APM tools. 8. Honeycomb.io
Short Description:
Honeycomb.io specializes in providing deep observability and real-time debugging across dynamic applications. It is known for its ability to analyze complex, high-volume data.
Key Features:
Real-time tracing and root-cause analysis. Distributed event-based analysis. Queryable and structured data for troubleshooting. Great support for microservices-based architectures. Fast data collection and high-performance query engine. Pros:
Exceptional for troubleshooting complex, distributed systems. High-performance query engine. Excellent customer support and user experience. Cons:
Not as feature-rich in terms of integrations as other tools. Pricing can be high for large teams. 9. Raygun
Short Description:
Raygun is an APM tool designed to provide fast error detection, crash reporting, and performance monitoring for web, mobile, and backend applications.
Key Features:
Real-time crash reporting for apps. Performance and user experience monitoring. Error diagnostics with detailed stack traces. User session replays and deep session analysis. Integration with popular DevOps tools. Pros:
Easy-to-use with a focus on error and crash management. Affordable pricing for small teams. Excellent for mobile app performance monitoring. Cons:
Limited support for complex, enterprise-level environments. Fewer integrations compared to larger competitors. 10. Catchpoint
Short Description:
Catchpoint is known for its focus on synthetic and real user monitoring (RUM) for applications, with an emphasis on delivering high-quality insights into app performance from a user’s perspective.
Key Features:
Real-user and synthetic monitoring capabilities. Global monitoring with distributed probes. Detailed performance analysis by geography. Root-cause analysis for performance issues. Network and API monitoring. Pros:
Focus on user experience and performance. Supports a wide range of network and geographic locations. Simple setup and use. Cons:
Limited scalability for very large applications. Reporting can be overwhelming for smaller teams. 11. LogicMonitor
Short Description:
LogicMonitor is an APM tool that combines infrastructure, cloud, and application monitoring into one platform. It is ideal for managing hybrid IT environments.
Key Features:
Hybrid cloud and infrastructure monitoring. Automatic discovery of apps and infrastructure. Real-time alerts and anomaly detection. Customizable dashboards. Capacity planning and forecasting tools. Pros:
Comprehensive monitoring for hybrid environments. Easy integration with existing IT infrastructure. Proactive alerting and trend forecasting. Cons:
Lacks some advanced features for cloud-native apps. The user interface can be overwhelming for new users. Comparison Table
Tool NameBest ForPlatform(s) SupportedStandout FeaturePricingG2 RatingNew RelicEnterprises & SMEsWeb, Mobile, CloudDeep performance insightsCustom pricing4.5/5DynatraceLarge-scale enterprisesCloud, Hybrid, On-premAI-powered monitoringStarts at $75/month4.6/5AppDynamicsEnterprisesWeb, Mobile, CloudBusiness transaction monitoringCustom pricing4.3/5DatadogDevOps teamsCloud, HybridFull-stack observabilityStarts at $15/month4.4/5SolarWinds APMIT-heavy industriesWeb, Mobile, HybridNetwork and application monitoringStarts at $2,995/year4.2/5Splunk APMSecurity-focused appsCloud, Hybrid, On-premIntegration with SIEMCustom pricing4.4/5Honeycomb.ioDevOps teamsCloud, HybridReal-time debuggingStarts at $5/month4.7/5RaygunSmall to mid-size teamsWeb, MobileCrash reporting and diagnosticsStarts at $4/month4.3/5CatchpointGlobal enterprisesCloud, Web, NetworkGlobal monitoring networkStarts at $300/month4.4/5LogicMonitorHybrid IT environmentsCloud, Hybrid, On-premCapacity planningCustom pricing4.2/5 Which Application Performance Monitoring (APM) Tool is Right for You?
Decision Guide:
Small to Medium Businesses (SMBs):
If you’re looking for cost-effective APM tools, Raygun or Honeycomb.io may be a good fit. They offer straightforward monitoring with an easy-to-use interface, ideal for teams without extensive technical resources. Large Enterprises:
For large-scale operations requiring advanced monitoring capabilities, Dynatrace, AppDynamics, and Splunk APM stand out with their robust AI features, scalability, and support for complex environments. DevOps Teams:
Datadog is ideal for cloud-native applications and teams focused on DevOps workflows. It integrates well with containers, microservices, and other modern development tools. Global Teams or Distributed Networks:
Catchpoint and SolarWinds APM offer global monitoring capabilities, making them perfect for companies with geographically distributed users or networks. Conclusion
As the digital landscape continues to evolve, APM tools are becoming increasingly vital for businesses that rely on web and mobile applications to engage customers. The tools listed above represent the best in 2025, each offering unique features designed to address specific needs, from scalability and security to ease of use and pricing. Choosing the right APM solution is crucial for ensuring your application’s performance, user satisfaction, and overall success.
SEO Meta Description:
Explore the top 10 Application Performance Monitoring (APM) tools in 2025 with detailed features, pros, cons, and a comprehensive comparison guide. Make the right choice for your business!
FAQ
Q1: What is the purpose of Application Performance Monitoring (APM)?
APM tools help businesses monitor and manage the performance of their applications, ensuring they are running efficiently and without issues.
Q2: How do APM tools help improve user experience?
APM tools provide real-time insights into application performance, allowing businesses to identify and resolve issues before they impact users.
Q3: Can APM tools monitor cloud-based applications?
Yes, many APM tools, including Datadog and Dynatrace, offer cloud-native support and can monitor applications running in cloud environments.
Q4: Are there free APM tools available?
Some APM tools, like Raygun, offer affordable plans and free trials. However, for enterprise-grade features, you will likely need to consider paid options.
Q5: What industries benefit from APM tools?
APM tools are essential in various industries, including eCommerce, finance, healthcare, and IT, where application performance is crucial for business success.
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December 16, 2025Dec 16

iPhone 18 Pro Features Leaked in New Report, Including Under-Screen Face ID

iPhone 18 Pro Features Leaked in New Report, Including Under-Screen Face ID

Next year's iPhone 18 Pro and iPhone 18 Pro Max will be equipped with under-screen Face ID, and the front camera will be moved to the top-left corner of the screen, according to a new report from The Information's Wayne Ma and Qianer Liu.


As a result of these changes, the report said the iPhone 18 Pro models will not have a pill-shaped Dynamic Island cutout at the top of the screen.

Nevertheless, the devices will look similar to the iPhone 17 Pro models, the report said.

Apple is also planning to add a mechanical iris to at least one rear camera on the iPhone 18 Pro models, enabling variable aperture, according to the report.

Apple analyst Ming-Chi Kuo previously said the main 48-megapixel camera on iPhone 18 Pro models will offer variable aperture, meaning that users will be able to adjust the amount of light that passes through the camera's lens and reaches the sensor.

The main cameras on all of the iPhone 14 Pro through iPhone 17 Pro models have a fixed aperture of ƒ/1.78, and the lens is always fully open and shooting with this widest aperture. With the iPhone 18 Pro models, users would be able to manually change the aperture, which would provide greater control over depth of field.

However, given that iPhones have smaller image sensors due to size constraints, it is unclear exactly how meaningful this improvement would be.

iPhone 18 Pro models are widely expected to use an A20 Pro chip fabricated with TSMC's latest 2nm process. The report said Apple plans to use TSMC's Wafer-Level Multi-Chip Module (WMCM) chip packaging technology, and this would result in RAM being integrated directly onto the chip's wafer with the CPU, GPU, and Neural Engine, rather than being adjacent to the chip and connected with a silicon interposer.

This packaging change could contribute to a wide range of benefits for the iPhone 18 Pro compared to previous models, including faster performance for both overall tasks and Apple Intelligence, longer battery life, and improved thermal management. The change could also result in the A20 chip having a smaller footprint than previous chips, which could free up some space inside the iPhone 18 Pro models for other uses.

Apple is expected to release the iPhone 18 Pro models in September 2026.Related Roundup: iPhone 18Tag: The InformationRelated Forum: iPhone
This article, "iPhone 18 Pro Features Leaked in New Report, Including Under-Screen Face ID" first appeared on MacRumors.com

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December 16, 2025Dec 16

Demystifying risk in AI

Demystifying risk in AI

Given the facts about the importance of Artificial Intelligence, for several months, I have been delving into this topic, but with caution, seeking to understand the key point of how we can protect applications based on Gen AI.
We are living in times when AI has been the central theme in all areas that can provide benefits to organizations and end users. In addition to adding benefits to protection and anticipation in detecting cyber threats, whether with threat intelligence, incident response and EDR, SOAR solutions, etc.
However, the question we must ask is how much we are looking at the risks of this emerging technology. As AI gains traction through the use of solutions like ChatGPT, Claude.ai, Meta.ai, Copilot, Gemini, Grok, among other SaaS-based solutions, it is a fact that AI is invading and taking over our routine. Those who do not adapt to this technology may be considered a piece off the board.
Whether it’s to record meetings and create automated summaries with Hynote.ai, or to prepare a Cyber Risk Management plan, we really have to recognize the speed and agility that AI provides to daily tasks. We already see that in some companies, where an employee decides to change jobs, the position may no longer be replaced, and the organization considers conducting studies evaluating the feasibility of replacing certain tasks with AI.
The importance of understanding the risks behind AI
Here comes a point of concern that perhaps some professionals are not noticing. Are we being dominated by AI? Perhaps the answer may be “Yes,” “No” or “Maybe.” However, it will depend on the degree of visibility we have of this technology; the reality is that there is a danger behind it, and so our job is to know how to prepare to remediate such risks.
Should we presume where we should fit professionally and how we should prepare to maintain our employability? Given that risks of hallucinations are still feasible and occur in AI solutions, the answer to a given question may not be accurate, as the existing methods behind diffusion models used in AI training utilize code generation techniques such as “transformers” in LLMs used by most AI tools like ChatGPT, Gemini and Claude. For now, they still have limitations to validate a certain piece of data before providing the answer to the question that was entered by the requester (end user, API, etc.).
This means and indicates that it is still necessary to consider the human factor to evaluate certain responses before providing a decision that may involve relevant decision-making in the corporate and human context, such as the result of an analysis of a medical diagnosis still requires an evaluation by a specialist, or in the case of a quantitative risk assessment of a critical system. In fact, it is a point to think about!
Another important question to be asked is “how far should we limit and trust an AI solution?” Certainly, as mentioned above, many results can be positive, but remembering that every organization should think and maintain caution with privacy, bias, fairness and transparency risks through the data provided, among other points, which have raised the attention of information security professionals.
Basically, the execution process of an AI model is composed of 3 phases:
The data that is inserted in a request. This data is evaluated by a training model that involves an entire architecture. The result of the information that will be delivered From an information security point of view. That is the point that we, information security professionals, must judge in the scope of evaluation from the perspective of data security.
In the market, there are already frameworks such as NIST RMF AI, SAIF Google, ISO 42001, AI Control Matrix (AICM) and AI Model Risk Management Framework from Cloud Security Alliance (CSA), in addition to MITRE ATLAS for the Threat Intelligence line and OWASP Top 10 LLMs for security in AI application development, which presents the main known vulnerabilities in the AI/ML field, which I intend to explore in another article.
I have particularly been studying NIST RMF AI and the AI Model Risk Management Framework from CSA, and in my view, they are effective in helping to map and add AI/ML solutions to the scope of the organization’s Cyber Risk Management program. These frameworks help to understand and map the AI applications used, address risks, impacts and damages that can occur with the use of this technology in the corporate context.
About the use of NIST AI RMF and AI Control Matrix (AICM) Frameworks
Making an agenda about the most popular frameworks, NIST AI RMF 1.0 focuses on looking at the group of people, organization and the ecosystem involved. In which they are divided into phases of
Govern (cultivates a risk culture) Map (context of identified risk and asset classification) Measure (identifies, assesses and mitigates risk) Manage (risks are prioritized according to impact) This model allows integration with NIST CSF for the lens of cybersecurity controls. The most interesting thing about this is that the framework is free.
Another model that I cannot fail to mention is the AI Control Matrix (AICM), which contains 243 control objectives divided into 18 security domains and allows evaluating all security pillars of an AI solution, specifically in a cloud environment.
AICM is integrated with AI-CAIQ, which covers frameworks including BSI AIC4 Catalog, NIST AI RMF and ISO 42001. Any robust AI solution needs large processing and energy, which can only be found in data centers. For this reason, we have seen large investments by big techs in the expansion of new data centers in all regions.
Therefore, deeply understanding cloud concepts and shared responsibilities is fundamental to implement an AI solution with precision, securely and that satisfies the business, leveraging the organization’s capacity against competition.
As a result, I have been doing some research on GenAI and especially studying these frameworks. In view of this, characterizing and visualizing the great challenge for us, cybersecurity professionals, is to establish the relevance of the connection between the teams involved in an AI project. Therefore, the connection is a priority for the project’s success and, therefore, we should not neglect the involvement of the areas of governance, cyber risk, ethics, regulatory and compliance, cybersecurity, data scientists, AI and ML developers, human Resources and infrastructure and IT operations.
Cybersecurity professionals need to be trained
Another great challenge, which I emphasize, is that cybersecurity professionals need to be trained in this AI/ML technology, understanding the technical aspects of architecture, training models used, techniques such as RAG (retrieval-augmented generation) that propose improvements in the model, and the application of the cybersecurity strategy to be judged. The eyes of the CISO and the cybersecurity team and other fronts involved must look at the importance of controls within these areas:
Data Infrastructure Model Application Assurance Governance Looking at the shared responsibility perspective in cloud
Another factor to be considered in scope: I reinforce the shared responsibility of AI applications in a cloud environment. The security principles of GenAI models and respective applications must consider how the AI application model will run.
Here, I highlight some crucial points to establish shared responsibilities in the cloud:
GenAI as an application (Public, SaaS) GenAI as a platform (IaaS or PaaS) Build your own AI application (IaaS, on premises). In this model, with the help of the frameworks mentioned above, it will be possible to map, order and manage risks in the AI strategy adopted regarding access control for data and training models, data management and training, prompt controls, model development, model inference, model monitoring and infrastructure.
Thinking outside the box
Finally, the key point I wish to awaken readers in this article is to lead them to think about how we cybersecurity professionals are observing the risks and impacts in our environment, and how to prepare to evaluate such GenAI solutions in our realistic world.
I have particularly been exploring some of these known models in a cloud environment (SaaS), but I have been having a lot of fun with the Anthropic solution (claude.ai). In this model, it is possible to build robust solutions with code; you just have to be creative. As an example, I requested that it create a complete Cyber Risk Management (GRC) solution and suggested comparing it with some solutions on the market and meet best practices such as PCI-DSS, NIST, CRI, ISO 27001, etc. So that the solution created the entire back-end, only missing the front-end creation. A project that could take months can be reduced to a few months or weeks, depending on the investment and effort of the workforce involved.
Certifications that can add value to a career
In conclusion, as I had the opportunity to participate as a contributor to the review program for the Cloud Security Alliance (CSA) recently launched new certification, Trusted AI Safety Expert (TAISE). I definitely recommend it for those who are interested in understanding and exploring the architecture and main protection mechanisms in AI/ML solutions.
However, taking into account other certifications in this area, I have also been exploring and recommending ISACA’s AAISM certification material, which in turn is very interesting from the point of view of risk governance and security in AI/ML. Nevertheless, TAISE brings a more comprehensive root in the technical scope that also incorporates risk management and governance in cloud environments, which is the real world. AI needs large processing and the ideal environment to run is the cloud.
However, both complement each other and it is up to the professional to evaluate the best alternative and direction to follow. As the wise proverb says: “Do not abandon wisdom and knowledge, and it will guard you; love it, and it will protect you.”
This article is published as part of the Foundry Expert Contributor Network.
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December 16, 2025Dec 16

Compromised IAM Credentials Power a Large AWS Crypto Mining Campaign

Compromised IAM Credentials Power a Large AWS Crypto Mining Campaign

An ongoing campaign has been observed targeting Amazon Web Services (AWS) customers using compromised Identity and Access Management (IAM) credentials to enable cryptocurrency mining. The activity, first detected by Amazon's GuardDuty managed threat detection service and its automated security monitoring systems on November 2, 2025, employs never-before-seen persistence techniques to hamperView the full article

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Hacker News

December 16, 2025Dec 16

Rogue NuGet Package Poses as Tracer.Fody, Steals Cryptocurrency Wallet Data

Rogue NuGet Package Poses as Tracer.Fody, Steals Cryptocurrency Wallet Data

Cybersecurity researchers have discovered a new malicious NuGet package that typosquats and impersonates the popular .NET tracing library and its author to sneak in a cryptocurrency wallet stealer. The malicious package, named "Tracer.Fody.NLog," remained on the repository for nearly six years. It was published by a user named "csnemess" on February 26, 2020. It masquerades as "Tracer.Fody,"View the full article

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December 16, 2025Dec 16

Apple Developing iMac Pro With M5 Max Chip

Apple Developing iMac Pro With M5 Max Chip

Apple is developing a high-end iMac featuring the M5 Max chip, according to information from leaked internal software.


The finding comes from leaked kernel debug kit files used by Apple engineers. These kernel debug kit files enumerate unreleased Apple hardware by internal identifiers, such as codenames and platform names, and they can also include separate references that map platform identifiers to chip codenames and marketing names. Secondary summaries and screenshots referencing the same internal code have also circulated in the Chinese tech community over the past week, including posts on Weibo and BiliBili.

The software contains references to an ‌iMac‌ with the identifier J833c running platform H17C. H17C is associated with the codename "Sotra C," which relates to the expected marketing name "M5 Max." This suggests that an ‌iMac‌ with the M5 Max chip is in active testing.

The software refers to a number of devices believed to be used exclusively for internal testing, such as iPad minis running tvOS and MacBooks with the A15 chip, so there is a chance that the M5 Max ‌iMac‌ is used for testing only. However, since the M5 Max chip is expected to be introduced next year and there have been rumors about Apple reintroducing a high-end "Pro" ‌iMac‌ for several years, it may well be destined for launch. Bloomberg's Mark Gurman believed that Apple was still "working on a larger-screened ‌iMac‌ aimed at the professional market" following the launch of the Apple silicon ‌iMac‌, a rumor supported by Apple analyst Ming-Chi Kuo.

Beyond the ‌iMac‌ entry, the kernel debug kit lays out several additional future Mac configurations. It lists 14- and 16-inch MacBook Pro variants with the M5 Pro and M5 Max chips, a 14-inch ‌MacBook Pro‌ with the M6 chip, and 14- and 16-inch ‌MacBook Pro‌ models with the M6 Pro and M6 Max chips. There are new 13- and 15-inch MacBook Air models with the M5 chip, Mac mini models with the M5 and M5 Pro chips, and new Mac Studio models with the M5 Max and M5 Ultra chips. The leak also lists a MacBook with the A18 Pro chip, which is widely believed to be an all-new, low-cost model. Related Roundup: iMacTag: 2025 iMac ProBuyer's Guide: iMac (Caution)Related Forum: iMac
This article, "Apple Developing iMac Pro With M5 Max Chip" first appeared on MacRumors.com

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December 16, 2025Dec 16

Sonos Kicks Off Last-Minute Holiday Sale With Up to 25% Off Ace Headphones, Arc Soundbar, and More

Sonos Kicks Off Last-Minute Holiday Sale With Up to 25% Off Ace Headphones, Arc Soundbar, and More

Sonos this week introduced a last-minute holiday sale, offering up to 25 percent off the company's most popular devices. This includes the Sonos Ace headphones, Arc Ultra soundbar, Move 2 speaker, and more, with many prices matching the deals we saw over Black Friday.

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

All discounts in this sale have been automatically applied, so you don't need to enter a coupon code in order to see the final sale prices. We've collected all of the deals in the list below, but you can also find a few bundle discounts on sale on the Sonos website.

UP TO 25% OFFSonos Last-Minute Holiday Sale

In terms of holiday delivery, many of the products in the sale have an estimated delivery by this Friday, December 19. Sonos also offers same-day pickup at select Best Buy locations, so there are a few options that should get you your gear in time for December 25th.

Ace Headphones - $279, down from $399
Arc Ultra Soundbar - $879, down from $1,099
Beam (Gen 2) Soundbar - $369, down from $499
Ray Soundbar - $199, down from $219
Era 100 Speaker - $169, down from $219
Era 300 Speaker - $379, down from $479
Roam 2 Portable Speaker - $139, down from $179
Move 2 Portable Speaker - $399, down from $499
Sub Mini - $399, down from $499
Sub 4 - $759, down from $899

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

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




Related Roundup: Apple Deals
This article, "Sonos Kicks Off Last-Minute Holiday Sale With Up to 25% Off Ace Headphones, Arc Soundbar, and More" first appeared on MacRumors.com

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December 16, 2025Dec 16

Urban VPN beim Diebstahl privater KI-Chats erwischt

Urban VPN beim Diebstahl privater KI-Chats erwischt

Lina Chekhovich – shutterstock.com
Forscher des Security-Anbieters Koi haben herausgefunden, dass Urban VPN Proxy, eine weit verbreitete kostenlose VPN-Erweiterung für Browser, vollständige KI-Chat-Konversationen aus den Browsern der Benutzer sammelt und exportiert.
Für Unternehmen, in denen Mitarbeiter regelmäßig interne Kontexte, Code-Schnipsel, Kundendaten oder Forschungsnotizen in KI-Tools einfügen, birgt diese Funktion eine Gefahr für Datendiebstahl. Der Exfiltrationskanal liegt in diesem Fall vollständig außerhalb der traditionellen Sicherheitskontrollen des Unternehmens.
Das Problem beschränkt sich jedoch nicht nur auf VPN-Datenverkehr oder verschlüsselte Sitzungen.Laut den Erkenntnissen von Koi injiziert Urban VPN- Skripte, die immer dann aktiviert werden, wenn Benutzer mit beliebten KI-Plattformen interagieren. Dabei werden sowohl Prompts als auch Antworten erfasst, selbst wenn die VPN-Funktionen deaktiviert sind.
Versteckte Skripte in „Privatsphäre”
Neben dem Angebot eines VPN-Dienstes setzt Urban VPN Proxy „Executor”-Skripte ein, die aktiviert werden, wenn ein Benutzer im Browser KI-Chat-Plattformen wie ChatGPT, Claude, Gemini, Perplexity und Grok ansteuert. „Jede Plattform hat ihr eigenes dediziertes Skript – chatgpt.js, claude.js, gemini.js und so weiter”, erklären die Forscher in einem Blogbeitrag.
Diese Skripte überschreiben wichtige Browser-Netzwerk-APIs, um alles, was ein Nutzer eingibt und empfängt, abzufangen, zu verpacken und an die Backend-Systeme von Urban VPN zu senden. Der zugrunde liegende Code überwacht kontinuierlich den Inhalt von KI-Konversationen und die zugehörigen Metadaten und lädt diese unabhängig von der VPN-Nutzung hoch.
„Die Chrome-Erweiterung hat hohe Bewertungen und ein ‚Featured‘-Abzeichen von Google, was den Nutzern ein implizites Vertrauenssignal gibt“, stellen die Security-Spezialisten fest. „Das Abzeichen von Google bedeutet, dass es eine manuelle Überprüfung bestanden hat und den von Google beschriebenen hohen Standards für Benutzererfahrung und Design entspricht“.
Sowohl die Chrome- als auch die Edge-Variante der Erweiterung sind weiterhin im Chrome Web Store, beziehungsweise im Edge Add-ons Store verfügbar.
Das Storefront-Marketing von Urban hebt sogar eine „KI-Schutzfunktion“ hervor, die angeblich die Eingaben der Nutzer auf sensible Daten überprüft. Koi stellte jedoch fest, dass dieser Schutzrahmen unabhängig von der Überwachungsebene funktioniert und alle KI-Interaktionsdaten exfiltriert, egal, ob die Nutzer dies wünschen oder nicht.
Chats von acht Millionen Konten gestohlen
Die Forscher von Koi entdeckten, dass der Herausgeber von Urban VPN, Urban Cyber Security Inc., eng mit BiScience (B.I Science Ltd), einem Datenbroker, verbunden ist.
Dessen Datenerfassungspraktiken hätten laut Koi-Bericht bereits zuvor die Sicherheitsforscher Wladimir Palant und John Tuckner von Secure Annex dokumentiert. Ihre Untersuchungen ergaben, dass BiScience in großem Umfang wiedererkennbare Clickstream-Daten sammelt und diese über sein SDK und Produkte wie AdClarity und Clickstream OS monetarisiert.
Auf diese Weise seien bereits hunderte Millionen KI-Konversationen erfasst und über mehrere Erweiterungen desselben Anbieters hinweg gebündelt worden, wodurch eine kombinierte Nutzerbasis von weit mehr als acht Millionen erreicht wurde.
Koi merkt an, dass die KI-Konversationsfunktion von Urban VPN im Laufe der Zeit durch Erweiterungs-Updates eingeführt wurde und sich von früheren Browsing-Telemetriedaten zu einer umfassenderen Überwachung generativer KI-Interaktionen entwickelte, als diese Tools sich zunehmend durchsetzten. Die Ergebnisse spiegeln die allgemeinere Warnung wider, dass Browser-basierte KI-Tools und -Erweiterungen zu einer unkontrollierten Risikostufe für Unternehmen werden und eher als Teil der Angriffsfläche denn als reine Komfortfunktionen betrachtet werden sollten. (jm)

 
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December 16, 2025Dec 16

Urban VPN beim Diebstahl privater KI-Chats erwischt

Urban VPN beim Diebstahl privater KI-Chats erwischt

Lina Chekhovich – shutterstock.com
Forscher des Security-Anbieters Koi haben herausgefunden, dass Urban VPN Proxy, eine weit verbreitete kostenlose VPN-Erweiterung für Browser, vollständige KI-Chat-Konversationen aus den Browsern der Benutzer sammelt und exportiert.
Für Unternehmen, in denen Mitarbeiter regelmäßig interne Kontexte, Code-Schnipsel, Kundendaten oder Forschungsnotizen in KI-Tools einfügen, birgt diese Funktion eine Gefahr für Datendiebstahl. Der Exfiltrationskanal liegt in diesem Fall vollständig außerhalb der traditionellen Sicherheitskontrollen des Unternehmens.
Das Problem beschränkt sich jedoch nicht nur auf VPN-Datenverkehr oder verschlüsselte Sitzungen.Laut den Erkenntnissen von Koi injiziert Urban VPN- Skripte, die immer dann aktiviert werden, wenn Benutzer mit beliebten KI-Plattformen interagieren. Dabei werden sowohl Prompts als auch Antworten erfasst, selbst wenn die VPN-Funktionen deaktiviert sind.
Versteckte Skripte in „Privatsphäre”
Neben dem Angebot eines VPN-Dienstes setzt Urban VPN Proxy „Executor”-Skripte ein, die aktiviert werden, wenn ein Benutzer im Browser KI-Chat-Plattformen wie ChatGPT, Claude, Gemini, Perplexity und Grok ansteuert. „Jede Plattform hat ihr eigenes dediziertes Skript – chatgpt.js, claude.js, gemini.js und so weiter”, erklären die Forscher in einem Blogbeitrag.
Diese Skripte überschreiben wichtige Browser-Netzwerk-APIs, um alles, was ein Nutzer eingibt und empfängt, abzufangen, zu verpacken und an die Backend-Systeme von Urban VPN zu senden. Der zugrunde liegende Code überwacht kontinuierlich den Inhalt von KI-Konversationen und die zugehörigen Metadaten und lädt diese unabhängig von der VPN-Nutzung hoch.
„Die Chrome-Erweiterung hat hohe Bewertungen und ein ‚Featured‘-Abzeichen von Google, was den Nutzern ein implizites Vertrauenssignal gibt“, stellen die Security-Spezialisten fest. „Das Abzeichen von Google bedeutet, dass es eine manuelle Überprüfung bestanden hat und den von Google beschriebenen hohen Standards für Benutzererfahrung und Design entspricht“.
Sowohl die Chrome- als auch die Edge-Variante der Erweiterung sind weiterhin im Chrome Web Store, beziehungsweise im Edge Add-ons Store verfügbar.
Das Storefront-Marketing von Urban hebt sogar eine „KI-Schutzfunktion“ hervor, die angeblich die Eingaben der Nutzer auf sensible Daten überprüft. Koi stellte jedoch fest, dass dieser Schutzrahmen unabhängig von der Überwachungsebene funktioniert und alle KI-Interaktionsdaten exfiltriert, egal, ob die Nutzer dies wünschen oder nicht.
Chats von acht Millionen Konten gestohlen
Die Forscher von Koi entdeckten, dass der Herausgeber von Urban VPN, Urban Cyber Security Inc., eng mit BiScience (B.I Science Ltd), einem Datenbroker, verbunden ist.
Dessen Datenerfassungspraktiken hätten laut Koi-Bericht bereits zuvor die Sicherheitsforscher Wladimir Palant und John Tuckner von Secure Annex dokumentiert. Ihre Untersuchungen ergaben, dass BiScience in großem Umfang wiedererkennbare Clickstream-Daten sammelt und diese über sein SDK und Produkte wie AdClarity und Clickstream OS monetarisiert.
Auf diese Weise seien bereits hunderte Millionen KI-Konversationen erfasst und über mehrere Erweiterungen desselben Anbieters hinweg gebündelt worden, wodurch eine kombinierte Nutzerbasis von weit mehr als acht Millionen erreicht wurde.
Koi merkt an, dass die KI-Konversationsfunktion von Urban VPN im Laufe der Zeit durch Erweiterungs-Updates eingeführt wurde und sich von früheren Browsing-Telemetriedaten zu einer umfassenderen Überwachung generativer KI-Interaktionen entwickelte, als diese Tools sich zunehmend durchsetzten. Die Ergebnisse spiegeln die allgemeinere Warnung wider, dass Browser-basierte KI-Tools und -Erweiterungen zu einer unkontrollierten Risikostufe für Unternehmen werden und eher als Teil der Angriffsfläche denn als reine Komfortfunktionen betrachtet werden sollten. (jm)

 
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December 16, 2025Dec 16

Most Parked Domains Now Serving Malicious Content

Most Parked Domains Now Serving Malicious Content

Direct navigation — the act of visiting a website by manually typing a domain name in a web browser — has never been riskier: A new study finds the vast majority of “parked” domains — mostly expired or dormant domain names, or common misspellings of popular websites — are now configured to redirect visitors to sites that foist scams and malware.
A lookalike domain to the FBI Internet Crime Complaint Center website, returned a non-threatening parking page (left) whereas a mobile user was instantly directed to deceptive content in October 2025 (right). Image: Infoblox.
When Internet users try to visit expired domain names or accidentally navigate to a lookalike “typosquatting” domain, they are typically brought to a placeholder page at a domain parking company that tries to monetize the wayward traffic by displaying links to a number of third-party websites that have paid to have their links shown.
A decade ago, ending up at one of these parked domains came with a relatively small chance of being redirected to a malicious destination: In 2014, researchers found (PDF) that parked domains redirected users to malicious sites less than five percent of the time — regardless of whether the visitor clicked on any links at the parked page.
But in a series of experiments over the past few months, researchers at the security firm Infoblox say they discovered the situation is now reversed, and that malicious content is by far the norm now for parked websites.
“In large scale experiments, we found that over 90% of the time, visitors to a parked domain would be directed to illegal content, scams, scareware and anti-virus software subscriptions, or malware, as the ‘click’ was sold from the parking company to advertisers, who often resold that traffic to yet another party,” Infoblox researchers wrote in a paper published today.
Infoblox found parked websites are benign if the visitor arrives at the site using a virtual private network (VPN), or else via a non-residential Internet address. For example, Scotiabank.com customers who accidentally mistype the domain as scotaibank[.]com will see a normal parking page if they’re using a VPN, but will be redirected to a site that tries to foist scams, malware or other unwanted content if coming from a residential IP address. Again, this redirect happens just by visiting the misspelled domain with a mobile device or desktop computer that is using a residential IP address.
According to Infoblox, the person or entity that owns scotaibank[.]com has a portfolio of nearly 3,000 lookalike domains, including gmai[.]com, which demonstrably has been configured with its own mail server for accepting incoming email messages. Meaning, if you send an email to a Gmail user and accidentally omit the “l” from “gmail.com,” that missive doesn’t just disappear into the ether or produce a bounce reply: It goes straight to these scammers. The report notices this domain also has been leveraged in multiple recent business email compromise campaigns, using a lure indicating a failed payment with trojan malware attached.
Infoblox found this particular domain holder (betrayed by a common DNS server — torresdns[.]com) has set up typosquatting domains targeting dozens of top Internet destinations, including Craigslist, YouTube, Google, Wikipedia, Netflix, TripAdvisor, Yahoo, eBay, and Microsoft. A defanged list of these typosquatting domains is available here (the dots in the listed domains have been replaced with commas).
David Brundson, a threat researcher at Infoblox, said the parked pages send visitors through a chain of redirects, all while profiling the visitor’s system using IP geolocation, device fingerprinting, and cookies to determine where to redirect domain visitors.
“It was often a chain of redirects — one or two domains outside parking company — before threat arrives,” Brundson said. “Each time in the handoff the device is profiled again and again, before being passed off to a malicious domain or else a decoy page like Amazon.com or Alibaba.com if they decide it’s not worth targeting.”
Brundson said domain parking services claim the search results they return on parked pages are designed to be relevant to their parked domains, but that almost none of this displayed content was related to the lookalike domain names they tested.
Samples of redirection paths when visiting scotaibank dot com. Each branch includes a series of domains observed, including the color-coded landing page. Image: Infoblox.
Infoblox said a different threat actor who owns domaincntrol[.]com — a domain that differs from GoDaddy’s name servers by a single character — has long taken advantage of typos in DNS configurations to drive users to malicious websites. In recent months, however, Infoblox discovered the malicious redirect only happens when the query for the misconfigured domain comes from a visitor who is using Cloudflare’s DNS resolvers (1.1.1.1), and that all other visitors will get a page that refuses to load.
The researchers found that even variations on well-known government domains are being targeted by malicious ad networks.
“When one of our researchers tried to report a crime to the FBI’s Internet Crime Complaint Center (IC3), they accidentally visited ic3[.]org instead of ic3[.]gov,” the report notes. “Their phone was quickly redirected to a false ‘Drive Subscription Expired’ page. They were lucky to receive a scam; based on what we’ve learnt, they could just as easily receive an information stealer or trojan malware.”
The Infoblox report emphasizes that the malicious activity they tracked is not attributed to any known party, noting that the domain parking or advertising platforms named in the study were not implicated in the malvertising they documented.
However, the report concludes that while the parking companies claim to only work with top advertisers, the traffic to these domains was frequently sold to affiliate networks, who often resold the traffic to the point where the final advertiser had no business relationship with the parking companies.
Infoblox also pointed out that recent policy changes by Google may have inadvertently increased the risk to users from direct search abuse. Brundson said Google Adsense previously defaulted to allowing their ads to be placed on parked pages, but that in early 2025 Google Ads implemented a default setting that had their customers opt-out by default on presenting ads on parked domains — requiring the person running the ad to voluntarily go into their settings and turn on parking as a location.
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December 16, 2025Dec 16

Develop and deploy voice AI apps using Docker

Develop and deploy voice AI apps using Docker

Voice is the next frontier of conversational AI. It is the most natural modality for people to chat and interact with another intelligent being. However, the voice AI software stack is complex, with many moving parts. Docker has emerged as one of the most useful tools for AI agent deployment.
In this article, we’ll explore how to use open-source technologies and Docker to create voice AI agents that utilize your custom knowledge base, voice style, actions, fine-tuned AI models, and run on your own computer. It is based on a talk I recently gave at the Docker Captains Summit in Istanbul.
Docker and AI
Most developers consider Docker the “container store” for software. The Docker container provides a reliable and reproducible environment for developing software locally on your own machine and then shipping it to the cloud. It also provides a safe sandbox to isolate, run, and scale user-submitted software in the cloud. For complex AI applications, Docker provides a suite of tools that makes it easy for developers and platform engineers to build and deploy.
The Docker container is a great tool for running software components and functions in an AI agent system. It can run web servers, API servers, workflow orchestrators, LLM actions or tool calls, code interpreters, simulated web browsers, search engines, and vector databases. With the NVIDIA Container Toolkit, you can access the host machine’s GPU from inside Docker containers, enabling you to run inference applications such as LlamaEdge that serve open-source AI models inside the container. The Docker Model Runner runs OpenAI-compatible API servers for open-source LLMs locally on your own computer. The Docker MCP Toolkit provides an easy way to run MCP servers in containers and make them available to AI agents. The EchoKit platform provides a set of Docker images and utilizes Docker tools to simplify the deployment of complex AI workflows.
EchoKit
The EchoKit consists of a server and a client. The client could be an ESP32-based hardware device that can listen for user voices using a microphone, stream the voice data to the server, receive and play the server’s voice response through a speaker. EchoKit provides the device hardware specifications and firmware under open-source licenses. To see it in action, check out the following video demos.
EchoKit tells the story about the Diana exhibit at the MET museum EchoKit recommends BBQ in a Texas accent EchoKit helps a user practice for the US Civics test You can check out the GitHub repo for EchoKit.
The AI agent orchestrator
The EchoKit server is an open-source AI service orchestrator focused on real-time voice use cases. It starts up a WebSocket server that listens for streaming audio input and returns streaming audio responses. It ties together multiple AI models, including voice activity detection (VAD), automatic speech recognition (ASR), large language models (LLM), and text-to-speech (TTS), using one model’s output as the input for the next model.
You can start an EchoKit server on your local computer and configure the EchoKit device to access it over the local WiFi network. The “edge server” setup reduces network latency, which is crucial for voice AI applications.
The EchoKit team publishes a multi-platform Docker image that you can use directly to start an EchoKit server. The following command starts the EchoKit server with your own config.toml file and runs in the background.
docker run --rm \ -p 8080:8080 \ -v $(pwd)/config.toml:/app/config.toml \ secondstate/echokit:latest-server & The config.toml file is mapped into the container to configure how the EchoKit server utilizes various AI services in its voice response workflow. The following is an example of config.toml. It starts the WebSocket server on port 8080. That’s why in the Docker command, we map the container’s port 8080 to the same port on the host. That allows the EchoKit server to be accessible through the host computer’s IP address. The rest of the config.toml specifies how to access the ASR, LLM, and TTS models to generate a voice response for the input voice data.
addr = "0.0.0.0:8080" hello_wav = "hello.wav" [asr] platform = "openai" url = "https://api.groq.com/openai/v1/audio/transcriptions" api_key = "gsk_XYZ" model = "whisper-large-v3" lang = "en" prompt = "Hello\n你好\n(noise)\n(bgm)\n(silence)\n" [llm] platform = "openai_chat" url = "https://api.groq.com/openai/v1/chat/completions" api_key = "gsk_XYZ" model = "openai/gpt-oss-20b" history = 20 [tts] platform = "elevenlabs" url = "wss://api.elevenlabs.io/v1/text-to-speech/" token = "sk_xyz" voice = "VOICE-ID-ABCD" [[llm.sys_prompts]] role = "system" content = """ You are a comedian. Engage in lighthearted and humorous conversation with the user. Tell jokes when appropriate. """ The AI services configured for the above EchoKit server are as follows.
It utilizes Groq for ASR (voice-to-text) and LLM tasks. You will need to fill in your own Groq API key. It utilizes ElevenLabs for streaming TTS (text-to-speech). You will need to fill in your own ElevenLabs API key. Then, in the EchoKit device setup, you just need to point your device to the local EchoKit server.
ws://local-network-ip.address:8080/ws/ For more options on the EchoKit server configuration, please refer to our documentation!
The VAD server
The voice-to-text ASR is not sufficient by itself. It could hallucinate and generate nonsensical text if the input voice is not human speech (e.g., background noise, street noise, or music). It also would not know when the user has finished speaking, and the EchoKit server needs to ask the LLM to start generating a response.
A VAD model is used to detect human voice and conversation turns in the voice stream. The EchoKit team has a multi-platform Docker image that incorporates the open-source Silero VAD model. The image is much larger than the plain EchoKit server, and it requires more CPU resources to run. But it delivers substantially better voice recognition results. Here is the Docker command to start the EchoKit server with VAD in the background.
docker run --rm \ -p 8080:8080 \ -v $(pwd)/config.toml:/app/config.toml \ secondstate/echokit:latest-server-vad & The config.toml file for this Docker container also needs an additional line in the ASR section, so that the EchoKit server knows to stream incoming audio data to the local VAD service and act on the VAD signals. The Docker container runs the Silero VAD model as a WebSocket service inside the container on port 8000. There is no need to expose the container port 8000 to the host.
addr = "0.0.0.0:8080" hello_wav = "hello.wav" [asr] platform = "openai" url = "https://api.groq.com/openai/v1/audio/transcriptions" api_key = "gsk_XYZ" model = "whisper-large-v3" lang = "en" prompt = "Hello\n你好\n(noise)\n(bgm)\n(silence)\n" vad_url = "http://localhost:9093/v1/audio/vad" [llm] platform = "openai_chat" url = "https://api.groq.com/openai/v1/chat/completions" api_key = "gsk_XYZ" model = "openai/gpt-oss-20b" history = 20 [tts] platform = "elevenlabs" url = "wss://api.elevenlabs.io/v1/text-to-speech/" token = "sk_xyz" voice = "VOICE-ID-ABCD" [[llm.sys_prompts]] role = "system" content = """ You are a comedian. Engage in lighthearted and humorous conversation with the user. Tell jokes when appropriate. """ We recommend using the VAD enabled EchoKit server whenever possible.
MCP services
A key feature of AI agents is to perform actions, such as making web-based API calls, on behalf of LLMs. For example, the “US civics test prep” example for EchoKit requires the agent to get exam questions from a database, and then generate responses that guide the user toward the official answer.
The MCP protocol is the industry standard for providing tools (function calls) to LLM agents. For example, the DuckDuckGo MCP server provides a search tool for LLMs to search the internet if the user asks for current information that is not available in the LLM’s pre-training data. The Docker MCP Toolkit provides a set of tools that make it easy to run MCP servers that can be utilized by EchoKit.

The command below starts a Docker MCP gateway server. The MCP protocol defines several ways for agents or LLMs to access MCP tools. Our gateway server is accessible through the streaming HTTP protocol at port 8011.
docker mcp gateway run --port 8011 --transport streaming Next, you can add the DuckDuckGo MCP server to the gateway. The search tool provided by the DuckDuckGo MCP server is now available on HTTP port 8011.
docker mcp server enable duckduckgo You can simply configure the EchoKit server to use the DuckDuckGo MCP tools in the config.toml file.
[[llm.mcp_server]] server = "http://localhost:8011/mcp" type = "http_streamable" call_mcp_message = "Please hold on a few seconds while I am searching for an answer!" Now, when you ask EchoKit a current event question, such as “What is the latest Tesla stock price?”, it will first call the DuckDuckGo MCP’s search tool to retrieve this information and then respond to the user.
The call_mcp_message field is a message the EchoKit device will read aloud when the server calls the MCP tool. It is needed since the MCP tool call could introduce significant latency in the response.
Docker Model Runner
The EchoKit server orchestrates multiple AI services. In the examples in this article so far, the EchoKit server is configured to use cloud-based AI services, such as Groq and ElevenLabs. However, many applications—especially in the voice AI area—require the AI models to run locally or on-premises for security, cost, and performance reasons.
Docker Model Runner is Docker’s solution to run LLMs locally. For example, the following command downloads and starts OpenAI’s open-source gpt-oss-20b model on your computer.
docker model run ai/gpt-oss The Docker Model Runner starts an OpenAI-compatible API server at port 12434. It could be directly utilized by the EchoKit server via config.toml.
[llm] platform = "openai_chat" url = "http://localhost:12434/engines/llama.cpp/v1/chat/completions" model = "ai/gpt-oss" history = 20 At the time of this writing, the Docker Model Runner only supports LLMs. The EchoKit server still relies on cloud services, or local AI solutions such as LlamaEdge, for other types of AI services.
Conclusion
The complexity of the AI agent software stack has created new challenges in software deployment and security. Docker is a proven and extremely reliable tool for delivering software to production. Docker images are repeatable and cross-platform deployment packages. The Docker container isolates software execution to eliminate large categories of security issues.
With new AI tools, such as the Docker Model Runner and MCP Toolkit, Docker continues to address emerging challenges in AI portability, discoverability, and security.
The easiest, most reliable, and most secure way to set up your own EchoKit servers is to use Docker.
Learn more
Check out the GitHub repo for EchoKit Explore the MCP Catalog: Discover containerized, security-hardened MCP servers. Get started with the MCP Toolkit: Run MCP servers easily and securely. Visit our Model Runner GitHub repo! Docker Model Runner is open-source, and we welcome collaboration and contributions from the community!
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December 16, 2025Dec 16

The mistold story of a software failure that grounded 6,000 jets

The mistold story of a software failure that grounded 6,000 jets

“You should fly.  It’s safer.”
It’s a fact. The odds are in your favor when compared to auto travel.  It’s not even close, we often remind the flight-fearing traveler.
Yet two of the smartest people I have known refuse to fly despite agreeing with this statistic. I think of them every time I board a flight.  It was no different when I returned from vacation on a JetBlue flight that retraced some of the northbound path taken by a JetBlue flight some weeks earlier.
The flight in question was likely also filled with vacationers, an Airbus A320 journeying from Cancún International Airport in Mexico to Newark Liberty International Airport on October 30, 2025. As reported the next day in the New York Times, passengers aboard Flight 1230 were likely dozing off two and a half hours into the flight from the Mexican resort when they were jolted to attention by a sudden drop in altitude. When the unwanted acrobatic maneuver was over, 15 or more passengers involuntarily extended their vacations at hospitals in Tampa, where the JetBlue pilots managed a successful emergency landing.
JetBlue representatives said the plane was taken out of service for inspection.
There are occasional commercial aviation mishaps, along with the rare disaster. For the flying public, reports of these mishaps are regular enough that a news story like this one can be safely tucked away until a broader pattern emerges. Understandably, had that been the end of the story, especially considering that it’s been Boeing planes subject to unwanted excitement of this variety since the 737 Max woes began. The plane involved in this JetBlue flight, as well as the one where I now occupied seat 23A, was an Airbus, thought to be less subject to what an FAA Expert Panel Report in February 2024 called “gaps in Boeing’s safety journey.”
That’s this plane, I thought to myself. What did the ensuing investigation uncover? Mechanical failure?  Software, perhaps even malware (though very unlikely)?
The “cause”
The Times dutifully reported the results of that investigation in a story they ran on November 28, 2025, the same day of my return flight to JFK. The story, adapted in part from an Airbus press release, opened with:
The European airplane maker said a recent incident had shown that “intense solar radiation may corrupt data critical to the functioning of flight controls.”
The impact on the Airbus A320 fleet and the airlines that have deployed them would be widespread.  Potentially, 6,000 planes could be affected, with some requiring hardware changes, The Times reported after studying the extent to which the A320 has been chosen by airlines worldwide. 
That’s a major impact, I thought. And then I read,
In most cases, the issue can be addressed relatively quickly by reverting to a previous software version.
Hold on.
“Single event upset”
So, how often is this radiation impact occurring?  What’s the underlying physics? 
It turns out that there’s a history of science story to be told.  Nobel Prize winner Victor Hess discovered the existence of cosmic rays by measuring radiation levels at higher altitudes during balloon flights. That was before World War I. By the 1960s, it was a concern for crew health in the space program. A 1975 paper identified a satellite anomaly as a “single-event upset” (SEU) caused by radiation, and by 1979, it was understood that electronics could be disrupted at sea level.
By 1990, the FAA acknowledged that there was a risk to air travelers. The Airbus A320, a fly-by-wire aircraft with greater reliance on computers, was designed during a time when this phenomenon was well understood in the aeronautical engineering community.
As software engineers at the time would have understood, addressing SEUs would require hardware and software features. ECC memory, for instance.  Sanity checks, too, in case a flipped bit would produce wildly out-of-range instructions.
Features.  So why would rolling back to an earlier version of software be the remedy for the A320 late in 2025?  Wouldn’t features to address SEU from radiation in the current release also be present in earlier releases?  Or perhaps was there some new, innovative way to address SEU that would supersede the approaches taken in earlier releases?
Software life cycle management fundamentals
At this point, the software quality engineer in me perked up. Somehow, the entire radiation part of the story seemed curiously irrelevant.
I was not to be the only one asking questions.
Tony Fernandez is the founder of AirAsia Aviation Group. AirAsia’s current operations include a significant number of Airbus jets, and it has orders for almost 400 more Airbus aircraft. Fernandez expressed his concerns in a recent interview.
“It seems a bit bizarre; it is something it [Airbus] has to look at, it’s obvious it wasn’t tested,” Fernandez told South China Morning Post. Fernandez speculated that Airbus might be stressed by commitments to meet its current goal of producing 820 planes in 2025.
Apart from the eye-catching radiation storyline, the surface cause was described as a problem in the Elevator Aileron Computer (ELAC 2) software, which manages the aircraft’s pitch and roll by sending commands from the pilot’s side-stick to elevators at its rear. The software rollback involved restoring a version dubbed “L103,” replacing “L104.” Thales, developer of the ELAC hardware, told Reuters that the software involved was not its responsibility.
The sudden nose-down movement experienced by the JetBlue passengers bound for Newark could also affect a wide variety of Airbus models, not only the A320:  multiple variations of the A319 and A321 series are also affected. One estimate speculated that more than 3,000 A320 jets were in the air around the time of the Airbus announcement. Picture those passengers on November 28, many equipped with WiFi on board, reading about this software vulnerability and mentally reworking their safety calculations.
4 SDLC lessons. 2 inherent risks unbowed
Beyond sensationalized “solar radiation” or “cosmic ray” talk, there’s a serious software development life cycle (SDLC) conversation to be had at Airbus. I’d list these four main takeaways, all of them familiar:
Test engineering CI/CD and pipeline quality Observability Supply chain Notice that “coding” is not one of the takeaways. True, the L104 might have introduced a build packaging mistake, or a coding error, such as an accidentally deleted call to a service, misconfigured or misunderstood API parameters, or even a syntax error in the source code. These are all normal; a healthy SDLC addresses them.
Test engineering. A good test harness could simulate the out-of-band telemetry that was supposed to invoke the range checks for ELAC.  Test harnesses need to be designed and built concurrently with software, not as a separate stage. CI/CD and pipeline quality. You can add Change or Configuration Management to this group. Whether or not Airbus used CI/CD in its SDLC pipeline in L104, it will be moving in that direction. Something broke in the SDLC pipeline, which allowed this fundamental feature to “regress.”  The cause is unlikely to be a one-off. Observability. I’m adding this one partly because I’m part of a small working group at IEEE working on a new version of the DevOps standard that will incorporate observability principles. The SEU is an excellent use case for observability because a test engineer can’t wait for a cosmic ray to strike, yet must ensure that a failure to respond to a critical SEU event can be observed. This involves more careful requirements engineering and understanding of the telemetry needed for critical features. Supply chain. While Thales may not have been involved in the problematic release of L104, the Airbus platform includes software and hardware from many suppliers. Integration across the computing supply chain presents challenges magnified by both the safety requirements and the desired product longevity. The apparent “Not our problem” response from Thales could indicate issues with joint information and problem-solving, or even limited visibility for the third-party risk management team. It could get worse, a lot worse. Lapses in any one of these four areas of the SDLC create opportunities for malware, a nightmare scenario for avionics.
AI to the rescue?
I worry that two inherent risks remain largely unmitigated: complexity and specialization. Managing the entire A320 feature set, or even its software bill of materials (SBOM / API-BOM), is a nontrivial undertaking. Consider that it is a product launched in 1987 with the need to support legacy hardware and software across a large installed base.  Both complexity and specialization will march steadily toward greater opacity, challenging attempts at traceability, transparency and manageability.
No doubt Airbus, like the rest of us, will bring AI on board to help out — perhaps in L105. This will add both to the specialties needed and to the plane’s overall complexity.  Considering public trepidation over AI generally, at what point will more travelers feel the odds are no longer in their favor?

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December 16, 2025Dec 16

Amazon Exposes Years-Long GRU Cyber Campaign Targeting Energy and Cloud Infrastructure

Amazon Exposes Years-Long GRU Cyber Campaign Targeting Energy and Cloud Infrastructure

Amazon's threat intelligence team has disclosed details of a "years-long" Russian state-sponsored campaign that targeted Western critical infrastructure between 2021 and 2025. Targets of the campaign included energy sector organizations across Western nations, critical infrastructure providers in North America and Europe, and entities with cloud-hosted network infrastructure. The activity hasView the full article

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December 16, 2025Dec 16

Apple Best Positioned to Weather DRAM Price Surge, Says Counterpoint

Apple Best Positioned to Weather DRAM Price Surge, Says Counterpoint

Apple and Samsung are best equipped to handle rising memory chip costs that could drive down global smartphone shipments by 2.1% in 2026, according to new data from Counterpoint Research.

Image credit: iFixit
In its latest projection for the smartphone market next year, the firm has downgraded its forecast from a previously expected 0.45% growth, citing a memory shortage that has pushed component costs up 10% to 25%. Chinese brands like Honor and Oppo are said to face greater pressure due to lower profit margins, particularly in the entry-level segment where costs have jumped 20% to 30% since early 2025.

"Apple and Samsung are best-positioned to weather the next few quarters," said Counterpoint senior analyst Yang Wang. "But it will be tough for others that don't have as much wiggle room to manage market share versus profit margins."

The memory crunch is being caused by chip manufacturers prioritizing advanced memory for AI servers over basic DRAM used in smartphones. The shift has already created supply constraints, and Counterpoint expects they will persist through 2026.


Based on the data, Counterpoint says average smartphone prices could rise 6.9% globally next year as manufacturers pass costs to consumers or push buyers toward premium models. Some brands may downgrade other specs like cameras or ship devices with less memory to offset the impact, but ultimately Apple's supply chain clout and vast cash reserves are expected to shield it from these more extreme compromises. Analysts expect Apple to absorb higher DRAM costs in the short term without immediately adjusting retail prices.Tag: Counterpoint
This article, "Apple Best Positioned to Weather DRAM Price Surge, Says Counterpoint" first appeared on MacRumors.com

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December 16, 2025Dec 16

Docker Model Runner now included with the Universal Blue family

Docker Model Runner now included with the Universal Blue family

Running large language models (LLMs) and other generative AI models can be a complex, frustrating process of managing dependencies, drivers, and environments. At Docker, we believe this should be as simple as docker model run.
That’s why we built Docker Model Runner, and today, we’re thrilled to announce a new collaboration with Universal Blue. Thanks to the fantastic work of these contributors,  Docker Model Runner is now included in OSes such as Aurora and Bluefin, giving developers a powerful, out-of-the-box AI development environment.
What is Docker Model Runner?
For those who haven’t tried it yet, Docker Model Runner is our new “it just works” experience for running generative AI models.
Our goal is to make running a model as simple as running a container.
Here’s what makes it great:
Simple UX: We’ve streamlined the process down to a single, intuitive command: docker model run <model-name>. Broad GPU Support: While we started with NVIDIA, we’ve recently added Vulkan support. This is a big deal—it means Model Runner works on pretty much any modern GPU, including AMD and Intel, making AI accessible to more developers than ever. vLLM: Perform high-throughput inference with an NVIDIA GPU The Perfect Home for Model Runner
If you’re new to it, Universal Blue is a family of next-generation, developer-focused Linux desktops. They provide modern, atomic, and reliable environments that are perfect for “cloud-native” workflows.
As Jorge Castro who leads developer relations at Cloud Native Computing Foundation explains, “Bluefin and Aurora are reference architectures for bootc, which is a CNCF Sandbox Project. They are just two examples showing how the same container pattern used by application containers can also apply to operating systems. Working with AI models is no different – one common set of tools, built around OCI standards.”
The team already ships Docker as a core part of its developer-ready experience. By adding Docker Model Runner to the default installation (specifically in the -dx mode for developers), they’ve created a complete, batteries-included AI development environment.
There’s no setup, no config. If you’re on Bluefin/Aurora, you just open a terminal and start running models.
Get Started Today
If you’re running the latest Bluefin LTS, you’re all set when you turn on developer mode. The Docker engine and Model Runner CLI are already installed and waiting for you. Aurora’s enablement instructions are documented here.
You can run your first model in seconds:
This command will download the model (if not already cached) and run it, ready for you to interact with.
If you’re on another Linux, you can get started just as easily. Just follow the instructions on our GitHub repository.
What’s Next?
This collaboration is a fantastic example of community-driven innovation. We want to give a huge shoutout to the greater bootc enthusiast community for their forward-thinking approach and for integrating Docker Model Runner so quickly.
This is just the beginning. We’re committed to making AI development accessible, powerful, and fun for all developers.
How You Can Get Involved
The strength of Docker Model Runner lies in its community, and there’s always room to grow. We need your help to make this project the best it can be. To get involved, you can:
Star the repository: Show your support and help us gain visibility by starring the Docker Model Runner repo. Contribute your ideas: Have an idea for a new feature or a bug fix? Create an issue to discuss it. Or fork the repository, make your changes, and submit a pull request. We’re excited to see what ideas you have! Spread the word: Tell your friends, colleagues, and anyone else who might be interested in running AI models with Docker. We’re incredibly excited about this new chapter for Docker Model Runner, and we can’t wait to see what we can build together. Let’s get to work!
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December 16, 2025Dec 16

Internet-Ausfall im Bundestag offenbar kein Cyberangriff

Internet-Ausfall im Bundestag offenbar kein Cyberangriff

Matthias Wehnert – shutterstock.com
Der zeitweise flächendeckende Ausfall des Computernetzwerks des Bundestags war nicht die Folge eines Hackerangriffs. “Auslöser war eine Überlastungssituation zwischen den beiden Rechenzentren der Bundestagsverwaltung”, heißt es in einem Schreiben an die Abgeordneten und die IT-Verantwortlichen der Fraktionen. “Es handelt sich um ein technisches Problem, sodass aktuell ein Cyberangriff als Ursache ausgeschlossen werden kann.”
Keine Erkenntnisse zu einem Cyberangriff
Das Schreiben liegt der Deutschen Presse-Agentur in Berlin vor. In ihm heißt es weiter, das Bundesamt für Sicherheit in der Informationstechnik sei ebenfalls eingebunden – “auch dort liegen aktuell keine Erkenntnisse zu einem Cyberangriff vor”. Die genaue Ursache des Problems in den Rechenzentren werde noch untersucht.
Das Computernetzwerk des Deutschen Bundestags war am Nachmittag flächendeckend ausgefallen. Die Nutzer hatten keinen Zugriff auf das Internet und Intranet, auf E-Mail-Postfächer und auf Dateien. Da das Problem ungefähr zeitgleich mit dem Besuch des ukrainischen Präsidenten Wolodymyr Selenskyj bei Bundestagspräsidentin Julia Klöckner (CDU) begann, wurde in Medien spekuliert, es könnte sich um eine russische Cyberattacke handeln.
Bundestag schon einmal Ziel eines erfolgreichen Hackerangriffs 
Der Bundestag war schon im Mai 2015 Opfer eines Hackerangriffs geworden. Computer in zahlreichen Abgeordnetenbüros wurden mit Spionagesoftware infiziert, darunter auch Rechner im Büro der damaligen Kanzlerin Angela Merkel (CDU). Der Angriff hatte zur Folge, dass das IT-System des Parlaments generalüberholt werden musste.
Fünf Jahre später machte Merkel Russland schwere Vorwürfe und drohte mit Konsequenzen. Mit Blick auf Ermittlungsergebnisse des Generalbundesanwalts sprach sie von “harten Evidenzen” für eine russische Beteiligung. (dpa/jm)

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December 16, 2025Dec 16

Internet-Ausfall im Bundestag wohl kein Cyberangriff

Internet-Ausfall im Bundestag wohl kein Cyberangriff

Matthias Wehnert – shutterstock.com
Der zeitweise flächendeckende Ausfall des Computernetzwerks des Bundestags war nicht die Folge eines Hackerangriffs. “Auslöser war eine Überlastungssituation zwischen den beiden Rechenzentren der Bundestagsverwaltung”, heißt es in einem Schreiben an die Abgeordneten und die IT-Verantwortlichen der Fraktionen. “Es handelt sich um ein technisches Problem, sodass aktuell ein Cyberangriff als Ursache ausgeschlossen werden kann.”
Keine Erkenntnisse zu einem Cyberangriff
Das Schreiben liegt der Deutschen Presse-Agentur in Berlin vor. In ihm heißt es weiter, das Bundesamt für Sicherheit in der Informationstechnik sei ebenfalls eingebunden – “auch dort liegen aktuell keine Erkenntnisse zu einem Cyberangriff vor”. Die genaue Ursache des Problems in den Rechenzentren werde noch untersucht.
Das Computernetzwerk des Deutschen Bundestags war am Nachmittag flächendeckend ausgefallen. Die Nutzer hatten keinen Zugriff auf das Internet und Intranet, auf E-Mail-Postfächer und auf Dateien. Da das Problem ungefähr zeitgleich mit dem Besuch des ukrainischen Präsidenten Wolodymyr Selenskyj bei Bundestagspräsidentin Julia Klöckner (CDU) begann, wurde in Medien spekuliert, es könnte sich um eine russische Cyberattacke handeln.
Bundestag schon einmal Ziel eines erfolgreichen Hackerangriffs 
Der Bundestag war schon im Mai 2015 Opfer eines Hackerangriffs geworden. Computer in zahlreichen Abgeordnetenbüros wurden mit Spionagesoftware infiziert, darunter auch Rechner im Büro der damaligen Kanzlerin Angela Merkel (CDU). Der Angriff hatte zur Folge, dass das IT-System des Parlaments generalüberholt werden musste.
Fünf Jahre später machte Merkel Russland schwere Vorwürfe und drohte mit Konsequenzen. Mit Blick auf Ermittlungsergebnisse des Generalbundesanwalts sprach sie von “harten Evidenzen” für eine russische Beteiligung. (dpa/jm)

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December 16, 2025Dec 16

How Apple May Be Lining Up an All-Screen iPhone for 2027

How Apple May Be Lining Up an All-Screen iPhone for 2027

Apple will debut next-generation under-screen camera technology in its first foldable iPhone expected next year, before adapting the tech for its all-screen 2027 iPhone, according to prolific Chinese leaker Digital Chat Station.


The Weibo-based account claims Apple is adopting this strategy – foldable first, 20th anniversary iPhone second – to gauge consumer reaction to the under-screen camera, where the lens is literally concealed behind the panel with no visible cutouts in the display.

Apple's foldable is also understood to be utilizing side-button integrated Touch ID over Face ID for biometric authentication due to internal space constraints. This means the "iPhone Fold" will have the first all-screen display of any Apple device – a design goal the company is known to have been working on for years, as several patents testify.

Why now? Two factors stand out. First, Apple is believed to have perfected an under-screen version of its TrueDepth camera system – the technology behind Face ID that lives in the Dynamic Island on current iPhones. According to one leaker, Apple is using a special "spliced micro-transparent glass" window built into the display that allows Face ID's infrared sensors to pass through the panel unimpeded. Several rumors suggest this technology will debut in next year's iPhone 18 Pro models, potentially reducing the size of its Dynamic Island.

Under-screen Face ID is likely seen by Apple as a lower-risk first step, since biometric sensors are more tolerant of display interference than front-facing cameras, where even minor image degradation would be immediately noticeable to users.

Second, Apple is said to have developed an industry-first 24-megapixel under-screen camera for the inner screen of its foldable. Under-display camera technology has been used on some Android phones, but they tend to have lower resolution sensors (4 or 8 megapixels, for example) because the image quality suffers due to being behind display layers.

If accurate, the jump to a 24-megapixel camera (with six plastic lens elements, per the report) would be a significant technological advance, potentially resulting in clearer, sharper images with more detail. The detail suggests Apple has achieved a breakthrough in greatly improving light transmittance and image quality compared to previous designs.

So in Apple's roadmap, the under-screen Face ID arrives with the iPhone 18 Pro, the under-screen selfie camera debuts in the iPhone Fold, and then the two technologies converge in its celebratory 20th anniversary iPhone.

Coming 10 years after the iPhone X, the radically redesigned 2027 iPhone is rumored to feature a completely bezel-less display that curves around all four edges of the device, closely resembling what was former Apple design chief Jony Ive's ultimate dream: a phone made from a single slab of glass. Tag: Digital Chat Station
This article, "How Apple May Be Lining Up an All-Screen iPhone for 2027" first appeared on MacRumors.com

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December 16, 2025Dec 16

‘Featured’ Urban VPN caught stealing private AI chats

‘Featured’ Urban VPN caught stealing private AI chats

Security researchers have found that Urban VPN Proxy, a widely used free browser VPN extension with millions of installs, has been collecting and exporting full AI chat conversations from users’ browsers.
For organizations where employees routinely paste internal context, code snippets, customer details, or investigative notes into AI tools, the behavior represents a direct data-exfiltration channel operating entirely outside traditional enterprise security controls.
The issue is not limited to VPN traffic or encrypted sessions.
According to Koi Security’s findings, urban VPN injects scripts that activate whenever users interact with popular AI platforms, capturing both prompts and responses, even when VPN features are disabled.
Hidden scripts in “privacy” armor
Apart from offering a VPN service, Urban VPN Proxy deployed “executor” scripts that activate when a user opens AI chat platforms like ChatGPT, Claude, Gemini, Perplexity, Grok, and others. “Each platform has its own dedicated script-chatgpt.js, claude.js, gemini.js, and so on,” Koi researchers said in a blog post.

These scripts override key browser network APIs to intercept everything a user types and receives, package it, and send it off to Urban VPN’s backend systems. The underlying code continuously monitors AI conversation content and related metadata, and uploads it regardless of VPN use.
The Chrome extension carries high ratings and a “Featured” badge by Google, giving users an implicit trust signal, the researchers noted. “The badge from Google means it had passed manual review and met what Google describes as a high standard of user experience and design,” they said.
Google did not immediately respond to CSO’s request for comments.
Both Chrome and Edge variants of the extension remain live on the Chrome Web Store and the Edge Add-ons store, respectively.
Urban’s storefront marketing even highlights an “AI protection” feature that claims to check user prompts for sensitive data. But Koi found that this protective framing runs independently of the surveillance layer, exfiltrating all AI interaction data whether users want it collected or not.
Crooks stole chats from 8 million accounts
Koi researchers revealed that Urban VPN is operated by Urban Cyber Security Inc., which is affiliated with BiScience (B.I Science Ltd), a data broker company.
“This company has been on researchers’ radar before,” the researchers added. “Security researchers Wladimir Palant and John Tuckner at Secure Annex have previously documented BiScience’s data collection practices.” Their research found that BiScience collects re-identifiable clickstream data at scale and monetizes it via its SDK and products like AdClarity and Clickstream OS.
Hundreds of millions of AI conversations have been captured, pooled across multiple extensions from the same publisher, reaching a combined user base well over eight million.

Koi noted that the AI conversation capability on Urban VPN was introduced through extension updates over time, evolving from earlier browsing telemetry into broader monitoring of generative AI interactions as these tools gained mainstream adoption. The findings echo broader warnings that browser-based AI tools and extensions are becoming an unmanaged risk layer for enterprises, and should be treated as part of the attack surface rather than mere convenience features.
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December 16, 2025Dec 16

Why Data Security and Privacy Need to Start in Code

Why Data Security and Privacy Need to Start in Code

AI-assisted coding and AI app generation platforms have created an unprecedented surge in software development. Companies are now facing rapid growth in both the number of applications and the pace of change within those applications. Security and privacy teams are under significant pressure as the surface area they must cover is expanding quickly while their staffing levels remain largelyView the full article

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December 16, 2025Dec 16

Fortinet FortiGate Under Active Attack Through SAML SSO Authentication Bypass

Fortinet FortiGate Under Active Attack Through SAML SSO Authentication Bypass

Threat actors have begun to exploit two newly disclosed security flaws in Fortinet FortiGate devices, less than a week after public disclosure. Cybersecurity company Arctic Wolf said it observed active intrusions involving malicious single sign-on (SSO) logins on FortiGate appliances on December 12, 2025. The attacks exploit two critical authentication bypasses (CVE-2025-59718 and CVE-2025-59719View the full article

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December 16, 2025Dec 16

Professional TeamCity Training in Pune for Developers

Professional TeamCity Training in Pune for Developers

TeamCity is a strong Java-based continuous integration server created by JetBrains that helps software teams build, test, and release applications effectively and reliably. In today’s competitive software development environment, where both speed and quality are essential, teams need powerful automation tools that spot errors early and accelerate delivery. TeamCity is well-known for its stunning dashboards, huge feature set, and support for multiple technologies including Java, .NET, Ruby, and many others. Pune, as India’s IT hub and educational center, has tremendous demand for skilled DevOps professionals who can implement effective CI/CD pipelines. Getting TeamCity Training in Pune provides you with the exact skills needed to succeed in this growing market and advance your DevOps career.​
Core reasons to learn TeamCity:
Smart builds that automatically find changes and trigger the right build processes​ Great plugin ecosystem and version control support including Git​ Build history tracking through user-friendly dashboards​ Strong user management features and detailed reporting​ TeamCity works under a freemium license supporting up to 100 build configurations and 3 build agents, making it suitable for teams of different sizes. For bigger enterprise operations, the Enterprise Server license is available with unlimited configurations. The platform gives quick feedback on every code change, reduces code integration challenges, and creates better team collaboration.​
How TeamCity Powers Development
Continuous Integration and Continuous Delivery (CI/CD) help organizations release high-quality software regularly. TeamCity acts as the central CI server that watches version control systems, automatically starts builds, and runs tests whenever developers make changes. This automation removes manual work and helps teams identify problems early before they turn into major issues.​
What makes TeamCity stand out in 2025:
Intelligent CI behavior that reduces unnecessary work​ Supports incremental builds and dependency-based caching​ Complete test history tracking for better quality control​ Easy setup with browser-based dashboard for configuration​ According to the latest JetBrains survey on the State of CI/CD in 2025, TeamCity remains one of the most popular CI/CD tools globally. TeamCity provides build management and testing for DevOps in a simple way, explaining why developers prefer this tool for their builds. The platform’s approach to integration and continuous integration makes it a preferred choice for development teams worldwide, making it a valuable skill for Pune’s tech professionals.​
About DevOpsSchool Platform
DevOpsSchool is known for delivering the best TeamCity training in Pune with experts and trainers who have worked with TeamCity and other technologies for many years. The institute provides real-life projects in their TeamCity training programs, offering both online and corporate training. The course suits beginners, intermediates, and experts as they teach from scratch to advanced level.​
DevOpsSchool’s strengths:
Expert trainers with 16-20 years of IT experience​ 7-8 years of training experience with 200+ completed programs​ Very calm trainers who clear all doubts and explain everything completely​ Real-world examples and use cases from actual corporate work​ Lifetime technical support and lifetime LMS access for all participants​ The institute offers TeamCity Training in Pune with both weekday and weekend classes to fit working professionals’ schedules. All trainers, instructors, and faculty members are highly qualified professionals from the industry with at least 10-15 years of relevant experience in IT, Agile, SCM, build and release, DevOps training, consulting, and mentoring. They go through careful selection including profile screening, technical evaluation, and training demonstrations before leading real sessions.​
Expert Guidance from Rajesh Kumar
The TeamCity training program gets guidance and mentoring from Rajesh Kumar, a globally recognized trainer with over 20 years of expertise in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud technologies. Rajesh brings deep real-world experience from working with major enterprises worldwide and has successfully trained over 5000 professionals in Pune and beyond. His teaching focuses on making complex concepts easy through practical examples and patient instruction.​
Why students appreciate Rajesh:
Delivers very useful and interactive training sessions Builds confidence in all participants Solves questions and doubts effectively Provides excellent hands-on examples​ Student reviews consistently highlight Rajesh’s teaching quality. Abhinav Gupta from Pune stated, “The training was very useful and interactive. Rajesh helped develop the confidence of all”. Indrayani from India remarked, “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively. We really liked the hands-on examples covered during this training program”. Vinayakumar, a Project Manager from Bangalore, mentioned, “Thanks Rajesh, Training was good, Appreciate the knowledge you poses and displayed in the training”. These reviews show Rajesh’s dedication to ensuring every student genuinely understands the material and feels prepared to apply it professionally.​
Flexible Training Delivery Options
The TeamCity Training in Pune offers multiple learning formats to fit different schedules and learning preferences. This flexibility enables working professionals to upskill without disrupting their current employment.​
Training formats available:
Self-learning using Video – Pre-recorded quality videos from online class sessions (8-12 hours approximately)​ Live & Interactive in Online Batch – Group sessions conducted via GoToMeeting, Zoom (8-12 hours approximately)​ One to One Live & Interactive in Online – Personalized individual sessions (8-12 hours approximately)​ Corporate Training – Online or classroom delivery for company teams (2-3 days approximately)​ Corporate training works particularly well for organizations wanting to train entire teams together. DevOpsSchool conducts batches of 15-30 participants with training duration of 1 month or longer depending on course complexity and completion requirements. Corporate session trainers are highly experienced professionals with 16-20 years in the IT domain, ensuring teams learn from industry experts.​
Virtual sessions use the GoToMeeting platform for reliable connectivity and excellent audio-video quality. Classroom training is available in Bangalore, Hyderabad, Chennai, and Delhi locations, with sessions possible in other cities including Pune when 6 or more participants enroll.​
Comprehensive Training Curriculum
The TeamCity training course is designed to transform traditional computer users or operations engineers into licensed TeamCity experts. The curriculum helps you acquire all necessary skills, undergo the required mindset shift, and gain practical work experience before pursuing a TeamCity role.​
Core topics covered:
Understanding TeamCity server architecture and build agents Setting up continuous integration workflows Creating and managing build configurations Integrating with version control systems including Git Working with plugins and extensions Advanced topics include:
Build history management and reporting User management capabilities Code quality tracking Cloud integrations Technology awareness and key integrations Approximately 80-85% of training emphasizes hands-on practice. All demonstrations and practical exercises execute on DevOpsSchool’s AWS cloud infrastructure. The institute provides step-by-step guides for setting up labs for exercises and assignments. Participants can practice by establishing instances in AWS free tier accounts or utilize virtual machines for practicals.​
Upon training completion, participants receive one real-time scenario-based project enabling them to implement all learnings and acquire real-world industry setup, skills, and practical knowledge to become industry-ready.​
Industry-Recognized Professional Certification
DevOpsSchool provides the “DevOps Certified Professional (DCP)” certificate accredited by DevOpsCertification.co, which is industry-recognized and maintains high value. Participants receive the certificate based on performance in projects, assignments, and evaluation tests completed during and after training. The certification is worldwide known and adds significant value to your professional profile.​
Certification benefits:
Makes your resume stand out from competitors Increases job visibility with recruiters Provides access to senior positions requiring specific certifications Commands higher salaries compared to non-certified professionals According to Glassdoor and PayScale reports, in India, TeamCity-trained professionals earn ₹14 lakhs annually, while senior TeamCity-trained professionals earn ₹18 lakhs per year. With 341 TeamCity jobs currently available in India, these figures demonstrate the substantial value of investing in TeamCity training and certification, especially in a competitive market like Pune.​
Career Support and Job Preparation
DevOpsSchool doesn’t provide direct job placement but offers extensive support to prepare participants for the job market. With significant demand for DevOps professionals, the institute helps participants prepare by facilitating work on real-life projects and providing notifications through “JOB updates” page and “Forum updates” where they share job requirements from various companies seeking trained professionals.​
Career preparation encompasses:
Interview preparation and resume building assistance Access to job postings from actively hiring companies Real-world project experience to showcase during interviews Exam dumps and interview kits through LMS​ Pune’s IT sector continues experiencing tremendous growth as India’s IT training market is projected to reach USD 9.39 billion by 2034, growing at 8.80% CAGR. Another estimate suggests the market will reach USD 5.3 billion by 2033 with a CAGR of 7.11%. This growth creates abundant opportunities for skilled professionals with specialized CI/CD expertise in cities like Pune.​
Straightforward System Requirements
You don’t require expensive hardware to participate in TeamCity training. The system requirements are straightforward.​
Basic requirements:
Windows, Mac, or Linux PC Minimum 2GB RAM 20GB hard drive storage Operating system: Windows, CentOS, Redhat, Ubuntu, or Fedora​ All demonstrations and hands-on exercises execute on DevOpsSchool’s cloud infrastructure, eliminating the need for powerful personal computers. This approach ensures everyone operates in identical environments regardless of local hardware capabilities. You can email [email protected] for detailed setup instructions and support.​
Competitive Pricing with Group Benefits
DevOpsSchool maintains competitive fees with attractive options for group enrollments to make training more economical.​
Group discount structure:
Two to three students: 10% flat discount Four to six students: 15% flat discount Seven or more students: 25% flat discount​ You can enroll in the TeamCity training course through the online gateway method by simply clicking the enroll button and proceeding to payment options. When transactions occur through the website payment gateway, participants automatically receive invoices via email. For alternative payment methods, contact a representative for invoices.​
Detailed Features Comparison
FeaturesDevOpsSchoolOther Training ProvidersLifetime Technical Support✓ AvailableLimited or NoneLifetime LMS Access✓ IncludedTime-restrictedExam Dumps after Training✓ ProvidedRarely includedGroup Discounts✓ Up to 25%Minimal or NoneHands-on Practice✓ 80-85%Often theoreticalExpert Trainers✓ 16-20 years experienceVariable experienceReal-time Projects✓ IncludedOften missing Additional Support Services
Beyond training, DevOpsSchool offers consulting services where experts collaborate closely with corporate owners and managers to improve operations and effectiveness. The consulting team is highly experienced and qualified, prepared to address all queries and doubts.​
Additional services available:
Technical support and job support provided hourly (₹2K per hour)​ Monthly support packages available (₹50-60K per month)​ Consultation for TeamCity implementation strategies Guidance on best practices and troubleshooting​ This paid service proves particularly valuable for professionals requiring ongoing assistance while implementing TeamCity in their organizations or working on complex projects.
Quality Assurance Standards
To maintain high quality in live sessions, DevOpsSchool limits participant numbers. While live session demos aren’t available without enrollment confirmation, you can request pre-recorded training videos to understand teaching style and methodology before joining live classes.​
Quality assurance measures:
All trainers undergo rigorous selection including profile screening, technical evaluation, and training demonstrations​ Instructors possess minimum 10-15 years of relevant industry experience Training includes real-life projects mirroring actual workplace scenarios​ Training and certification have separate pricing. There are no specific prerequisites, though IT experience, operations experience, or DevOps knowledge is recommended to maximize course value. After training completion, all materials are delivered through the LMS including exam dumps, interview kits, slides, and step-by-step guides supporting certification preparation and job search.​
Lifetime Learning Access
You never lose any lecture at DevOpsSchool. Two options are available if you miss a session:​
View class presentations, notes, and recordings available for online viewing 24×7 through the Learning Management System Attend the missed session in any other live batch or next batch within 3 months Access to learning materials including class recordings, presentations, notes, and step-by-step guides remains available to participants for lifetime. This permanent access ensures you can review materials whenever needed, supporting continuous professional development and career advancement.​
Transparent Institute Policies
DevOpsSchool maintains transparent policies to ensure clear expectations:
Refund and continuation policy:
No refund once training is confirmed​ If discontinuation is necessary for genuine reasons with intention to rejoin later, contact their representative or email for assistance​ Trust and credibility:
Research DevOpsSchool on their website, Twitter, Facebook, and LinkedIn Email them with questions and receive callbacks to discuss how training meets your needs​ If training doesn’t meet expectations, participants are encouraged to share feedback with trainers to resolve concerns. The institute values participant satisfaction and works to address issues arising during the training process.​
Student Success Testimonials
DevOpsSchool has received excellent reviews from candidates who completed training and are now working in prominent MNCs. Students consistently praise patient trainers who thoroughly address all doubts, provide hands-on experience, and explain concepts from basic to advanced levels.​
Sample testimonials:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Pune​ “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively. We really liked the hands-on examples covered during this training program.” – Indrayani, India​ “Very well organized training, helped a lot to understand the DevOps concept and detailed related to various tools. Very helpful.” – Sumit Kulkarni, Software Engineer​ “Good training session about basic DevOps concepts. Working session were also good.” – Ravi Daur, Noida​ “The training with DevOpsSchool was a good experience. Rajesh was very helping and clear with concepts.” – Abhinav Gupta, Pune​ These testimonials reflect consistent training quality and positive career impact on participants across India.
Conclusion
Learning TeamCity through professional training in Pune creates significant career opportunities in the rapidly expanding DevOps and CI/CD automation fields. As India’s IT training market experiences tremendous growth with an expected value of USD 9.39 billion by 2034, Pune remains a key hub for tech professionals seeking advanced skills. The comprehensive program at DevOpsSchool combines expert instruction from Rajesh Kumar with over 20 years of experience, extensive hands-on practice comprising 80-85% of training time, industry-recognized certification, and lifetime access to learning resources with ongoing support. Whether commencing your DevOps journey or augmenting existing expertise with CI/CD skills, this training provides the practical knowledge and credentials necessary to succeed in modern software development environments and command higher salaries of ₹14-18 lakhs annually in Pune’s thriving IT sector.​
Overview
TeamCity Training in Pune by DevOpsSchool delivers comprehensive continuous integration education through flexible options including self-learning videos (8-12 hours), live interactive online batches (8-12 hours), one-to-one online sessions (8-12 hours), and corporate training programs (2-3 days). Students learn from experts with 16-20 years of industry experience under the mentorship of globally recognized trainer Rajesh Kumar who brings 20+ years of DevOps expertise and has trained over 5000 professionals. The curriculum emphasizes hands-on practice with 80-85% practical exercises on AWS cloud infrastructure, covers beginner to advanced topics, and awards the DevOps Certified Professional certificate upon completion. With competitive pricing, group discounts up to 25%, lifetime LMS access, exam dumps, and comprehensive support, the program prepares professionals for immediate workplace success in Pune’s booming IT market where TeamCity-trained professionals earn ₹14-18 lakhs annually.​
Begin Your Professional Journey
Enroll today and advance your DevOps career with comprehensive TeamCity training in Pune’s dynamic tech ecosystem.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool

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December 16, 2025Dec 16

Professional TeamCity Training in Mumbai

Professional TeamCity Training in Mumbai

TeamCity is a strong Java-based continuous integration server created by JetBrains that helps software teams build, test, and release applications smoothly and effectively. In today’s software development environment, where both speed and quality matter equally, teams depend on reliable automation tools that spot errors early and speed up delivery. TeamCity stands out with its stunning dashboards, large feature set, and support for multiple technologies including Java, .NET, Ruby, and many others. Mumbai, as India’s financial hub and a leading IT center, has strong demand for skilled DevOps professionals who can implement effective CI/CD pipelines. Getting TeamCity Training in Mumbai provides you with the right skills needed to succeed in this growing market and move forward in your DevOps career.​
Main reasons to learn TeamCity:
Smart builds that automatically detect changes and start the right build steps​ Excellent plugin collection and version control support including Git​ Build history tracking through easy-to-use dashboards​ Strong user management features and detailed reporting​ TeamCity works under a freemium license supporting up to 100 build configurations and 3 build agents, making it suitable for teams of different sizes. For bigger enterprise teams, the Enterprise Server license comes with unlimited configurations and technical support. The platform gives immediate feedback on every code change, reduces code integration problems, and creates better team collaboration.​
How TeamCity Powers Development Success
Continuous Integration and Continuous Delivery (CI/CD) help organizations release high-quality software regularly. TeamCity acts as the central CI server that watches version control systems, automatically starts builds, and runs tests whenever developers make changes. This automation removes manual work and helps teams find problems early before they become serious issues.​
What makes TeamCity special in 2025:
Intelligent CI behavior that cuts down unnecessary work​ Supports incremental builds and dependency-based caching​ Complete test history tracking for better quality control​ Easy setup with browser-based dashboard for settings​ TeamCity provides build management and testing for DevOps in a simple way, explaining why developers prefer this tool for their builds. Many popular games, websites, banking systems, and all JetBrains products are built using TeamCity. The platform’s way of handling integration and continuous integration makes it a top choice for development teams worldwide, making it a valuable skill for Mumbai’s tech professionals.​
About DevOpsSchool Training Excellence
DevOpsSchool is known for delivering the best TeamCity training in Mumbai with experts and trainers who have extensive experience working with TeamCity and other technologies for many years. The institute provides real-life projects in their TeamCity training programs, offering both online and corporate training options. The course suits beginners, intermediates, and experts as they teach from scratch to advanced level.​
What DevOpsSchool gives you:
Expert trainers with 16-20 years of IT experience​ 7-8 years of training experience with 200+ completed programs​ Very patient trainers who clear all doubts and explain everything well​ Real-world examples and use cases from actual corporate work​ Lifetime technical support and lifetime LMS access for all participants​ The institute offers TeamCity Training in Mumbai with both weekday and weekend classes to fit working professionals’ schedules. All trainers, instructors, and faculty members are highly qualified professionals from the industry with at least 10-15 years of relevant experience in IT, Agile, SCM, build and release, DevOps training, consulting, and mentoring. They go through rigorous selection including profile screening, technical evaluation, and training demonstrations before leading actual sessions.​
Learning from Rajesh Kumar
The TeamCity training program gets guidance and mentoring from Rajesh Kumar, a globally recognized trainer with more than 20 years of expertise in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud technologies. Rajesh brings deep real-world experience from working with major companies worldwide and has successfully trained over 5000 professionals in Mumbai and beyond. His teaching focuses on making difficult concepts easy to understand through practical examples and patient instruction.​
Why students appreciate Rajesh:
Delivers very useful and interactive training sessions Builds confidence in all participants Solves questions and doubts effectively Provides excellent hands-on examples​ Student reviews consistently highlight Rajesh’s teaching quality. Abhinav Gupta from Pune said, “The training was very useful and interactive. Rajesh helped develop the confidence of all”. Indrayani from India commented, “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively. We really liked the hands-on examples covered during this training program”. Vinayakumar, a Project Manager from Bangalore, mentioned, “Thanks Rajesh, Training was good, Appreciate the knowledge you poses and displayed in the training”. These reviews show Rajesh’s dedication to making sure every student truly understands the material and feels ready to use it at work.​
Flexible Training Format Options
The TeamCity Training in Mumbai gives several learning formats to fit different schedules and preferences. This flexibility helps working professionals improve their skills without stopping their current jobs.​
Training options available:
Self-learning using Video – Pre-recorded quality videos from online classes (8-12 hours approximately)​ Live & Interactive in Online Batch – Group sessions through GoToMeeting, Zoom (8-12 hours approximately)​ One to One Live & Interactive in Online – Personal individual sessions (8-12 hours approximately)​ Corporate Training – Online or classroom delivery for company teams (2-3 days approximately)​ Corporate training works especially well for organizations wanting to train complete teams. DevOpsSchool handles batches of 15-30 participants with training lasting 1 month or more depending on the course and how long it takes to complete. Corporate session trainers are highly experienced professionals with 16-20 years in IT, making sure your team learns from industry experts.​
Virtual sessions use the GoToMeeting platform for reliable connectivity and excellent audio-video quality. Classroom training happens in Bangalore, Hyderabad, Chennai, and Delhi, with sessions possible in other cities including Mumbai when 6 or more participants join.​
Complete Course Content
The TeamCity training course is built to change you from a regular computer user or operations engineer into a licensed TeamCity expert. The course helps you learn all the skills you need, the mindset changes that must happen, and the practical work experience you must get before landing a TeamCity role.​
Main topics covered:
Understanding TeamCity server structure and build agents Setting up continuous integration workflows Creating and managing build configurations Connecting with version control systems including Git Working with plugins and extensions Advanced topics include:
Build history management and reporting User management features Code quality tracking Cloud integrations Technology awareness and key integrations About 80-85% of the training focuses on hands-on practice. All demonstrations and practical exercises happen on DevOpsSchool’s AWS cloud infrastructure. The institute gives step-by-step guides to set up labs for exercises and assignments. Participants can practice by setting up instances in AWS free tier accounts or use virtual machines for practice.​
After training finishes, participants get one real-time scenario-based project where they can use all their learnings and gain real-world industry setup, skills, and practical knowledge to become industry-ready.​
Getting Your Professional Certificate
DevOpsSchool gives the “DevOps Certified Professional (DCP)” certificate approved by DevOpsCertification.co, which is industry-recognized and holds high value. Participants get the certificate based on projects, assignments, and evaluation tests completed during and after training. The certification is worldwide known and adds big value to your professional profile.​
Why certification helps:
Makes your resume stand out from others Increases job visibility with recruiters Gives access to senior roles needing specific certifications Commands higher salaries compared to non-certified people According to Glassdoor and PayScale reports, in India, TeamCity-trained professionals earn ₹14 lakhs per year, while senior TeamCity-trained professionals earn ₹18 lakhs per year. These numbers show the strong value of investing in TeamCity training and certification, especially in a competitive market like Mumbai.​
Career Support and Job Readiness
DevOpsSchool doesn’t find jobs for you directly but gives strong support to prepare you for the job market. With big demand for DevOps professionals, the institute helps participants get ready by working on real-life projects and giving notifications through “JOB updates” page and “Forum updates” where they share job requirements from different companies looking to hire trained professionals.​
Career help includes:
Interview preparation and resume building help Access to job postings from companies actively hiring Real-world project experience to talk about in interviews Exam dumps and interview kits through LMS​ Mumbai’s IT sector keeps growing very fast as India’s corporate training market should grow at 8% CAGR by 2029. The India IT training market is expected to reach USD 9.39 billion by 2034, growing at 8.80% CAGR. This growth creates many opportunities for skilled professionals with specialized CI/CD expertise in cities like Mumbai.​
Easy System Requirements
You don’t need expensive equipment to join TeamCity training. The system requirements are simple.​
Basic needs:
Windows, Mac, or Linux computer At least 2GB RAM 20GB hard drive storage Operating system: Windows, CentOS, Redhat, Ubuntu, or Fedora​ All demonstrations and hands-on work happen on DevOpsSchool’s cloud computers, so you don’t need a powerful personal machine. This makes sure everyone works in the same environments no matter what kind of computer equipment they have. You can email [email protected] for detailed setup instructions and support.​
Good Pricing with Discounts
DevOpsSchool keeps fees competitive with attractive options for group enrollments to make training more affordable.​
Group discount structure:
Two to three students: 10% flat discount Four to six students: 15% flat discount Seven or more students: 25% flat discount​ You can enroll in the TeamCity training course through the online gateway method by simply clicking the enroll button and going to payment options. When transactions happen through the website payment gateway, participants automatically get invoices via email. For other payment ways, contact a representative for invoices.​
Feature Comparison Table
FeaturesDevOpsSchoolOther Training PlacesLifetime Technical Support✓ AvailableLimited or NoneLifetime LMS Access✓ IncludedTime-restrictedExam Dumps after Training✓ ProvidedRarely includedGroup Discounts✓ Up to 25%Minimal or NoneHands-on Practice✓ 80-85%Often theoreticalExpert Trainers✓ 16-20 years experienceVariable experienceReal-time Projects✓ IncludedOften missing Extra Support Services
Beyond training, DevOpsSchool offers consulting services where experts work closely with company owners and managers to improve operations and effectiveness. The consulting team is highly experienced and qualified, ready to answer all your questions and doubts.​
Additional services:
Technical support and job support given on hourly basis (₹2K per hour)​ Monthly support packages available (₹50-60K per month)​ Consultation for TeamCity implementation strategies Guidance on best practices and troubleshooting​ This paid service is especially valuable for professionals who need ongoing help as they use TeamCity in their organizations or work on complex projects.
Keeping Quality High
To keep quality high in live sessions, DevOpsSchool limits how many participants can join. While live session demos aren’t available without enrollment, you can request pre-recorded training videos to see the teaching style and methodology before joining a live class.​
Quality measures:
All trainers go through careful selection including profile screening, technical testing, and training demonstrations​ Instructors have at least 10-15 years of relevant industry experience Training includes real-life projects matching actual workplace scenarios​ Training and certification have separate pricing. There are no specific requirements to start, though IT experience, operations experience, or DevOps knowledge is recommended to get the most from the course. After training finishes, all materials come through the LMS including exam dumps, interview kits, slides, and step-by-step guides helping your certification preparation and job search.​
You Never Miss Classes
You never lose any lecture at DevOpsSchool. There are two options available if you miss a session:​
View class presentations, notes, and recordings available for online viewing anytime through the Learning Management System Attend the missed session in any other live batch or next batch within 3 months Access to learning materials including class recordings, presentations, notes, and step-by-step guides stays available to participants forever. This permanent access makes sure you can review materials whenever needed, supporting your continuous professional growth and career advancement.​
Clear Institute Policies
DevOpsSchool has clear policies so everyone understands:
Refund and continuation policy:
No refund once training is confirmed​ If you need to stop for genuine reasons and want to join later, contact their representative or email for help​ Trust and credibility:
Research DevOpsSchool on their website, Twitter, Facebook, and LinkedIn Email them with questions and they’ll call you back to discuss how their training meets your needs​ If training doesn’t meet your expectations, you’re encouraged to share feedback with the trainer to solve concerns. The institute values participant satisfaction and works to fix any issues that come up during the training process.​
What Students Say
DevOpsSchool has received very good reviews from people who completed training and are now working in excellent MNCs. Students consistently praise the calm trainers who clear all doubts, provide hands-on experience, and explain concepts from basic to advanced level.​
Student feedback:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Pune​ “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively. We really liked the hands-on examples covered during this training program.” – Indrayani, India​ “Very well organized training, helped a lot to understand the DevOps concept and detailed related to various tools. Very helpful.” – Sumit Kulkarni, Software Engineer​ “Good training session about basic DevOps concepts. Working session were also good.” – Ravi Daur, Noida​ These reviews show the consistent quality of training delivery and the positive impact on participants’ careers across India.
Conclusion
Learning TeamCity through professional training in Mumbai creates big career opportunities in the fast-growing DevOps and CI/CD automation fields. As India’s IT training market experiences huge growth with an expected value of USD 9.39 billion by 2034, Mumbai stays a key hub for tech professionals seeking advanced skills. The complete program at DevOpsSchool combines expert teaching from Rajesh Kumar with over 20 years of experience, lots of hands-on practice making up 80-85% of training time, industry-recognized certification, and lifetime access to learning resources with ongoing support. Whether you’re starting your DevOps journey or adding CI/CD skills to what you already know, this training gives the practical knowledge and credentials needed to succeed in modern software development and earn higher salaries of ₹14-18 lakhs annually in Mumbai’s growing IT sector.
Overview
TeamCity Training in Mumbai by DevOpsSchool delivers complete continuous integration education through flexible options including self-learning videos (8-12 hours), live interactive online batches (8-12 hours), one-to-one online sessions (8-12 hours), and corporate training programs (2-3 days). Students learn from experts with 16-20 years of industry experience under the mentorship of globally recognized trainer Rajesh Kumar who brings 20+ years of DevOps expertise and has trained over 5000 professionals. The curriculum emphasizes hands-on practice with 80-85% practical exercises on AWS cloud infrastructure, covers beginner to advanced topics, and awards the DevOps Certified Professional certificate upon completion. With competitive pricing, group discounts up to 25%, lifetime LMS access, exam dumps, and comprehensive support, the program prepares professionals for immediate workplace success in Mumbai’s booming IT market where TeamCity-trained professionals earn ₹14-18 lakhs annually.
Start Learning Today
Enroll now and grow your DevOps career with complete TeamCity training in Mumbai’s dynamic tech hub.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool

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December 16, 2025Dec 16

Hands On TeamCity Training in Kolkata for Teams

Hands On TeamCity Training in Kolkata for Teams

TeamCity is a powerful Java-based continuous integration server developed by JetBrains that helps software teams build, test, and release applications smoothly and reliably. In modern software development, where speed and quality are both critical, teams need strong automation tools that catch errors early and speed up delivery. TeamCity is famous for its stunning dashboards, extensive feature set, and support for various technologies including Java, .NET, Ruby, and more. Kolkata is quickly growing as an important IT hub in India, with West Bengal being the fastest-growing IT training market due to government digitization efforts and the expanding Silicon Valley Hub in New Town. Getting TeamCity Training in Kolkata gives you the exact skills needed to succeed in this growing market and advance your DevOps career.​
Main reasons to master TeamCity:
Smart builds that automatically detect changes and start the right build processes​ Excellent plugin collection and version control support including Git​ Build history tracking through clear dashboards​ Strong user management features and detailed reporting​ TeamCity runs under a freemium license supporting up to 100 build configurations and 3 build agents, making it perfect for teams of all sizes. For larger enterprise teams, the Enterprise Server license is available. The platform gives quick feedback on every code change, reduces code integration problems, and helps teams work together better.​
How TeamCity Powers CI/CD Success
Continuous Integration and Continuous Delivery (CI/CD) help organizations release high-quality software regularly. TeamCity works as the central CI server that watches version control systems, automatically starts builds, and runs tests whenever developers make changes. This automation removes manual work and helps teams find problems early before they become serious issues.​
What makes TeamCity stand out:
Intelligent CI behavior that cuts down unnecessary work​ Supports incremental builds and dependency-based caching​ Test history tracking for better quality control​ Technology awareness making it an “Intelligent CI server”​ Many popular games, websites, banking systems, and all JetBrains products are built using TeamCity. The platform’s approach to integration and continuous integration makes it a top choice for development teams worldwide. TeamCity provides build management and testing for DevOps in an easy way, which is why developers love this tool for their builds.​
About DevOpsSchool Training Institute
DevOpsSchool is recognized for delivering the best TeamCity training in Kolkata with experts and trainers who have worked with TeamCity and other technologies for many years. The institute provides real-life projects in their TeamCity training programs, offering both online and corporate training options. The course fits beginners, intermediates, and experts as they teach from basic to advanced level.​
What DevOpsSchool offers:
Expert trainers with 16-20 years of IT experience​ 7-8 years of training experience with 200+ completed programs​ Very patient trainers who clear all doubts and explain everything thoroughly​ Real-world examples and use cases from actual corporate work​ The institute offers TeamCity training in Kolkata with both weekday and weekend classes to fit working professionals’ schedules. All trainers, instructors, and faculty members are highly qualified professionals from the industry with at least 10-15 years of relevant experience in IT, Agile, SCM, build and release, DevOps training, consulting, and mentoring. They go through careful selection including profile screening, technical testing, and a training demo before they start teaching real classes.​
Learning from Expert Rajesh Kumar
The TeamCity training program gets guidance and mentoring from Rajesh Kumar, a globally recognized trainer with more than 20 years of expertise in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud technologies. Rajesh brings deep real-world experience from working with major companies worldwide and has trained over 5000 professionals in Kolkata and other cities. His teaching focuses on making difficult concepts easy through practical examples and patient instruction.​
Why students appreciate Rajesh’s teaching:
Makes training very useful and interactive Helps build confidence in all participants Solves questions and doubts effectively Provides excellent hands-on examples​ Student reviews consistently highlight Rajesh’s teaching quality. Abhinav Gupta from Pune said, “The training was very useful and interactive. Rajesh helped develop the confidence of all”. Indrayani from India commented, “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively. We really liked the hands-on examples covered during this training program”. These reviews show Rajesh’s dedication to making sure every student truly understands the material and feels ready to use it at work.​
Flexible Training Format Options
The TeamCity Training in Kolkata provides several learning formats to fit different schedules and preferences. This flexibility helps working professionals improve their skills without stopping their current jobs.​
Training options available:
Online Interactive – Individual or whole batch through GoToMeeting, Zoom, etc. (8-14 hours approximately)​ Classroom Interactive – For groups at DevOpsSchool training location (4 days)​ Quality Video Recordings – Pre-recorded videos from online classes at affordable prices​ Corporate Training – Online or classroom mode (4 days) for company teams​ Corporate training works especially well for organizations wanting to train complete teams. DevOpsSchool handles batches of 15-30 participants with training lasting 1 month or more depending on the course and how long it takes to complete. Corporate session trainers are highly experienced professionals with 16-20 years in IT, making sure your team learns from industry experts.​
Virtual sessions use the GoToMeeting platform for reliable connectivity and excellent audio-video quality. Classroom training happens in Bangalore, Hyderabad, Chennai, and Delhi, with sessions possible in other cities if there are 6 or more participants.​
Complete Training Curriculum
The TeamCity training course is built to change you from a regular computer user or operations engineer into a licensed TeamCity expert. The course helps you learn all the skills you need, the mindset changes that must happen, and the practical work experience you must get before landing a TeamCity role.​
Main topics covered:
Understanding TeamCity server structure and build agents Setting up continuous integration workflows Creating and managing build configurations Connecting with version control systems Working with plugins and extensions​ Advanced topics include:
Build history management and reporting User management features Code quality tracking Cloud integrations Technology awareness and key integrations​ About 80-85% of the training focuses on hands-on practice. All demonstrations and practical exercises happen on DevOpsSchool’s AWS cloud infrastructure. The institute gives step-by-step guides to set up labs for exercises and assignments. Participants can practice by setting up instances in AWS free tier accounts or use virtual machines for practice.​
After training finishes, participants get one real-time scenario-based project where they can use all their learnings and gain real-world industry setup, skills, and practical knowledge to become industry-ready.​
Professional Certification Program
DevOpsSchool gives the “DevOps Certified Professional (DCP)” certificate approved by DevOpsCertification.co, which is industry-recognized and holds high value. Participants get the certificate based on projects, assignments, and evaluation tests completed during and after training.​
Why certification helps your career:
Makes your resume stand out from others​ Increases job visibility with recruiters​ Provides access to senior roles needing specific certifications​ Commands higher salaries compared to non-certified people​ According to industry reports, certified professionals often earn much more, with AWS-certified people typically earning an average of $130,000 per year. While specific TeamCity certification salary data changes, DevOps certifications generally provide increased earning potential and improved job security in competitive job markets.​
According to Glassdoor and pay scale reports, in India, TeamCity-trained professionals earn ₹14 lakhs per year, while senior TeamCity-trained professionals earn ₹18 lakhs per year. These numbers show the strong value of investing in TeamCity training and certification.​
Career Preparation Support
DevOpsSchool doesn’t find jobs for you directly but gives strong support to prepare you for the job market. With big demand for DevOps professionals, the institute helps participants get ready by working on real-life projects and giving notifications through “JOB updates” page and “Forum updates” where they share job requirements from different companies looking to hire trained professionals.​
Career help includes:
Interview preparation and resume building help Access to job postings from companies actively hiring Real-world project experience to talk about in interviews​ Kolkata’s IT sector is growing very fast, with West Bengal being the fastest-growing IT training market in India. The Bengal Silicon Valley IT Park has brought in major companies like TCS and Cognizant, and demand for skilled tech professionals keeps growing. Several B2B training providers are working with colleges to offer modular enterprise courses in various technologies, showing the strong push for upskilling in the region.​
Simple System Requirements
You don’t need expensive equipment to join TeamCity training. The system requirements are simple.​
Basic needs:
Windows, Mac, or Linux computer At least 2GB RAM 20GB hard drive storage Operating system: Windows, CentOS, Redhat, Ubuntu, or Fedora​ All demonstrations and hands-on work happen on DevOpsSchool’s cloud computers, so you don’t need a powerful personal machine. This makes sure everyone works in the same environments no matter what kind of computer equipment they have. You can email [email protected] for detailed setup instructions and support.​
Affordable Pricing Structure
DevOpsSchool keeps fees competitive with fixed pricing and no negotiations. However, they give attractive discounts for group enrollments to make training more affordable.​
Group discount structure:
Two to three students: 10% flat discount Four to six students: 15% flat discount Seven or more students: 25% flat discount​ You can enroll in the TeamCity training course through the online gateway method by simply clicking the enroll button and going to payment options. When transactions happen through the website payment gateway, participants automatically get invoices via email. For other payment ways, you can contact a representative for invoices.​
Feature Comparison Table
FeaturesDevOpsSchoolOther Training PlacesLifetime Technical Support✓ AvailableLimited or NoneLifetime LMS Access✓ IncludedTime-restrictedExam Dumps after Training✓ ProvidedRarely includedGroup Discounts✓ Up to 25%Minimal or NoneHands-on Practice✓ 80-85%Often theoreticalExpert Trainers✓ 16-20 years experienceVariable experienceReal-time Projects✓ IncludedOften missing Additional Support Services
Beyond training, DevOpsSchool offers consulting services where experts work closely with company owners and managers to improve operations and effectiveness. The consulting team is highly experienced and qualified, ready to answer all your questions and doubts.​
Additional services:
Technical support and job support given on hourly basis (₹2K per hour)​ Monthly support packages available (₹50-60K per month)​ Consultation for TeamCity implementation strategies Guidance on best practices and troubleshooting​ This paid service is especially valuable for professionals who need ongoing help as they use TeamCity in their organizations or work on complex projects.
Quality Assurance Measures
To keep quality high in live sessions, DevOpsSchool limits how many participants can join. While live session demos aren’t available without enrollment, you can request pre-recorded training videos to see the teaching style and methodology before joining a live class.​
Quality measures:
All trainers go through careful selection including profile screening, technical testing, and training demonstrations​ Instructors have at least 10-15 years of relevant industry experience Training includes real-life projects matching actual workplace scenarios​ Training and certification have separate pricing. There are no specific requirements to start, though IT experience, operations experience, or DevOps knowledge is recommended to get the most from the course. After training finishes, all materials come through the LMS including exam dumps, interview kits, and slides helping your certification preparation and job search.​
Never Miss a Class
You never lose any lecture at DevOpsSchool. There are two options available if you miss a session:​
View class presentations, notes, and recordings available for online viewing anytime through the Learning Management System Attend the missed session in any other live batch or next batch within 3 months Access to learning materials including class recordings, presentations, notes, and step-by-step guides stays available to participants forever. This permanent access makes sure you can review materials whenever needed, supporting your continuous professional growth and career advancement.​
Clear Institute Policies
DevOpsSchool has clear policies so everyone understands:
Refund and continuation policy:
No refund once training is confirmed If you need to stop for genuine reasons and want to join later, contact their representative or email for help​ Trust and credibility:
Research DevOpsSchool on their website, Twitter, Facebook, and LinkedIn Email them with questions and they’ll call you back to discuss how their training meets your needs​ If training doesn’t meet your expectations, you’re encouraged to share feedback with the trainer to solve concerns. The institute values participant satisfaction and works to fix any issues that come up during the training process.​
Student Success Stories
DevOpsSchool has received very good reviews from people who completed training and are now working in excellent MNCs. Students consistently praise the calm trainers who clear all doubts, provide hands-on experience, and explain concepts from basic to advanced level.​
Student feedback:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Pune​ “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively. We really liked the hands-on examples covered during this training program.” – Indrayani, India​ “Very well organized training, helped a lot to understand the DevOps concept and detailed related to various tools. Very helpful.” – Sumit Kulkarni, Software Engineer​ “Thanks Rajesh, Training was good, Appreciate the knowledge you poses and displayed in the training.” – Vinayakumar, Project Manager, Bangalore​ These testimonials show the consistent quality of training delivery and the positive impact on participants’ careers.
Conclusion
Learning TeamCity through professional training in Kolkata creates big career opportunities in the fast-growing DevOps and CI/CD automation fields. With West Bengal being the fastest-growing IT training market in India and Kolkata becoming a strong tech hub, now is the best time to invest in your skills. The complete program at DevOpsSchool combines expert teaching from Rajesh Kumar with over 20 years of experience, lots of hands-on practice making up 80-85% of training time, industry-recognized certification, and lifetime access to learning resources with support. Whether you’re starting your DevOps journey or adding CI/CD skills to what you already know, this training gives the practical knowledge and credentials needed to succeed in modern software development and earn higher salaries in Kolkata’s growing IT sector.
Overview
TeamCity Training in Kolkata by DevOpsSchool delivers complete continuous integration education through flexible options including online interactive sessions (8-14 hours), classroom training (4 days), quality video recordings, and corporate training programs. Students learn from experts with 16-20 years of industry experience under the mentorship of globally recognized trainer Rajesh Kumar who brings 20+ years of DevOps expertise and has trained over 5000 professionals. The curriculum emphasizes hands-on practice with 80-85% practical exercises on AWS cloud infrastructure, covers beginner to advanced topics, and awards the DevOps Certified Professional certificate upon completion. With competitive pricing, group discounts up to 25%, lifetime LMS access, exam dumps, and comprehensive support, the program prepares professionals for immediate workplace success in Kolkata’s booming IT market where TeamCity-trained professionals earn ₹14-18 lakhs annually.
Start Your Training Today
Enroll now and grow your DevOps career with complete TeamCity training in Kolkata’s expanding tech hub.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool

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December 16, 2025Dec 16

Build Automation Skills with TeamCity Training in Hyderabad

Build Automation Skills with TeamCity Training in Hyderabad

TeamCity is a helpful tool that makes building and releasing software easier for development teams. It’s a Java-based continuous integration server that handles complicated work in simple ways. When many people work on the same code at once, keeping everything running smoothly becomes challenging. TeamCity fixes this by automatically watching code changes, running builds by itself, and showing clear reports about build progress, detailed information, and complete history. Hyderabad is growing rapidly as one of India’s major IT centers, creating strong demand for professionals who understand DevOps and automation tools. Enrolling in TeamCity Training in Hyderabad gives you exactly the skills that companies are actively searching for.​
Key reasons to learn TeamCity:
Very simple to set up with an excellent browser-based dashboard​ Shows clear build progress and detailed drill-down information​ Free version includes 100 build configurations and 3 build agents​ TeamCity is developed by JetBrains and integrates smoothly with various programming languages and development tools. Teams use it to automatically build code, run tests, and deliver software to different environments without manual effort.​
How TeamCity Works with CI/CD
Continuous Integration and Continuous Delivery (CI/CD) help development teams release software regularly while maintaining high quality. TeamCity works as the central CI server that monitors your version control system, automatically triggers builds, and runs tests whenever developers make changes. This automation removes manual work and helps teams find problems early before they become big issues.​
What TeamCity provides for CI/CD:
Automatically starts builds when it detects code changes​ Supports complex build chains with dependencies between different steps​ Offers flexible triggering including schedules, version control triggers, and manual runs​ The browser-based dashboard centralizes everything – build status, test results, and complete build history in one location. When builds fail, you can drill down into specific steps, review logs, and identify exactly what went wrong. This clear visibility is a major reason teams choose TeamCity over other CI tools.​
About DevOpsSchool Training Institute
DevOpsSchool is recognized as one of the best institutes providing TeamCity training and certification in Hyderabad and worldwide. The platform serves students globally in Bangalore, Hyderabad, Pune, Mumbai, Netherlands, and many other locations. DevOpsSchool has built a strong reputation around comprehensive DevOps education with extensive free resources.​
What DevOpsSchool offers:
Web tutorials, video tutorials, HTML slides, PPTs, and PDFs Free quizzes to test and validate your knowledge Downloadable PPTs, assignments, and PDFs for almost 60 DevOps tools at no cost​ Training is delivered by expert mentors who bring more than 15 years of real-world experience in this domain. You can choose between classroom training in Hyderabad or live online sessions depending on your preference and schedule. The teaching methodology emphasizes hands-on practical skills needed for real jobs rather than just theoretical knowledge. All trainers and instructors have at least 10-15 years of relevant experience in IT, Agile, SCM, build and release, DevOps training, consulting, and mentoring.​
Every trainer goes through a careful selection process that includes:
Complete profile screening Technical skill evaluation Live training demonstration before they start teaching​ Learning Under Rajesh Kumar’s Guidance
The TeamCity program is governed and mentored by Rajesh Kumar, a globally recognized expert with over 20 years of experience in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud technologies. Rajesh has worked with major enterprises across the world and brings deep practical knowledge from real production environments into every training session.​
Why Rajesh Kumar is highly regarded:
Simplifies complex DevOps and CI/CD concepts into easy-to-understand explanations Uses real project examples to demonstrate practical applications Known for patience and effectiveness in resolving student questions​ Student testimonials consistently praise his teaching. Abhinav Gupta from Hyderabad shared, “The training was very useful and interactive. Rajesh helped develop the confidence of all”. Indrayani from India commented, “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively. We really liked the hands-on examples covered during this training program”. Multiple other reviews highlight how organized the training is and how helpful Rajesh is in clarifying doubts.​
Different Training Format Options
The TeamCity Training in Hyderabad is structured to accommodate working professionals, students, and corporate teams. Different learning modes let you choose what works best for your situation.​
Available training options:
Self-learning using Video – Approximately 8-12 hours of structured video content Live & Interactive in Online Batch – Approximately 8-12 hours with group interaction One to One Live & Interactive in Online – Approximately 8-12 hours of personalized training Corporate (Online/Classroom) – Approximately 2-3 days for company teams​ Virtual sessions are conducted using GoToMeeting platform, which provides stable audio and video connectivity. For classroom-based learning, DevOpsSchool offers physical training locations in Hyderabad, Bangalore, Chennai, and Delhi. Training in other cities can be arranged if there are 6 or more participants.​
To maintain high quality in live sessions, DevOpsSchool limits the number of participants per batch. Live session demos are not available without enrollment confirmation, but you can request pre-recorded training videos to understand the teaching style and methodology before joining a live class.​
Complete Course Curriculum
The TeamCity training follows a sequential approach showing how to implement continuous integration on generic projects while gradually introducing more advanced features as projects evolve. The program is practical, hands-on, and built for real-world application.​
Core learning areas:
Understanding TeamCity server architecture and build agents Setting up a build server for continuous integration Creating build scripts using MSBuild to manage the overall build process Configuring TeamCity server and web interface​ Advanced topics covered:
Working with build history and analyzing build trends Integrating with version control systems like Git Using drill-down details to troubleshoot failed builds Managing multiple projects and configurations effectively​ You also get exposure to industry-based real-time projects across various verticals, helping you understand how TeamCity is applied in different business contexts. After training completion, each participant receives one real-time scenario-based project to implement all learnings and gain hands-on experience with real-world setups and practices.​
Additional Benefits and Features
DevOpsSchool includes several value-added features that enhance the learning experience:
FeaturesDevOpsSchoolOther Training ProvidersLifetime Technical SupportYesUsually NoLifetime LMS AccessYesOften Time-LimitedInterview KitIncludedRarely ProvidedTraining NotesComprehensiveBasic or MissingStep-by-Step Web TutorialsAvailableLimited AccessTraining SlidesIncludedVariable Quality You never lose access to any lecture at DevOpsSchool. There are two options if you miss a session:​
View class presentations, notes, and recordings available 24/7 through the Learning Management System Attend the missed session in any other live batch or next batch within 3 months​ Access to all learning materials including class recordings, presentations, notes, and step-by-step guides remains available to participants for lifetime.​
Professional Certification
DevOpsSchool awards the DevOps Certified Professional (DCP) certificate accredited by DevOpsCertification.co, which is widely recognized in the industry. Participants earn this certificate based on their performance in projects, assignments, and evaluation tests completed during and after the training period.​
Certification benefits:
Demonstrates your ability to use TeamCity and related DevOps practices effectively Validates your skills in setting up CI/CD pipelines, builds, and reports Strengthens your resume for DevOps and CI/CD roles​ While some professionals argue that certifications don’t hold much value, industry-recognized certifications still play an important role in the hiring process, especially in competitive markets like Hyderabad where employers compare multiple qualified candidates.​
Career Preparation and Job Support
DevOpsSchool does not provide direct job placement but offers comprehensive support to prepare you for the job market. With strong demand for DevOps professionals, the institute focuses on making participants industry-ready.​
Job readiness support includes:
Real-life project work to showcase during interviews Interview preparation and resume building guidance Job notifications through “JOB updates” page and “Forum updates” where companies post DevOps requirements​ Hyderabad’s technology ecosystem includes major global companies, cloud providers, and large IT services organizations. These companies actively hire engineers with CI/CD experience, and TeamCity skills can help you qualify for positions like Build Engineer, DevOps Engineer, CI/CD Engineer, and Automation Engineer.​
System Requirements
To participate in the training, you only need basic computer equipment:​
Windows, Mac, or Linux PC Minimum 2GB RAM 20GB hard drive storage Operating system: Windows, CentOS, Redhat, Ubuntu, or Fedora​ All demonstrations and hands-on exercises are executed on DevOpsSchool’s AWS cloud infrastructure. Trainers provide step-wise guides to set up the lab environment used for hands-on exercises and assignments. Participants can practice by setting up instances in AWS free tier accounts or use virtual machines (VMs) for practical work. This ensures everyone can complete all exercises regardless of their local hardware capabilities.​
Pricing and Group Discounts
DevOpsSchool maintains competitive fees and offers attractive discounts for group enrollments:​
Two to three students: 10% flat discount Four to six students: 15% flat discount Seven or more students: 25% flat discount​ Important policy information:
No refund policy once training is confirmed If you need to discontinue for genuine reasons and want to rejoin later, contact their representative or email for assistance Participants are encouraged to share feedback if training doesn’t meet expectations so concerns can be addressed​ When transactions occur through the website payment gateway, participants automatically receive invoices via email. For other payment options, you can contact a representative to obtain an invoice.​
Trust and Social Proof
DevOpsSchool encourages prospective students to learn more about them on their website, Twitter, Facebook, and LinkedIn profiles. The institute has built strong credibility through consistent delivery of quality training.​
Student feedback highlights:
“The training was very useful and interactive. Rajesh helped develop the confidence of all.” – Abhinav Gupta, Hyderabad​ “Very well organized training, helped a lot to understand the DevOps concept and detailed related to various tools.” – Sumit Kulkarni, Software Engineer​ Multiple reviews mention how effectively Rajesh resolves queries and uses hands-on examples​ These repeated positive testimonials demonstrate that learners find the sessions useful, well-structured, and aligned with real-world requirements.
Conclusion
TeamCity is an excellent choice for teams seeking a powerful, flexible CI server with an intuitive interface, comprehensive features, and strong integration capabilities. With Hyderabad’s thriving IT sector and increasing demand for automation and DevOps expertise, professional TeamCity Training in Hyderabad can significantly advance your career. Under the expert mentorship of Rajesh Kumar and through DevOpsSchool’s structured, hands-on approach, you gain both the confidence and competence to design, implement, and optimize CI/CD pipelines in real production environments.
Overview
TeamCity Training in Hyderabad by DevOpsSchool delivers flexible learning modes including self-paced videos, live online batches, one-to-one coaching, and corporate training programs, all with lifetime access to LMS and materials. The program is led by highly experienced trainers with 15+ years of industry expertise and mentored by globally recognized DevOps expert Rajesh Kumar with 20+ years of experience. Training emphasizes hands-on learning using AWS-based labs, includes real-time scenario projects, and provides ongoing support through technical help, interview preparation kits, and job updates. You earn the industry-recognized DevOps Certified Professional (DCP) certificate and develop job-ready skills for DevOps and CI/CD roles in Hyderabad’s expanding tech ecosystem.​
Get Started Today
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool

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December 16, 2025Dec 16

React2Shell Vulnerability Actively Exploited to Deploy Linux Backdoors

React2Shell Vulnerability Actively Exploited to Deploy Linux Backdoors

The security vulnerability known as React2Shell is being exploited by threat actors to deliver malware families like KSwapDoor and ZnDoor, according to findings from Palo Alto Networks Unit 42 and NTT Security. "KSwapDoor is a professionally engineered remote access tool designed with stealth in mind," Justin Moore, senior manager of threat intel research at Palo Alto Networks Unit 42, said in aView the full article

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December 16, 2025Dec 16

Build Automation Skills with TeamCity Training in Chennai

Build Automation Skills with TeamCity Training in Chennai

TeamCity stands as a powerful automation platform helping development teams build and release software efficiently in today’s competitive technology landscape. When numerous developers collaborate on shared codebases, ensuring code quality and preventing integration conflicts presents real challenges. TeamCity addresses these issues by automating build and testing workflows, identifying problems immediately before they escalate into critical failures. Chennai maintains its status as one of India’s premier IT centers alongside Bangalore and Hyderabad, generating substantial demand for professionals proficient in CI/CD automation tools. Enrolling in TeamCity Training in Chennai delivers precisely the expertise Chennai’s dynamic technology sector actively requires.​
Critical advantages of TeamCity mastery:
Detect software bugs early through automated testing and immediate feedback loops​ Accelerate software delivery using automated build and deployment pipelines​ Strengthen team productivity by seamlessly integrating everyone’s code contributions​ TeamCity gains developer preference because it’s easy to configure and includes robust features from initial installation. Unlike alternative tools requiring extensive plugin setup over weeks, TeamCity provides comprehensive functionality immediately. The well-designed dashboards deliver clear visibility into build status and progress at any moment. These practical benefits explain why development teams select TeamCity when they need reliable automation without unnecessary complications.​
Mastering Continuous Integration with TeamCity
Continuous Integration describes a software development methodology where developers regularly integrate their code into a central repository. Each integration automatically initiates builds and tests to catch problems instantly. TeamCity excels by offering a robust platform that manages the complete CI/CD pipeline effectively.​
Essential continuous integration benefits:
Minimizes integration challenges by merging code frequently instead of postponing Delivers instant feedback alerting developers immediately when failures occur Establishes a dependable process functioning consistently every time​ TeamCity integrates effortlessly with version control systems like Git. When developers push code changes, TeamCity automatically launches the build and test cycle. When tests fail, you can quickly identify which specific changes triggered the failure. This close integration between version control and builds creates an efficient workflow that eliminates countless manual work hours and stops broken code from reaching production environments.​
DevOpsSchool: Leading Education Provider
DevOpsSchool operates as a distinguished training institute in India focusing on DevOps, cloud computing, and automation technologies. The organization earned its strong reputation by delivering practical, hands-on training that genuinely prepares students for real workplace situations. DevOpsSchool maintains an impressive collection covering more than 60 DevOps tools, including web tutorials, video lessons, slides, PDFs, and complimentary quizzes.​
DevOpsSchool’s distinguishing characteristics:
Extensive learning resources available free including presentations and assignments Experienced trainers possessing 10-15 years of industry knowledge Multiple training delivery options including classroom sessions, online courses, and self-paced videos​ DevOpsSchool organizes regular public classroom training and workshops in Chennai led by experienced trainers and coaches. Their reach extends beyond Chennai to Bangalore, Pune, Mumbai, Hyderabad, and international markets including Netherlands, Singapore, UK, and USA. This worldwide presence demonstrates their dedication to educational excellence and capability to serve diverse student populations globally.​
The platform grants lifetime access to the Learning Management System, enabling students to review materials whenever necessary. This permanent access works alongside lifetime technical support, ensuring your education continues indefinitely after course completion. Students receive interview kits, training notes, step-by-step web tutorials, and training slides supporting their continuous professional development and career advancement.​
Training Excellence Under Rajesh Kumar
The TeamCity training program receives guidance from Rajesh Kumar, a globally recognized expert carrying more than 20 years of experience in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and cloud technologies. Rajesh delivers extensive real-world expertise from collaborating with major enterprises worldwide. His instruction extends beyond merely explaining features – he shares practical wisdom from actual projects and challenges he’s successfully resolved throughout his accomplished career.​
Rajesh Kumar’s teaching strengths:
Converts complex technical concepts into simple, understandable explanations Exhibits patience and thoroughness in addressing every student’s questions Develops confidence through clear instruction and practical demonstrations​ Student testimonials consistently recognize Rajesh’s teaching quality. Abhinav from Pune observed that “The training was very useful and interactive. Rajesh helped develop the confidence of all”. Indrayani from India commented that “Rajesh is very good trainer. Rajesh was able to resolve our queries and question effectively”. These reviews demonstrate Rajesh’s dedication to ensuring every student truly comprehends the material and feels prepared to implement it professionally.​
Versatile Training Delivery Methods
The TeamCity Training in Chennai provides multiple learning formats matching various schedules and learning preferences. This flexibility helps working professionals enhance their skills without interrupting their current employment.​
Available training options:
Self-learning using pre-recorded videos requiring approximately 8-12 hours Live interactive online batch sessions lasting approximately 8-12 hours One-to-one live interactive online training spanning approximately 8-12 hours Corporate training delivered online or in classrooms extending approximately 2-3 days​ Corporate training works especially well for organizations aiming to train complete teams simultaneously. DevOpsSchool accommodates batches of 15-30 participants with training duration extending from one month or longer based on course complexity and organizational needs. Corporate session trainers are highly experienced professionals carrying 16-20+ years in the IT field, ensuring your team receives instruction from industry leaders.​
Missing a live session creates no obstacles. You can access class recordings available 24/7 through the Learning Management System, or participate in the same session within another live batch within 3 months. This flexibility guarantees you never lose learning opportunities, making it straightforward to balance training with work and personal responsibilities.​
Thorough Curriculum and Professional Certification
The TeamCity training curriculum encompasses everything from foundational concepts to advanced implementation strategies. Approximately 80-85% of training time concentrates on hands-on practice, ensuring you develop practical abilities rather than merely theoretical understanding.​
Core curriculum subjects:
Installing and configuring TeamCity for continuous integration Creating build configurations and managing build agents Integrating with version control systems and automating workflows​ Advanced curriculum subjects:
Customizing build configurations for complex project requirements Optimizing performance and enhancing scalability Implementing security measures and managing access controls Utilizing reporting and analytics to improve project outcomes​ All demonstrations and hands-on exercises execute on DevOpsSchool’s AWS cloud infrastructure. You receive step-by-step guides for establishing labs using AWS free tier accounts or virtual machines for practice. This approach provides experience with authentic cloud environments matching what you’ll encounter in actual employment situations.​
After completing training, you earn the DevOps Certified Professional (DCP) certificate accredited by DevOpsCertification.co. This industry-recognized certification validates your capability to implement TeamCity in real projects. You earn it through completing projects, assignments, and evaluation tests throughout the training, demonstrating you’ve genuinely mastered the material.​
Career Growth and Employment Preparation
TeamCity proficiency substantially improves career prospects, especially in DevOps, software development, and CI/CD positions. Chennai’s IT training market experiences rapid expansion, with the city ranking among top locations generating substantial demand for skilled technology professionals. The presence of major IT companies, startups, and global technology firms creates consistent demand for professionals skilled in CI/CD automation.​
Career advantages of TeamCity expertise:
Opens pathways to DevOps and automation roles in leading organizations Demonstrates practical abilities that employers actively seek Positions you for higher-paying positions in software development​ DevOpsSchool doesn’t provide direct job placement, but offers extensive career preparation assistance. You receive interview preparation support and resume guidance. The institute distributes job notifications through their “Job Updates” page and forum where they post requirements from companies searching for trained professionals. After training completion, you receive a real-time scenario-based project helping you implement all your learnings and acquire industry-ready skills.​
Minimal Technical Requirements
You don’t need expensive or specialized hardware to participate in TeamCity training. The system requirements are straightforward and most standard computers satisfy them easily.​
Basic system requirements:
Windows, Mac, or Linux PC Minimum 2GB RAM 20GB hard drive storage Operating system: Windows, CentOS, Redhat, Ubuntu, or Fedora​ All demonstrations and practical exercises run on DevOpsSchool’s AWS cloud infrastructure. This means you don’t require a powerful personal computer. The training team provides step-by-step guides for setting up labs, and participants can practice using AWS free tier accounts or virtual machines. This approach ensures everyone accesses identical quality environments regardless of personal computer specifications.​
Cost-Effective Pricing with Group Benefits
DevOpsSchool maintains competitive pricing while offering substantial discounts for group enrollments. Learning with colleagues or friends makes training more economical and creates shared knowledge within organizations.​
Group discount options:
Two to three students receive 10% flat discount Four to six students receive 15% flat discount Seven or more students receive 25% flat discount​ The training package includes valuable additional benefits beyond just classes. You receive lifetime technical support, lifetime LMS access, interview kits, training notes, step-by-step web tutorials, and training slides. These resources remain available to you permanently, supporting your career development long after training completion.​
Detailed Features Comparison
FeaturesDevOpsSchoolOther Training ProvidersLifetime Technical Support✓ AvailableLimited or NoneLifetime LMS Access✓ IncludedTime-restrictedInterview Kit✓ ProvidedRarely includedTraining Notes✓ ComprehensiveBasic materialsWeb Tutorials✓ Step-by-step guidesMinimal supportTraining Slides✓ Professional slidesVariable qualityHands-on Practice✓ 80-85%Often lessExpert Trainers✓ 10-15+ years experienceMixed experience Quality Assurance and Training Methods
To maintain high quality in live sessions, DevOpsSchool limits participant numbers. While live demo sessions aren’t available without enrollment confirmation, you can request pre-recorded training videos to understand the teaching style and methodology before enrolling. This helps you make an informed decision about joining the program.​
Quality assurance measures:
All trainers undergo rigorous selection including profile screening, technical evaluation, and training demonstrations​ Instructors possess at least 10-15 years of relevant industry experience Training includes real-life projects mirroring actual workplace scenarios​ Training and certification have separate pricing. There are no specific prerequisites, though IT experience, operations experience, or DevOps knowledge is recommended to maximize course value. After training completion, all materials are delivered through the LMS including exam dumps, interview kits, and slides supporting your certification preparation and job search.​
Extended Support and Consulting
Beyond training, DevOpsSchool offers consulting services where experts work closely with corporate owners and managers to improve operations and effectiveness. The consulting team is highly experienced and qualified, prepared to address all your queries and concerns about implementing TeamCity in your organization.​
Support services include:
Technical support and job support provided on hourly basis (charged separately) Consultation for TeamCity implementation strategies Guidance on best practices and troubleshooting approaches​ DevOpsSchool uses the GoToMeeting platform to conduct virtual sessions, ensuring reliable connectivity and excellent audio-video quality. Payment is straightforward through the online gateway method – simply click the enroll button and you’ll be directed to payment options. When transactions occur through the website gateway, you automatically receive an invoice via email.​
Establishing Trust and Credibility
DevOpsSchool has built strong trust through consistently delivering quality training. You can learn more about them on their website, Twitter, Facebook, and LinkedIn profiles. The institute encourages prospective students to research and make informed decisions. If you have questions, you can email them and they’ll call you back to discuss how their training can meet your needs.​
Key policy details:
No refund policy once training is confirmed If you need to discontinue for genuine reasons and rejoin later, contact their representative Flexible options available for missed sessions​ The training builds confidence to implement TeamCity effectively in real work situations. Students report feeling prepared not just to use the tool, but to handle job interviews and manage complex automation challenges. This confidence stems from the combination of expert instruction, extensive hands-on practice, and real-world projects mirroring actual workplace scenarios.​
Conclusion
Learning TeamCity through professional training in Chennai creates significant career opportunities in the rapidly growing DevOps and automation fields. The comprehensive program at DevOpsSchool combines expert instruction from Rajesh Kumar with over 20 years of experience, extensive hands-on practice constituting 80-85% of training time, industry-recognized certification, and permanent access to learning resources with lifetime support. Whether beginning your DevOps journey or adding CI/CD skills to your existing expertise, this training delivers the practical knowledge and credentials needed for success in modern software development environments.
Overview
TeamCity Training in Chennai provides complete continuous integration and continuous delivery education through flexible options including self-paced videos, live online batches, one-on-one sessions, and corporate training programs. Students learn from experts with 10-15+ years of industry experience under the mentorship of globally recognized trainer Rajesh Kumar who brings 20+ years of DevOps expertise. The curriculum emphasizes hands-on practice with 80-85% practical exercises on AWS cloud infrastructure, covers beginner to advanced topics, and awards the DevOps Certified Professional certificate upon completion. With competitive pricing, group discounts up to 25%, minimal system requirements, and lifetime access to materials and support, the program prepares professionals for immediate workplace success in Chennai’s thriving IT market.
Ready to Master TeamCity?
Enroll today and advance your DevOps career with comprehensive TeamCity training.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool

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December 16, 2025Dec 16

Build Automation Skills with TeamCity Training in Bangalore

Build Automation Skills with TeamCity Training in Bangalore

TeamCity is a powerful automation tool that helps companies build and deploy software more efficiently. Developed by JetBrains, this continuous integration server enables development teams to work faster and deliver higher quality results. Organizations throughout India are actively seeking professionals who can implement and manage TeamCity pipelines, making TeamCity Training in Bangalore an excellent investment for professional advancement.​
The earning potential is impressive:
Entry-level professionals with TeamCity expertise earn approximately ₹14 lakhs per year Senior professionals command salaries reaching ₹18 lakhs annually These figures demonstrate the high demand for CI/CD automation skills​ TeamCity provides several competitive advantages over alternative tools. It includes numerous built-in features that work immediately without requiring extensive plugin installations. The dashboards offer clear visibility into build status and progress, while user management capabilities surpass many competing platforms. These practical strengths explain why development teams consistently choose TeamCity for their automation requirements.​
What Sets TeamCity Apart from Competitors
TeamCity functions under a freemium licensing model that supports up to 100 build configurations and 3 build agents without charge. This accessibility benefits smaller teams beginning their automation journey. Larger enterprises can acquire the Enterprise Server license for unlimited capacity and enhanced features.​
Key benefits of TeamCity:
Compatible with multiple programming languages including Java, .NET, Ruby, and others Integrates seamlessly with Git and numerous version control systems Delivers superior performance with lower resource consumption than Jenkins in smaller environments​ The platform features personal builds that enable developers to test code changes privately before committing to the shared repository. This capability catches issues early and prevents broken builds from affecting the entire team. TeamCity also supports build chains that manage dependencies between different configurations, simplifying complex deployment workflows. These features combine to create a robust automation platform covering everything from initial code commit through final production deployment.​​
DevOpsSchool: Premier Training Institution
DevOpsSchool ranks among India’s leading training institutes for DevOps, cloud computing, and automation technologies. The platform has built its reputation by prioritizing practical, project-based learning over purely theoretical instruction. More than 5000 professionals have completed training programs here and successfully advanced their careers.​
DevOpsSchool distinguishing features:
Multiple learning formats including live online sessions, physical classrooms, and recorded videos Permanent access to all course materials, recordings, and comprehensive documentation Lifetime technical support continuing indefinitely after training completion​ The teaching approach emphasizes hands-on practice, with approximately 80-85% of training time devoted to practical exercises and real-world scenarios. Students work on genuine CI/CD automation projects that replicate challenges encountered in actual workplace environments. This practical focus ensures graduates are immediately job-ready with applicable skills, not just theoretical certification.​
DevOpsSchool maintains active connections with hiring companies and regularly shares job opportunities with current and former students. The platform provides thorough interview preparation guidance and resume development assistance to bridge the gap between training completion and career advancement. This comprehensive support system extends beyond technical instruction to prioritize long-term student success.​
Expert Instruction from Rajesh Kumar
The TeamCity training program is led and mentored by Rajesh Kumar, a globally recognized DevOps expert with more than 20 years of hands-on industry experience. Rajesh has worked extensively with DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and major cloud platforms. His instruction draws directly from real projects and challenges he’s solved for major enterprises worldwide.​
Rajesh Kumar’s teaching strengths:
Translates complex technical concepts into clear, understandable explanations Shares authentic experiences and examples from his extensive consulting work Demonstrates patience while ensuring every student fully comprehends the material​ Rajesh’s broad expertise across the complete DevOps ecosystem helps students understand how TeamCity integrates into comprehensive automation strategies. He teaches strategic thinking behind designing effective CI/CD pipelines, not merely configuration steps. Students consistently praise his teaching methodology, noting how he builds their confidence and thoroughly prepares them for real workplace challenges. His two decades of experience enable him to answer questions about integration scenarios, troubleshooting strategies, and best practices derived from extensive practical implementation work.​
Flexible Training Delivery Methods
The TeamCity Training in Bangalore offers multiple learning formats accommodating different schedules, learning preferences, and professional commitments. Working professionals particularly value having options that enable upskilling without disrupting current employment.​
Available training modes:
Live online sessions via Zoom or GoToMeeting accessible from any location worldwide In-person classroom training available in Bangalore, Hyderabad, Chennai, and Delhi Pre-recorded video courses enabling completely self-paced learning​ Corporate teams can arrange customized training sessions designed for groups of 15-30 employees. These corporate programs range from 2-3 intensive days to a complete month depending on team requirements and desired coverage depth. All training formats deliver identical high-quality instruction, comprehensive materials, and certification upon successful completion.​
If you miss a live session, complete flexibility exists. You can watch the recording through the learning management system or attend the identical session in another batch within 3 months. This ensures unexpected events don’t derail learning progress. The platform maintains all recordings permanently, allowing topic review whenever you need refreshers or want to reinforce understanding.​
Comprehensive Curriculum Structure
The training curriculum follows a progressive structure, beginning with foundational concepts and building systematically toward advanced implementation techniques. Complete beginners to CI/CD can follow along comfortably while experienced professionals gain deeper expertise in TeamCity-specific features.​
Core curriculum topics:
Installing and configuring TeamCity server and build agents Creating and managing build configurations for various project types Integrating with version control systems like Git for automated triggering​ Advanced topics:
Setting up build chains for complex multi-stage deployment pipelines Implementing personal builds for pre-commit testing workflows Configuring notifications, reports, and comprehensive build analytics Troubleshooting common issues and optimizing system performance​ All practical exercises utilize real cloud infrastructure provided by DevOpsSchool on AWS. Instructors supply detailed step-by-step guides for setting up practice environments using either AWS free tier accounts or local virtual machines. This hands-on practice with actual cloud resources accurately mirrors real workplace environments and builds practical confidence translating directly to job performance.​
Upon successful completion, you receive the DevOps Certified Professional (DCP) certificate accredited by DevOpsCertification.co. This industry-recognized credential validates your skills to potential employers and hiring managers. You earn certification by completing assigned projects, practical exercises, and passing comprehensive evaluation tests throughout the training period, ensuring genuine mastery rather than simple attendance.​
Cost-Effective Pricing with Group Benefits
DevOpsSchool maintains competitive pricing structures while offering substantial discounts for group enrollments. Learning together with teammates or colleagues reduces individual costs while creating shared knowledge within your organization.​
Discount structure:
Groups of 2-3 students receive 10% discount Groups of 4-6 students receive 15% discount Groups of 7 or more students receive 25% discount​ The training fee includes numerous valuable benefits beyond live instruction sessions. Participants receive lifetime access to the complete Learning Management System containing all course materials, permanent technical support for future questions, exam preparation materials including practice tests and dumps, and comprehensive interview preparation resources. These additional benefits ensure support throughout your entire career, not just during training weeks.​
For professionals facing specific implementation challenges at work, additional technical and job support services are available on an hourly basis. This means even months or years after completing training, you can obtain expert assistance with complex TeamCity problems encountered on actual projects.​
Minimal Technical Requirements
Participating in TeamCity training doesn’t require expensive or specialized hardware. Most standard laptops and desktop computers easily meet requirements. The modest specifications keep training accessible regardless of current equipment.​
System requirements:
Any Windows, Mac, or Linux computer At least 2GB RAM and 20GB available hard drive storage Stable internet connection for online sessions​ All demonstrations and hands-on exercises run on DevOpsSchool’s cloud infrastructure rather than your local machine. This approach eliminates the need for powerful personal computers and ensures everyone works in identical environments regardless of local hardware capabilities. The training team provides complete setup guides walking you through preparing your practice environment step-by-step, making it accessible even for beginners.​
Career Development Support Services
While DevOpsSchool doesn’t directly place graduates into jobs, the institute provides comprehensive career preparation significantly improving employment prospects. This support bridges the critical gap between technical skill development and actual job acquisition.​
Career support includes:
Professional resume review and improvement recommendations Mock interview practice covering common TeamCity and DevOps questions Regular notifications about job openings from companies actively hiring​ The current IT job market shows strong demand for professionals with CI/CD automation skills. Companies urgently need people who can streamline software delivery processes and reduce deployment failures. Your combination of industry-recognized certification, practical project experience, and hands-on skills makes you attractive to hiring managers. Many graduates report receiving interview calls within weeks of completing training and successfully transitioning to better positions.​
The real-time projects you complete during training serve as portfolio pieces you can discuss confidently in interviews. Employers highly value candidates who can demonstrate actual implementation experience rather than just theoretical knowledge. This practical experience combined with professional certification and thorough interview preparation creates a strong foundation for meaningful career growth.​
Conclusion
Mastering TeamCity through professional training creates valuable opportunities for career advancement in DevOps and software automation fields. The comprehensive program at DevOpsSchool provides everything necessary for success – expert instruction from Rajesh Kumar with over 20 years of experience, extensive hands-on practice with real-world projects, industry-recognized certification, and lifetime technical support. Whether beginning your DevOps journey or expanding your existing skill set, this training program delivers the knowledge, practical experience, and credentials needed to excel in modern software development environments and command higher salaries.
Overview
The TeamCity Training in Bangalore program delivers complete CI/CD automation education through flexible learning options including live online sessions, physical classroom training, corporate group sessions, and self-paced video courses. Students learn from industry experts with over 20 years of practical experience, complete real-world automation projects, and receive permanent access to learning materials plus lifetime technical support. The curriculum covers beginner through advanced topics with 80-85% hands-on practical exercises, teaches integration with version control and build chains, and awards industry-recognized certification upon completion. With competitive pricing, generous group discounts up to 25%, and minimal computer requirements, the program remains accessible while maintaining high quality standards that prepare professionals for immediate workplace application and career growth.
Ready to Transform Your DevOps Career?
Enroll today and gain complete TeamCity expertise with lifetime support.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool

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December 16, 2025Dec 16

How to create a ransomware playbook that works

How to create a ransomware playbook that works

Ransomware attacks continue to plague organizations, and they’re getting ever more sophisticated via tactics such as double- and multi-extortion and the use of artificial intelligence to create more refined attacks, and the growth of the ransomware-as-a-service model.
CISOs and CSOs need to make it a priority to create a playbook for their organizations to better defend against such attacks.
It’s clear that ransomware remains a big cybersecurity threat. Security firm CrowdStrike, in its new State of Ransomware Survey, notes that ransomware readiness is lagging as cyber criminals “use AI across the attack chain to accelerate intrusion, encryption, and extortion.”
The report, based on a global survey of 1,100 IT and cybersecurity decision-makers, shows that 76% of organizations are struggling to match the speed and sophistication of AI-assisted attacks. About half of the respondents cite AI-enabled attack chains as today’s greatest ransomware threat, and 85% say traditional detection is becoming obsolete against AI-enhanced attacks.
“When it comes to ransomware, most companies are still treating it like a distant threat until it hits. Then it’s chaos,” says Trevor Horwitz, CISO at security company TrustNet. “A good ransomware playbook isn’t just documentation. It’s muscle memory. You have to train like you fight.”
Here are some key elements to consider for an effective ransomware approach.
Planning and tabletops: Preparedness begins with practice
Any organization that doesn’t have a cohesive plan in place for how to handle ransomware threats is asking for trouble. Planning an overall strategy — encompassing tools, processes, and people — is vital for maintaining business continuity and minimizing financial losses.
Without a plan in place, enterprises risk launching a disorganized and ineffective response to attacks, which can result in lost data, significant systems downtime, compliance issues, and damaged brand or reputation.
A key component of the planning process is to conduct cybersecurity tabletop exercises to simulate how teams would conduct themselves during an actual ransomware attack. This enables organizations to test and improve their incident response plan in a no-risk environment, with a focus on decision-making, communication, and establishing clear-cut roles.
“Tabletop exercises are where everything starts,” Horwitz says. “If your executive team hasn’t sat in a room and worked through a simulated ransomware attack, start there. You don’t want to be figuring out who has the authority to pay a ransom or issue a public statement in the middle of an actual breach. You want to know how fast legal, IT, and [communications] can work together. The pressure is intense, and the decisions come fast. So the playbook should guide those decisions, not just sit on a shelf.”
These exercises enable enterprises to “create and maintain a ransomware-specific incident response playbook that defines roles, containment processes, forensic collection procedures, and communications templates,” says John Otte, senior security consultant at technology consulting firm Resultant.
“Perform realistic tabletop exercises with legal, communications, IT, and executive stakeholders, at a minimum annually, to test decision-making,” Otte says.
Tabletop exercises need to simulate real business disruption scenarios, not just technical failures, says George Gerchow, CSO at security firm Bedrock and faculty member at IANS Research, a research and advisory firm. “Effective ransomware preparedness begins with practice, not panic,” he says. “The most valuable sessions include leaders from operations, legal, finance, HR, and communications, because these teams face the toughest decisions under pressure.”

Staffing, skills, and training
Many organizations continue to find that cybersecurity experts are in short supply, so staffing up teams is a challenge. That can be problematic for a ransomware strategy. Companies need to have a variety of skills in place, including expertise in incident detection and prevention, incident response, firewall configuration, and other areas.
They also need to be equipped to train all employees in how to help prevent ransomware attacks. This includes teaching them how to recognize, deal with, and report threats such as phishing emails, suspicious links, and questionable attachments.
“On the staffing side, you need people who know what they’re doing,” Horwitz says. “Not just cybersecurity folks, but people across legal, PR, and leadership. And not just headcount. You need readiness. A named incident commander. Someone with forensic skills. Someone who understands business risk and knows when to escalate.”
Organizations often invest in tools before investing in people, and that’s backwards, Gerchow says. “Resilience relies on cross-functional preparedness, where employees understand not just what to do but why it matters,” he says.
Enterprises need to hold role-appropriate security training for users, including business leaders, IT teams, finance, etc., on realistic threats such as social engineering and malicious attachments.
Business leaders should encourage ongoing training that connects cybersecurity risk to business continuity and reputation, Gerchow says. “It’s about building a culture where everyone, from the help desk to the boardroom, understands their role in maintaining operational integrity,” he says. “Regular awareness programs, role-specific response drills, and executive briefings help translate technical risks into business terms.”
Prevention steps
Enterprises can invest in a range of technology solutions for both protection against ransomware attacks and remediation following an incident. Ransomware prevention requires a layered approach that includes regular software updates and patching, effective data and systems backups, and other cybersecurity tools such as firewalls, multi-factor authentication (MFA), and antivirus software.
Patch management and vulnerability remediation are vitally important elements of ransomware defense, because ransomware attackers oftentimes exploit security flaws — increasingly in security devices themselves. By addressing both of these areas, companies can proactively defend against ransomware threats.
“Maintain a prioritized and trackable patching program that keeps exploitable exposure to a minimum,” Otte says. “Couple automated deployment of patches with human verification of high-risk systems, and regularly run scans to identify drift or skipped patches.”
Endpoint detection and response (EDR), antivirus (AV) software, email security and phishing defenses, and identity and access management/MFA are also important pieces of any ransomware strategy, Otte says. “Use a modern EDR that contains behavior-based detection, rollback, and isolation capabilities rather than relying solely on signature AV,” he advises.
One of the main ways ransomware attackers carry out their missions is via email. “From an IT security standpoint, the No. 1 attack vector is an email system,” says Russ Ernst, CTO at Blancco, a provider of data erasure and mobile lifecycle diagnostics products. “Email security best practices must be implemented across the entire organization.’
Email security can include advanced phishing filters to prevent common ransomware delivery mechanisms, Otte says. Sophisticated access management can help minimize threats.
“Implement MFA anywhere you can, particularly for privileged accounts and remote access, and implement least-privilege principles to restrict opportunities to move laterally by attackers,” Otte says. “Keep admin credentials secured within a centrally managed secrets store, regularly rotate them, and don’t have shared local admin accounts. Insist on MFA before any privilege elevation. Track anomalous credential usage and apply detection against brute-force or lateral movement that employs privileged credentials.
Recovery and remediation
If a company experiences a ransomware attack, it needs to go into recovery and remediation mode as quickly as possible to minimize the damage. This includes recovering systems and data as well as repairing any damage affecting employees, customers, and the corporate brand.
“Create comprehensive recovery playbooks with system restore sequence prioritized and public communications strategies that target customers, regulators, and law enforcement,” Otte says. “Engage legal counsel, cyber insurance points of contact, and forensic responders in advance to make informed, timely, and notification requirement-appropriate determinations.”
When a ransomware attack happens, “the remediation needs to be fast but precise,” Horwitz says. “You have to isolate systems immediately. Stop the spread. Kill off the malware’s communication paths. Bring in forensics to figure out how they got in. Because if you don’t understand the entry point, restoring from backup might just reintroduce the threat.”
Enterprises need to verify their backups before using them, Horwitz says. “I’ve seen companies restore clean-looking data only to discover the malware had been sitting dormant for weeks,” he says.
They also need to ensure regular backup processes are in place, Ernst says. “It is important to regularly back up data and also to test these backups regularly,” he says. “Data that is regularly backed up in an offline environment will not be affected by a direct ransomware attack.”
Access to this stored data should help minimize downtime, Ernst says. “Backups also help you rebuild infrastructure if you choose to pay the ransom and get encryption keys — only to find your data has been corrupted and made unusable. If the organization understands how long it takes to rebuild from a backup, then it can infer the estimated downtime from a ransomware attack,” he says.
Organizations that might consider negotiating with ransomware gangs on ransom payments should also keep on top of the latest advice and tactics.
The recovery process is not just technical, Horwitz says, but also reputational. “If customer trust is shaken, you have to rebuild that fast,” he says. “That means communicating clearly, owning what happened, and explaining what’s being done. Law enforcement has to be notified. Regulators too. And the lessons from that attack need to go right back into the playbook. What worked? What didn’t? Where did the team freeze up? That feedback loop is what strengthens your program.”
Having an effective internal and external ransomware communications plan is vital. “A ransomware attack communications strategy should be part of an organization’s general company playbook related to security breaches,” Ernst says. “It should spell out who must be informed — employees, customers, investors, other stakeholders — as well as how and when, what any communications will say, and who will do the communicating.”
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December 16, 2025Dec 16

How to create a ransomware playbook that works

How to create a ransomware playbook that works

Ransomware attacks continue to plague organizations, and they’re getting ever more sophisticated via tactics such as double- and multi-extortion and the use of artificial intelligence to create more refined attacks, and the growth of the ransomware-as-a-service model.
CISOs and CSOs need to make it a priority to create a playbook for their organizations to better defend against such attacks.
It’s clear that ransomware remains a big cybersecurity threat. Security firm CrowdStrike, in its new State of Ransomware Survey, notes that ransomware readiness is lagging as cyber criminals “use AI across the attack chain to accelerate intrusion, encryption, and extortion.”
The report, based on a global survey of 1,100 IT and cybersecurity decision-makers, shows that 76% of organizations are struggling to match the speed and sophistication of AI-assisted attacks. About half of the respondents cite AI-enabled attack chains as today’s greatest ransomware threat, and 85% say traditional detection is becoming obsolete against AI-enhanced attacks.
“When it comes to ransomware, most companies are still treating it like a distant threat until it hits. Then it’s chaos,” says Trevor Horwitz, CISO at security company TrustNet. “A good ransomware playbook isn’t just documentation. It’s muscle memory. You have to train like you fight.”
Here are some key elements to consider for an effective ransomware approach.
Planning and tabletops: Preparedness begins with practice
Any organization that doesn’t have a cohesive plan in place for how to handle ransomware threats is asking for trouble. Planning an overall strategy — encompassing tools, processes, and people — is vital for maintaining business continuity and minimizing financial losses.
Without a plan in place, enterprises risk launching a disorganized and ineffective response to attacks, which can result in lost data, significant systems downtime, compliance issues, and damaged brand or reputation.
A key component of the planning process is to conduct cybersecurity tabletop exercises to simulate how teams would conduct themselves during an actual ransomware attack. This enables organizations to test and improve their incident response plan in a no-risk environment, with a focus on decision-making, communication, and establishing clear-cut roles.
“Tabletop exercises are where everything starts,” Horwitz says. “If your executive team hasn’t sat in a room and worked through a simulated ransomware attack, start there. You don’t want to be figuring out who has the authority to pay a ransom or issue a public statement in the middle of an actual breach. You want to know how fast legal, IT, and [communications] can work together. The pressure is intense, and the decisions come fast. So the playbook should guide those decisions, not just sit on a shelf.”
These exercises enable enterprises to “create and maintain a ransomware-specific incident response playbook that defines roles, containment processes, forensic collection procedures, and communications templates,” says John Otte, senior security consultant at technology consulting firm Resultant.
“Perform realistic tabletop exercises with legal, communications, IT, and executive stakeholders, at a minimum annually, to test decision-making,” Otte says.
Tabletop exercises need to simulate real business disruption scenarios, not just technical failures, says George Gerchow, CSO at security firm Bedrock Data and faculty member at IANS Research, a research and advisory firm. “Effective ransomware preparedness begins with practice, not panic,” he says. “The most valuable sessions include leaders from operations, legal, finance, HR, and communications, because these teams face the toughest decisions under pressure.”

Staffing, skills, and training
Many organizations continue to find that cybersecurity experts are in short supply, so staffing up teams is a challenge. That can be problematic for a ransomware strategy. Companies need to have a variety of skills in place, including expertise in incident detection and prevention, incident response, firewall configuration, and other areas.
They also need to be equipped to train all employees in how to help prevent ransomware attacks. This includes teaching them how to recognize, deal with, and report threats such as phishing emails, suspicious links, and questionable attachments.
“On the staffing side, you need people who know what they’re doing,” Horwitz says. “Not just cybersecurity folks, but people across legal, PR, and leadership. And not just headcount. You need readiness. A named incident commander. Someone with forensic skills. Someone who understands business risk and knows when to escalate.”
Organizations often invest in tools before investing in people, and that’s backwards, Gerchow says. “Resilience relies on cross-functional preparedness, where employees understand not just what to do but why it matters,” he says.
Enterprises need to hold role-appropriate security training for users, including business leaders, IT teams, finance, etc., on realistic threats such as social engineering and malicious attachments.
Business leaders should encourage ongoing training that connects cybersecurity risk to business continuity and reputation, Gerchow says. “It’s about building a culture where everyone, from the help desk to the boardroom, understands their role in maintaining operational integrity,” he says. “Regular awareness programs, role-specific response drills, and executive briefings help translate technical risks into business terms.”
Prevention steps
Enterprises can invest in a range of technology solutions for both protection against ransomware attacks and remediation following an incident. Ransomware prevention requires a layered approach that includes regular software updates and patching, effective data and systems backups, and other cybersecurity tools such as firewalls, multi-factor authentication (MFA), and antivirus software.
Patch management and vulnerability remediation are vitally important elements of ransomware defense, because ransomware attackers oftentimes exploit security flaws — increasingly in security devices themselves. By addressing both of these areas, companies can proactively defend against ransomware threats.
“Maintain a prioritized and trackable patching program that keeps exploitable exposure to a minimum,” Otte says. “Couple automated deployment of patches with human verification of high-risk systems, and regularly run scans to identify drift or skipped patches.”
Endpoint detection and response (EDR), antivirus (AV) software, email security and phishing defenses, and identity and access management/MFA are also important pieces of any ransomware strategy, Otte says. “Use a modern EDR that contains behavior-based detection, rollback, and isolation capabilities rather than relying solely on signature AV,” he advises.
One of the main ways ransomware attackers carry out their missions is via email. “From an IT security standpoint, the No. 1 attack vector is an email system,” says Russ Ernst, CTO at Blancco, a provider of data erasure and mobile lifecycle diagnostics products. “Email security best practices must be implemented across the entire organization.’
Email security can include advanced phishing filters to prevent common ransomware delivery mechanisms, Otte says. Sophisticated access management can help minimize threats.
“Implement MFA anywhere you can, particularly for privileged accounts and remote access, and implement least-privilege principles to restrict opportunities to move laterally by attackers,” Otte says. “Keep admin credentials secured within a centrally managed secrets store, regularly rotate them, and don’t have shared local admin accounts. Insist on MFA before any privilege elevation. Track anomalous credential usage and apply detection against brute-force or lateral movement that employs privileged credentials.
Recovery and remediation
If a company experiences a ransomware attack, it needs to go into recovery and remediation mode as quickly as possible to minimize the damage. This includes recovering systems and data as well as repairing any damage affecting employees, customers, and the corporate brand.
“Create comprehensive recovery playbooks with system restore sequence prioritized and public communications strategies that target customers, regulators, and law enforcement,” Otte says. “Engage legal counsel, cyber insurance points of contact, and forensic responders in advance to make informed, timely, and notification requirement-appropriate determinations.”
When a ransomware attack happens, “the remediation needs to be fast but precise,” Horwitz says. “You have to isolate systems immediately. Stop the spread. Kill off the malware’s communication paths. Bring in forensics to figure out how they got in. Because if you don’t understand the entry point, restoring from backup might just reintroduce the threat.”
Enterprises need to verify their backups before using them, Horwitz says. “I’ve seen companies restore clean-looking data only to discover the malware had been sitting dormant for weeks,” he says.
They also need to ensure regular backup processes are in place, Ernst says. “It is important to regularly back up data and also to test these backups regularly,” he says. “Data that is regularly backed up in an offline environment will not be affected by a direct ransomware attack.”
Access to this stored data should help minimize downtime, Ernst says. “Backups also help you rebuild infrastructure if you choose to pay the ransom and get encryption keys — only to find your data has been corrupted and made unusable. If the organization understands how long it takes to rebuild from a backup, then it can infer the estimated downtime from a ransomware attack,” he says.
Organizations that might consider negotiating with ransomware gangs on ransom payments should also keep on top of the latest advice and tactics.
The recovery process is not just technical, Horwitz says, but also reputational. “If customer trust is shaken, you have to rebuild that fast,” he says. “That means communicating clearly, owning what happened, and explaining what’s being done. Law enforcement has to be notified. Regulators too. And the lessons from that attack need to go right back into the playbook. What worked? What didn’t? Where did the team freeze up? That feedback loop is what strengthens your program.”
Having an effective internal and external ransomware communications plan is vital. “A ransomware attack communications strategy should be part of an organization’s general company playbook related to security breaches,” Ernst says. “It should spell out who must be informed — employees, customers, investors, other stakeholders — as well as how and when, what any communications will say, and who will do the communicating.”
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December 16, 2025Dec 16

Best SRE Training Courses Available Throughout the United States

Best SRE Training Courses Available Throughout the United States

Site Reliability Engineering (SRE) has become an indispensable skill in the modern technology landscape. Businesses throughout the United States are seeking talented SRE professionals who can ensure reliable, fast, and stable systems. The SRE Training in the United States, California, San Francisco, Boston, and Seattle program offers a clear roadmap for professionals to develop these critical competencies.​
This comprehensive guide explores what SRE is, why it’s important, what you’ll learn in training, and how it can advance your career. Everything is explained using straightforward language for easy understanding.
Understanding Site Reliability Engineering
Site Reliability Engineering is a modern methodology for managing IT systems using software engineering practices instead of manual operations. SRE professionals utilize automation, code, and monitoring tools to maintain service health and availability. This approach significantly minimizes system failures, performance issues, and unplanned downtime.​
SRE practitioners work at the intersection of software development and IT operations. They design systems that are easily monitored, quickly diagnosed, and capable of handling high user loads. A fundamental principle of SRE is continuous learning from failures to prevent recurrence.​
Core SRE Principles
Service Level Objectives and Indicators
Two foundational concepts in SRE are SLOs and SLIs.
SLO (Service Level Objective) represents your reliability target. An example SLO might specify that a service maintains 99.9% availability.​ SLI (Service Level Indicator) is a quantifiable metric measuring system behavior. Common SLIs include error rates, latency, and throughput.​ Teams monitor SLIs to verify they’re achieving their SLOs. Declining SLI values indicate potential user impact requiring immediate response.​
Error Budget Framework
An error budget quantifies acceptable unreliability before triggering concern. It represents the difference between perfect uptime (100%) and your SLO target. For a 99.9% SLO, the error budget equals 0.1%.​
Teams with remaining error budget can prioritize feature velocity. Teams that exhaust their error budget must shift focus to reliability improvements. This provides clear decision criteria for balancing innovation and stability.​
Automation and Toil Elimination
SRE methodology emphasizes reducing repetitive manual work, termed toil. SRE teams develop automation solutions and utilize tools to handle recurring tasks such as deployments, backups, health checks, and notifications.​
Minimizing manual intervention reduces human error and accelerates incident recovery. It also enables engineers to focus on strategic improvements rather than operational maintenance.​
Why Pursue SRE Training?
Career Advancement
SRE skills are highly valued across diverse industries including financial services, e-commerce, telecommunications, and cloud computing. Employers seek professionals who combine development and operations expertise. SRE training qualifies you for positions like SRE Engineer, Reliability Architect, or DevOps Specialist.​
These roles typically offer attractive compensation and opportunities to work on mission-critical systems serving large user populations.​
Technical Skill Development
SRE training encompasses:
Monitoring and alerting platforms. Cloud infrastructure and containerization. Incident response protocols and on-call management. Capacity planning and performance tuning.​ You’ll also learn to design fault-tolerant services with reduced failure rates and faster recovery. These practical capabilities apply across diverse technology environments.​
Business Value
Organizations implementing SRE practices typically achieve reduced incident frequency and accelerated resolution times. Teams adopt data-driven reliability improvement strategies instead of reactive firefighting.​
SRE also strengthens collaboration between development and operations organizations. This reduces adversarial dynamics, increases trust, and improves workplace culture.​
About DevOpsSchool Training Platform
DevOpsSchool is an established training and certification platform specializing in DevOps, SRE, cloud technologies, containerization, and automation frameworks. The platform has educated over 8,000 professionals and collaborated with more than 40 enterprise clients globally.​
DevOpsSchool distinguishing features:
Multiple delivery formats including online, in-person, and customized corporate programs. Perpetual access to the Learning Management System (LMS) with on-demand videos and resources.​ Instruction across 26+ tools encompassing CI/CD, containers, monitoring, and infrastructure as code.​ Complete training documentation, presentation materials, and interview preparation resources.​ Continuous support through email, live chat, and scheduled office hours.​ DevOpsSchool develops curriculum based on current industry requirements. The pedagogy emphasizes hands-on laboratory exercises and real-world scenarios over theoretical lectures.​
About Expert Mentor Rajesh Kumar
The SRE training program is guided by Rajesh Kumar, an internationally recognized trainer and consultant with over 20 years of professional experience in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud platforms.​
Rajesh Kumar’s distinguished background:
Advisory services to over 70 software organizations for delivery and operations improvement.​ Specialized knowledge in CI/CD automation, test-driven DevOps methodologies, and production observability.​ Substantial experience with cloud and container technologies including Kubernetes, Docker, and AWS.​ Training delivery to thousands of engineers through workshops, intensive bootcamps, and individual consulting engagements. His instructional approach prioritizes clarity, practical application, and incremental skill building. This methodology makes sophisticated SRE concepts understandable for learners at all experience levels.​
Training Delivery Formats
The SRE program provides multiple learning modalities to accommodate varying schedules and learning preferences.​
Training ModalityTime CommitmentInstructional FormatIdeal ForSelf-Paced Video Courses8–12 hours approx.Pre-recorded instructional videosIndependent learners, flexible schedulesLive Online Classes8–12 hours approx.Real-time instructor-led sessionsStudents seeking interactive learningPrivate Online Instruction8–12 hours approx.Individualized live coachingProfessionals requiring personalized guidanceCorporate Training Programs2–3 days approx.Group instruction for teamsOrganizations and enterprise teams Self-paced video courses accommodate learners who prefer autonomous study. Live online classes facilitate peer interaction and immediate instructor engagement. Private instruction offers curriculum customization and focused attention. Corporate programs can be adapted to address organization-specific challenges and technology environments.​
Comprehensive Curriculum
Foundational Knowledge
The course establishes SRE fundamentals:
SRE definition and business justification.​ Integration of SRE with DevOps and Agile frameworks.​ Core terminology including availability, latency, and incident classification. You’ll study SRE’s evolution and examine case studies of successful implementations at major technology companies.​
SLOs, SLIs, and Error Budgets
Substantial curriculum focus on:
Identifying meaningful SLIs such as request success rates or processing times.​ Establishing achievable and valuable SLOs.​ Computing and utilizing error budgets for prioritization decisions.​ Practical exercises involve developing SLOs and SLIs for representative services, converting theoretical knowledge into applicable skills.​
Monitoring, Alerting, and Incident Response
Training curriculum includes:
Constructing monitoring dashboards for rapid health assessment. Configuring intelligent alerts that reduce false positives.​ Executing incident management with defined procedures from detection through post-incident review.​ You’ll learn to document incidents thoroughly and conduct blameless retrospectives that facilitate organizational learning.​
Automation and Toil Reduction
Critical automation instruction covers:
Recognizing activities suitable for automation. Implementing programmatic solutions to replace manual processes.​ Understanding how automation enhances reliability and efficiency.​ Upon course completion, you’ll possess the knowledge to design and implement automation initiatives within your organization.
Supplementary Learning Materials
Training participants gain access to:
Comprehensive training documentation and reference guides. Complete presentation slide decks from all sessions. Video recordings of live instruction for review purposes.​ Interview question collections for career preparation.​ DevOpsSchool additionally offers paid technical assistance and job support services. Available on hourly or monthly arrangements, these services provide expert help with production challenges, project work, and interview readiness.​
Target Audience
This SRE training is appropriate for:
Systems administrators transitioning into SRE positions. DevOps engineers focusing on reliability engineering. Software developers responsible for production services. Technical leads and architects designing scalable systems.​ Advanced expertise is not prerequisite. Fundamental knowledge of Linux, basic scripting, and web application architecture is beneficial, but the course builds concepts progressively from basics.​
Professional Impact
After completing this training, you will be equipped to:
Articulate SRE principles clearly in professional and interview contexts. Establish and maintain SLOs, SLIs, and error budgets within your organization. Enhance on-call practices, incident management processes, and observability strategies. Validate your expertise through practical projects and industry-recognized certification. These credentials significantly enhance your professional profile and provide competitive advantages for SRE, DevOps, and cloud infrastructure roles.​
Program Summary
SRE has become foundational to contemporary system operations. It provides systematic frameworks and validated techniques for ensuring reliability, supplanting reactive troubleshooting approaches. Quality training makes these frameworks accessible through structured, incremental instruction.
The SRE training program serving major US metropolitan areas delivers flexible learning pathways, expert instruction, and extensive support resources. Backed by a reputable training organization and experienced instructors, it represents an excellent investment for professionals pursuing reliability engineering careers.
Final Thoughts
For professionals aspiring to excel in reliability and operations, SRE offers exceptional career prospects. The SRE Training in the United States, California, San Francisco, Boston, and Seattle course provides accessible, practical education emphasizing real-world application. With well-structured content, multiple delivery formats, and expert mentorship from professionals like Rajesh Kumar, you’ll advance from foundational concepts to practical SRE implementation with assurance.​
You’ll develop proficiency in SLOs, SLIs, and error budgets, minimize operational toil, and strengthen incident response capabilities. These competencies advance both your career trajectory and your organization’s operational excellence. Given increasing market demand for SRE professionals, this represents an optimal time to commence your training.​
For additional information or enrollment, visit DevOpsSchool or contact:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329


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December 16, 2025Dec 16

Google to Shut Down Dark Web Monitoring Tool in February 2026

Google to Shut Down Dark Web Monitoring Tool in February 2026

Google has announced that it's discontinuing its dark web report tool in February 2026, less than two years after it was launched as a way for users to monitor if their personal information is found on the dark web. To that end, scans for new dark web breaches will be stopped on January 15, 2026, and the feature will cease to exist effective February 16, 2026. "While the report offered generalView the full article

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December 16, 2025Dec 16

iOS 26.3 Beta 1 Features: What's New So Far

iOS 26.3 Beta 1 Features: What's New So Far

Apple is testing iOS 26.3, the next version of iOS 26 that will launch around January. Since iOS 26.3's testing is happening over the holidays, it is a smaller update with fewer features than we've seen in prior betas.


We've rounded up what's new so far, and we'll add to our list with subsequent betas if we come across any other features.

Transfer to Android

Apple is making it simpler for iPhone users to transition to an Android smartphone in iOS 26.3, introducing a new transfer tool that lets an ‌iPhone‌ user place their device next to an Android device to initiate a transfer process.


With the two smartphones connected, users can opt to move over photos, messages, notes, apps, passwords, phone number, and more. Data transfers occur with no need to download and use a separate app, making the process simpler.

Health data, devices paired with Bluetooth, and protected items like locked notes are not transferred over to the new device. Google has also implemented a similar feature for transferring data from an Android to an ‌iPhone‌, so it is a two-way process between the two platforms.

Notification Forwarding

iOS 26.3 has a new "Notification Forwarding" setting that allows incoming notifications on an ‌iPhone‌ to be forwarded to a third-party wearable device like an Android smartwatch.


The setting is located in the Notification section of the Settings app under a new "Notification Forwarding" option. Apple says that notifications can only be forwarded to a single device at a time, so if Notification Forwarding is enabled with a third-party wearable, the Apple Watch won't be able to receive and display notifications.

Apple is adding this feature to address antitrust complaints suggesting that third-party wearables should have the same access to notifications and other features as the Apple Watch.

Weather Wallpaper

There is a new Weather wallpaper section in the Lock Screen customization options. Previously, Apple had a combined section for Weather and Astronomy, but Weather was split out into its own category.


There are now three pre-designed Weather wallpapers with different fonts for the time and different weather widgets to give people a better idea of how the Weather wallpaper can be used.

More Features

Know of a feature we left out? Let us know in the comments below.

Compatibility

iOS 26.3 is available on all iPhones that support ‌iOS 26‌.

Release Date

We're expecting Apple to release iOS 26.3 in late January.
This article, "iOS 26.3 Beta 1 Features: What's New So Far" first appeared on MacRumors.com

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December 16, 2025Dec 16

Early iOS 26 Software Leak Uncovers Dozens of Upcoming Apple Features

Early iOS 26 Software Leak Uncovers Dozens of Upcoming Apple Features

Software from an iPhone prototype running an early build of iOS 26 leaked last week, giving us a glimpse at future Apple devices and iOS features. We recapped device codenames in our prior article, and now we have a list of some of the most notable feature flags that were found in the software code.


In some cases, it's obvious what the feature flags are referring to, while some are more vague and harder to interpret. We've included the feature flag and a short explanation of what it might reference, but keep in mind that Apple doesn't provide full explanations because this is all internal code. We're working off of titles and internal organization, but there are still hints of what may be coming in the future.
Products


Unknown home accessory - There's a reference to J229 architecture. J229 is a home accessory, but we don't know what it is. It might be the camera that Apple is rumored to be working on, but it could also be something simpler like a standalone base for the home hub. Code references a sensor manager and sensing predict models.
AirTag 2 - There are several references to future AirTag features, including Bluetooth improvements, low battery state improvements, and crowdsourced location improvements. Unknown references include AirTag2025_Phone_Finding, AirTag2025_Watch_Finding, Distribution, Battery, and Switchover. Note that it mentions 2025, suggesting Apple planned to release the ‌AirTag‌ 2 in 2025 and pushed it back.
AirPods - Several AirPods features are listed with a spring 2026 launch: ContextualReminders, ConversationBreakthroughVQA, and Visual Lookup. There are also mentions of "Precise outdoor location understanding" and "Room Aware Connect Controls." There's a second fall 2025 label for "Extended_Precision_Finding_Core_Tech," and a "SRAudioMixing - Mix audio with the active streaming device" mention that could be related to the AirPods.
Vision Pro - There's a "Enable AUSM Enhanced Room Spatializer" feature flag, which may be released to the Vision Pro. It has a spring 2026 label.

Software Features

There are mentions of several previously rumored software features that are coming in updates to ‌iOS 26‌ and in iOS 27.

Health+ - This is listed with a spring 2026 date. Rumors suggest it's a new AI-powered health-related subscription service. There are references to another health feature called "Gumdrop," but it's unclear what it is, plus a mention of a "Geronimo" feature with a date of 2030.
Live Captions - Live Captions will expand to more languages, with this code labeled WWDC 2026.
AutoFillUI - Third-party apps will be able to access autofill credit card information in fall 2026. Currently, you can take a picture of card details when checking out or use Apple Pay, but you can't autofill your credit card details when buying something in an app.
Siri - There are several mentions of Siri features for the smarter version of ‌Siri‌ Apple is working on. IntelligenceFlow, PlanOverrides, SpotlightPersonalAnswersSiri, SpotlightSearchToolLLMQueryUnderstanding, and SpotlightExtSemanticSearch are some of the strings. The ‌Siri‌ mentions have a spring 2026 label.
Freeform - Freeform is getting folders, with a spring 2026 date listed.
Journal - Followup prompts are coming to the Journal app, also in spring 2026.
Wallet - There are BankConnectUpcomingPaymentNotifications and AppleCardUpcomingPaymentNotifications strings with a WWDC 2026 date.
Photos - Apple's code mentions Photos Connections and Shared Collections as features coming in fall 2026.
- There's a mention of Dynamic Sports Tier Manager for spring 2026.

2027

There are a handful of health features that have a WWDC 2027 label attached.

sleepCloudKitManatee
sleepCloudKitSync
sleepOnIpad
sleepOnMac

Accessibility

There are multiple accessibility features, some of which have WWDC 2026 or fall 2026 dates, and some with no dates.

Live Captions - Labeled as LiveCaptionsForAll, unclear what it is.
Background Sounds - A Version 2 is coming.
macOS Keyboard - Full Keyboard Access VoiceOver Support for macOS. Mac is also getting extended font size range.
Magnifier - There are Announce Stairs, Find My Item, and Human Hand Pose mentions.
Live Listen - The software references Live Listen controls from watch, Live Mic levels on watch, and a Rewind 30 seconds feature for Live Listen.
Tilt to Scroll - There's a mention of a Tilt to Scroll feature.

Other Features


CallKit - CallKit mentions a Push-to-Talk option.
ConversationKit - There's an "Experimental_CallScreening_LiveActivity" string.
FinHealth - This section mentions reverse lookup, habitual spend, and spending summaries. Possibly something Apple Card related.
Mail - There's a CatchUpHighlightsV2 string with a winter 2025 date.
Podcasts - Podcasts references enabling the Home ‌Siri‌ assistant cell for CarPlay, enabling the Connected Subscriptions Account settings page, adding a button to translate a transcript, and tapping a translated paragraph to hear it spoken.
Vision Pro stickers - There are mentions of a sticker creation feature for visionOS. Sticker effects and emoji creation are also mentioned.

Keep in mind that Apple's plans can change, so while this is a glimpse of what Apple was working on around the June 2025 timeline, it may not be accurate any longer. Features can be scrapped, launch dates can be pushed back, and this list definitely doesn't include all of the new features that Apple has in the works for future software updates.
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December 15, 2025Dec 15

Apple Leak Confirms Work on Foldable iPhone, AirTag 2, and Dozens More Devices

Apple Leak Confirms Work on Foldable iPhone, AirTag 2, and Dozens More Devices

Last week, details about unreleased Apple devices and future iOS features were shared by Macworld. This week, we learned where the information came from, plus we have more findings from the leak.


As it turns out, an Apple prototype device running an early build of iOS 26 was sold, and the person who bought it shared the software. The OS has a version number of 23A5234w, and the first developer beta of ‌iOS 26‌ was 23A5260n, so it dates back to before that initial beta. Apple was still calling it iOS 19 internally at that time, so the software is labeled iOS 19 rather than ‌iOS 26‌.

An anonymous source provided MacRumors with a list of unreleased devices and features that were found in the beta, and we've recapped the device list below. There are references to many upcoming Apple products, which are referred to by codenames internally. Several codenames have been leaked previously in other accidental updates, or by Bloomberg's Mark Gurman. Many of these leaked devices have been previously rumored, but this serves as confirmation that they are in the works and will be coming in the future.

AirTags and Home Devices


AirTag 2 - B589
Apple Studio Display 2 - J427 and J527
Home hub variant 1 with base - J490
Home hub variant 2, mounted - J491
Unknown home accessory - J229. Possibly a standalone base that can be added to the mounted home hub, or another device like the rumored camera Apple is working on.
Tabletop robot - J595
HomePod mini 2 - B525

iPads


iPad 12 - J581 and J582 (Wi-Fi and Cellular)
M4 iPad Air - J707, J708, J737, J738 (11 and 13-inch sizes, Wi-Fi and Cellular)

iPhones


iPhone 17e - V159
iPhone Air 2 - V62 (software predates Apple's decision to delay the launch)
iPhone 18 Pro - V63
iPhone 18 Pro Max - V64
Foldable iPhone - V68

Macs


Low-cost MacBook with A18 Pro - J700
M5 Pro/Max MacBook Pro - J714c, J714s, J716c, J716s (14-inch and 16-inch models with M5 Pro and Max chip variants)
M5 MacBook Air - J813 and J815 (13 and 15-inch size options)
M5 Mac Studio - J775c and J775d (M5 Max and M5 Ultra variants)
M5 Mac mini - J873g and J873s (M5 and M5 Pro variants)
M6 14-inch MacBook Pro - J804
M6 Pro/Max MacBook Pro - K114c, K114s, K116c, K116s (14-inch and 16-inch models with M6 Pro and M6 Max chips)

Wearables


Vision Air headset - N100 (a lighter and cheaper version of the Vision Pro)
AR glasses prototype - N421 (a prototype set of lightweight AR glasses, supposedly scrapped)
Mac-connected AR glasses - N107 (AR glasses that connected to a Mac, supposedly scrapped)
Cheaper Vision Pro - N109 (also referred to as a second-generation Vision Pro, distinct from Vision Air)
AI smart glasses - N50, but Apple now refers to these as N401 (Meta Ray-Bans competitor)
Apple Watch Series 12 - N237 and N238 (Wi-Fi and Cellular)
Apple Watch Ultra 4 - N240

Chips

There are codenames for several upcoming Apple chips that are in the works for future devices.

AirPods H3 - T2026
U3 (Ultra Wideband) - T2034
M5 Pro/Max/Ultra - T6050
M6 - T8152
A20/A20 Pro - T8160
S11 - T8320

Unknowns

There are also several unknown codenames that aren't linked to any currently rumored devices.

N110
N209
N216
J349
J190
J226

Several of these devices like the AirTag 2, the iPads, and the home hub are expected earlier in 2026, while others will be coming in late 2026 and beyond. Apple's software does not include release dates associated with codenames, so there are no known dates for when some of these devices are coming.
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December 15, 2025Dec 15

General Motors Announces Plans to Start Offering iPhone Car Keys

General Motors Announces Plans to Start Offering iPhone Car Keys

General Motors (GM) today announced it will be rolling out support for the Apple Wallet app's digital car key feature, but it did not provide a timeframe or mention any specific vehicle models that will be compatible. GM has four main vehicle brands in the United States and Canada, including Chevrolet, GMC, Cadillac, and Buick.

(Mockup)
During its WWDC 2025 keynote in June, Apple said that 13 additional vehicle brands would soon offer Apple Wallet car keys, and Chevrolet, GMC, and Cadillac were on the list. The feature allows users to lock, unlock, and start a compatible vehicle with an iPhone or Apple Watch. With the latest version of the feature, which utilizes Ultra Wideband technology, you can keep your iPhone in your pocket as you approach and drive the vehicle.

If your iPhone battery runs out, a Power Reserve feature ensures the Apple Wallet key can still be used for up to five hours after the device shuts off.

You can share an Apple Wallet car key with up to eight family and friends via AirDrop or any messaging app, such as the Messages app or WhatsApp.

Automakers that already offer Apple Wallet keys for select vehicles include Audi, BMW, MINI, Hyundai, Kia, Genesis, Mercedes-Benz, RAM, Volvo, Polestar, and more, with others like Acura, Porsche, Rivian, and Toyota expected to follow.

GM also announced availability of a built-in Apple Music app in select 2025 and newer Chevrolet and Cadillac models, but it has not reversed course on its decision to stop offering CarPlay in its electric (and eventually gas) vehicles.Tag: iPhone Car Keys
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December 15, 2025Dec 15

iOS 26.3 Adds Notification Forwarding Option for Third-Party Wearables

iOS 26.3 Adds Notification Forwarding Option for Third-Party Wearables

iOS 26.3 adds a new "Notification Forwarding" setting that allows incoming notifications on an iPhone to be forwarded to a third-party device.


The setting is located in the Notification section of the Settings app under a new "Notification Forwarding" option. Apple says that notifications can only be forwarded to a single device at a time, so if Notification Forwarding is enabled with a third-party wearable, the Apple Watch won't able to receive and display notifications.

Users can choose to have a device receive notifications only from selected apps rather than all apps, and notifications will include the name of the app and all content contained in the notification.

Apple is adding this feature to relieve worldwide regulatory pressure that it is facing. The Digital Markets Act in the European Union requires Apple to provide third-party smartwatches and other devices with access to notifications and features that are normally reserved for the Apple Watch.

Apple's limited support of third-party devices has also been targeted by the U.S. Department of Justice in the antitrust case that Apple is fighting. The DoJ has accused Apple of preventing third-party smartwatches from offering Apple Watch-like functionality by restricting them from acting on incoming notifications.

Apple has been working to address all of the accusations that the DoJ made in its lawsuit, and improving notifications on third-party wearables will give the DoJ less to point to in ongoing antitrust litigation.Related Roundups: iOS 26, iPadOS 26Related Forum: iOS 26
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December 15, 2025Dec 15

iOS 26.3 Makes It Easier to Switch From iPhone to Android

iOS 26.3 Makes It Easier to Switch From iPhone to Android

With iOS 26.3, Apple is making it simpler for iPhone users to transition to an Android smartphone, with new built-in tools for transferring data.


The new transfer tool allows an ‌iPhone‌ user to place their device next to an Android device to initiate a transfer process. With the two smartphones connected, users can opt to move over photos, messages, notes, apps, passwords, phone number, and more. Data transfers occur with no need to download and use a separate app, making the process simpler.

Health data, devices paired with Bluetooth, and protected items like locked notes are not transferred over to the new device.

Transferring data from an ‌iPhone‌ to an Android device wirelessly requires both devices to have the latest software, and to be connected to Wi-Fi with Bluetooth enabled. There will be an option to display a QR code on the Android device that the ‌iPhone‌ can scan to initiate the process, or there is an option to use a session ID and pairing code instead.

Google has also implemented a similar feature for transferring data from an Android to an ‌iPhone‌, so it is a two-way process between the platforms.

Last week, the European Commission said that Apple and Google designed and implemented the new transfer system to comply with the Digital Markets Act in the European Union, but it is not a Europe-only feature. The new setting is available worldwide in the iOS 26.3 beta, and it can be found under Settings > General > Transfer or Reset ‌iPhone‌ > Transfer to Android.Related Roundups: iOS 26, iPadOS 26Related Forum: iOS 26
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December 15, 2025Dec 15

First macOS Tahoe 26.3 Beta Now Available for Developers

First macOS Tahoe 26.3 Beta Now Available for Developers

Apple today provided the first beta of an upcoming macOS Tahoe 26.3 update to developers for testing purposes, with the update coming three days after the launch of macOS Tahoe 26.2.


Developers can download the macOS Tahoe 26.3 update by opening up the System Settings app, selecting the General category, and then choosing Software Update. Beta Updates will need to be enabled, and a free developer account is required.

There's no word yet on what's included in macOS Tahoe 26.3, but we'll update this article if new Mac features are found.

The beta is available to developers right now, but a public beta is expected later this week. We'll likely see Apple release macOS Tahoe 26.3 at the end of January given past launch timelines.Related Roundup: macOS Tahoe 26Related Forum: macOS Tahoe
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December 15, 2025Dec 15

Apple Seeds First Betas of iOS 26.3 and iPadOS 26.3 to Developers

Apple Seeds First Betas of iOS 26.3 and iPadOS 26.3 to Developers

Apple today seeded the first betas of upcoming iOS 26.3 and iPadOS 26.3 updates to developers for testing purposes, with the software coming just a few days after Apple released iOS 26.2 and iPadOS 26.2.


Registered developers can download the betas from the Settings app on the iPhone or iPad by going to the General section and selecting Software Update.

We don't yet know what's included in the new beta software, but because that these updates will be tested over the holiday period, Apple may be planning to focus on bug fixes and performance improvements rather than adding major new features.

When we learn what's new in the updates, we'll share details.

iOS 26.2 and iPadOS 26.2 are limited to developers at the current time, but Apple will likely release a public beta in the next couple of days.Related Roundups: iOS 26, iPadOS 26Related Forum: iOS 26
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December 15, 2025Dec 15

Apple Releases First watchOS 26.3, tvOS 26.3 and visionOS 26.3 Betas

Apple Releases First watchOS 26.3, tvOS 26.3 and visionOS 26.3 Betas

Apple today provided developers with the first betas of upcoming watchOS 26.3, tvOS 26.3, and visionOS 26.3 betas for testing purposes. The software comes a few days after Apple launched the 26.2 versions of each platform.


The software updates are available through the Settings app on each device, and because these are developer betas, a free developer account is required.

We don't know what new features might be added in watchOS 26.3, visionOS 26.3, and tvOS 26.3. Apple doesn't typically provide release notes for betas, so we might not know what's new until the software updates see a public launch unless there are outward-facing changes.

Apple will likely provide public beta testers with access to the tvOS 26.3 and watchOS 26.3 betas later this week, but visionOS 26.3 will remain limited to developers. The software updates will probably launch right around the end of January based on past release timelines.
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December 15, 2025Dec 15

GM Adds Apple Music App to Cadillac and Chevy Models Following CarPlay Phase-Out

GM Adds Apple Music App to Cadillac and Chevy Models Following CarPlay Phase-Out

GM is adding an Apple Music app to select 2025 and newer Cadillac and Chevrolet models, allowing Apple Music content to be accessed through the vehicle's infotainment system.


The ‌Apple Music‌ app will have all of the ‌Apple Music‌ features users have come to expect, such as access to curated playlists, live global radio, personalized recommendations, hands-free control with a voice assistant, and exclusive content. In supported Cadillac vehicles, Spatial Audio with Dolby Atmos is available.

The native ‌Apple Music‌ app will integrate with the infotainment system, and GM says that ‌Apple Music‌ subscribers will be able to start streaming the moment they enter the car.

Audio streaming is being provided as an OnStar Basics feature for all 2026 and newer vehicles sold in the U.S. and Canada. Vehicle owners will be able to access ‌Apple Music‌ and other apps with no connectivity cost for eight years, but after that eight-year period, there will be a fee.

Specific Cadillac vehicles that can access the ‌Apple Music‌ app include the 2025 and 2026 CT5, the 2025 Escalade IQ, and the 2026 Vistiq. Chevy vehicles with ‌Apple Music‌ include the 2025 and 2026 Blazer EV, Equinox EV and Silverado EV, along with the 2026 Corvette, Suburban and Tahoe.

GM says that the ‌Apple Music‌ app will be rolling out to additional GM vehicles and brands in the future.

GM's ‌Apple Music‌ announcement comes after the company started phasing out support for CarPlay. 2024 and later electric vehicles from GM do not have CarPlay integration, with GM instead relying on its own infotainment system. In the future, GM plans to move all vehicles to its own platform.Tags: Apple Music, GM
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December 15, 2025Dec 15

Featured Chrome Browser Extension Caught Intercepting Millions of Users' AI Chats

Featured Chrome Browser Extension Caught Intercepting Millions of Users' AI Chats

A Google Chrome extension with a "Featured" badge and six million users has been observed silently gathering every prompt entered by users into artificial intelligence (AI)-powered chatbots like OpenAI ChatGPT, Anthropic Claude, Microsoft Copilot, DeepSeek, Google Gemini, xAI Grok, Meta AI, and Perplexity. The extension in question is Urban VPN Proxy, which has a 4.7 rating on the Google ChromeView the full article

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December 15, 2025Dec 15

iPhone 12 Users in Australia Should Update to iOS 26.2, Here's Why

iPhone 12 Users in Australia Should Update to iOS 26.2, Here's Why

In a support document published on Friday, Apple said that a "technical failure" in Australia prevented some older mobile phones from being able to make emergency calls by dialing 000, and it said there is a low chance that it could happen again.


"In the rare event that these exceptional circumstances affecting mobile operators' networks were to happen again, some older mobile phones may still encounter the same issue reaching emergency services through an alternate available network," said Apple. The document does not provide many specific details, but there are some recent news reports about what sounds like a related issue affecting Samsung phones.

Apple said the issue "impacted some Australians in regional areas who attempted to make an emergency call when their primary mobile network was unavailable, even though an alternate network was available and should have connected the call." Apple said "mobile operators are taking steps to mitigate future issues."

For iPhone 12 users specifically, Apple vaguely stated that the iOS 26.2 update released last week "provides support for this scenario."

"iPhone XS, iPhone XR, iPhone 11, and all iPhone models from iPhone 13 and newer are not affected," said Apple. "For iPhone 12 users, iOS 26.2 provides support for this scenario. If it is determined that any earlier iPhone models are impacted, customers will receive additional information and guidance directly from their mobile operator."

To update your iPhone, open the Settings app on the device and tap General → Software Update.Related Roundups: iOS 26, iPadOS 26Related Forum: iOS 26
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December 15, 2025Dec 15

Leak Reveals Foldable iPhone Details

Leak Reveals Foldable iPhone Details

The first foldable iPhone will feature a series of design and hardware firsts for Apple, according to details shared by the Weibo leaker known as Digital Chat Station.


According to a new post, via machine translation, Apple is developing what the leaker describes as a "wide foldable" device, a term used to refer to a horizontally oriented, book-style foldable with a large internal display. The device is said to prioritize thinness, with several major design decisions reportedly made to reduce the overall thickness of the chassis.

Chief among these is the use of a side-mounted Touch ID fingerprint sensor. The leaker claims Apple has chosen not to include 3D Face ID hardware or a 3D ultrasonic under-display fingerprint sensor, as both systems would add internal volume and complicate efforts to slim down the device.

The post further claims that the foldable's hinge has been engineered to a particularly high standard, describing the hinge design as "very strong." While no deeper technical details are provided, this aligns with long-standing industry expectations that Apple is placing heavy emphasis on hinge durability and crease reduction, areas where foldable devices have historically faced criticism.

The leaker states that the current engineering prototype features a 7.58-inch internal display equipped with an under-panel front-facing camera, often abbreviated as UPC. Under-panel camera technology allows the camera to sit beneath the display layer, eliminating visible cutouts when the camera is not in use.

For the external display, the leaker claims Apple is using a 5.25-inch panel with a punch-hole camera implemented via a HIAA (Hole-In-Active-Area) design, a technique that minimizes inactive screen space around the cutout. It is unclear what will happen to the Dynamic Island in both instances.

The post also claims the device will feature a dual 48-megapixel rear camera system described as having a "large base," which suggests a physically larger sensor size than pixel count alone indicates.

Digital Chat Station adds that the foldable smartphone segment will be "reinvigorated" next year, implying that there will be renewed momentum after a period of slower growth and incremental updates. The leaker reiterated an earlier claim that Samsung is also evaluating a new wide-format foldable device.

Digital Chat Station has a relatively good track record for Apple rumors. They accurately revealed the overall design of the iPhone Air and iPhone 17 Pro, the triple 48-megapixel rear camera system of the ‌iPhone 17 Pro‌, the iPhone 17's slimmer bezels and a larger display with ProMotion, ‌iPhone‌ 15 and ‌iPhone‌ 15 Plus's slightly smaller 48-megapixel sensor, and display panel design of the ‌iPhone‌ 12.Tags: Digital Chat Station, Foldable iPhone
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December 15, 2025Dec 15

Apple Fitness+ Comes to 28 New Countries Today

Apple Fitness+ Comes to 28 New Countries Today

Apple Fitness+ today expanded to 28 new markets in the service's largest international rollout since launch, accompanied by new language dubbing and a K-Pop music genre.


The service today became available in Norway, Poland, the Philippines, Sweden, Vietnam, Chile, Hong Kong, India, the Netherlands, Singapore, Taiwan, and additional regions, with Japan scheduled to follow early next year. The expansion increases total availability to 49 countries, with a full list available at the bottom of Apple's press release.

Hundreds of sessions are initially available with digitally generated voice dubbing in Spanish and German, with Japanese set to be added when the service launches in Japan. New dubbed episodes will be released weekly across all supported regions.

The new dubbing system uses a generated voice modeled on each of the 28 Fitness+ trainers' real voices. Users will be able to switch audio tracks after starting a session or set a preferred language in the Fitness app, which will automatically default to the dubbed version when available. Apple has not previously offered dubbed workout content on Fitness+, instead relying on subtitles for non-English markets since the service launched in 2020.

Apple is also adding a new K-Pop music genre to the service, which will be available across workout types. The new category joins existing genres such as Upbeat Anthems, Latest Hits, Hip-Hop/R&B, and Latin Grooves.

Prior to today, Fitness+ was already available in Australia, Austria, Brazil, Canada, Colombia, France, Germany, Indonesia, Ireland, Italy, Malaysia, Mexico, New Zealand, Portugal, Russia, Saudi Arabia, Spain, Switzerland, the UAE, the UK, and the U.S.Tag: Apple Fitness Plus
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December 15, 2025Dec 15

Apple Sports App to Support Golf, Including PGA Tour

Apple Sports App to Support Golf, Including PGA Tour

The free Apple Sports app shows scores, stats, standings, and more for a variety of sports and leagues, and it should eventually gain support for one more.


The latest version of the Apple Sports app includes images for the men's PGA Tour and the women's LPGA hidden within the app's code, according to MacRumors contributor Aaron Perris. While users cannot yet follow the PGA Tour or LPGA in the app, the addition of the images suggests that support is coming soon.

The app already supports the NFL, MLB, NBA, NHL, Premier League, NASCAR, F1, Premier League, and more, and golf will further expand the selection.

Launched in 2024, the Apple Sports app is available on the iPhone only in the U.S., the U.K., Canada, France, Germany, Ireland, Italy, Portugal, Spain, the Netherlands, Sweden, Norway, Finland, Denmark, and select other European countries.Tag: Apple Sports
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December 15, 2025Dec 15

All The Best Apple Deals You Can Still Get Delivered for Christmas

All The Best Apple Deals You Can Still Get Delivered for Christmas

Christmas is just over a week away, and it's getting more and more difficult to guarantee delivery for the holiday with each passing day. In order to aid in any last minute holiday shopping, we've put together a list of the best Apple and Apple accessory discounts you can still get with delivery in time for December 25th, available from retailers including Amazon and Best Buy.

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

AirPods



There aren't many AirPods deals left with guaranteed holiday delivery at this point, but Best Buy does have some options for the AirPods 4 and AirPods Max. Starting with the AirPods 4, Best Buy has the base model without ANC for $84.99, down from $129.99, which is about $15 higher compared to the record low price, but still a solid last-minute deal.

You can get the USB-C AirPods Max for $449.99 this week on Best Buy, down from $549.99, with next-day delivery or same-day pickup. This isn't an all-time low price, but if you need it for Christmas it'll be your best option.

$45 OFFAirPods 4 for $84.99
$100 OFFAirPods Max for $449.99Anker



Anker has quite a few accessories on sale with guaranteed holiday delivery, ranging from USB-C wall chargers to MagSafe compatible portable batteries and much more. A highlight of the new sale is the 14-in-1 Thunderbolt 5 Dock for $339.99, down from $399.99.

$60 OFFAnker 14-in-1 Thunderbolt 5 Dock for $339.99
Wall Chargers

Nano USB-C 30W Foldable Charger - $12.19, down from $19.99
70W 3-Port USB-C Charger Block - $34.49, down from $49.99
160W 3-Port GaN Charger Block - $107.49, down from $149.99
Wireless Chargers

10,000 mAh Magnetic Power Bank - $39.99, down from $49.99
MagGo UFO 3-in-1 Charger - $61.99, down from $89.99
3-in-1 Prime Qi2 Charging Station - $160.99, down from $229.99
Portable Chargers

5,000 mAh Ultra Slim Magnetic Power Bank - $41.24, down from $54.99
10,000 mAh MagGo Qi2 Power Bank - $59.49, down from $89.99
20,000 mAh 3-Port Power Bank - $128.99, down from $179.99
Docks

14-in-1 Thunderbolt 5 Dock - $339.99, down from $399.99 Apple Watch


Series 11

Amazon and Best Buy this week have all-time low prices on the Apple Watch Series 11, with $100 discounts across numerous models of the smartwatch. These discounts beat the Black Friday prices we saw last month by about $30, and both retailers have delivery options that provide guaranteed arrival dates before Christmas.

$100 OFFApple Watch Series 11 (42mm GPS) for $299.00
$100 OFFApple Watch Series 11 (46mm GPS) for $329.00
$100 OFFApple Watch Series 11 (42mm Cell) for $399.00
$100 OFFApple Watch Series 11 (46mm Cell) for $429.00SE 3

For the Apple Watch SE 3, you'll find $50 discounts on a few models on Amazon, with prices starting at $199.00 for the 40mm GPS model. Both sizes of the GPS model have guaranteed delivery dates before Christmas as of writing, with some same-day delivery in select locations as well.

$50 OFFApple Watch SE 3 (40mm GPS) for $199.00
$50 OFFApple Watch SE 3 (44mm GPS) for $229.00HomePod



Last month, Best Buy introduced one of the first discounts on the HomePod that we've seen in years, and the retailer has brought back this sale in time for Christmas. You can get the 2nd Gen HomePod for $269.99, down from $299.99, in both Midnight and White color options.

$30 OFFHomePod for $269.99Apple Pencil Pro



Amazon has the Apple Pencil Pro available for $94.99, down from $129.00, which is a match for the all-time low price.

$34 OFFApple Pencil Pro for $94.99iPhone 17 Cases



Amazon this week brought back big discounts across Apple's Clear, Silicone, and TechWoven Cases for the iPhone 17 and iPhone Air lineup. Items on sale include Clear, Silicone, and TechWoven Cases for the iPhone 17, iPhone 17 Pro, iPhone 17 Pro Max, and iPhone Air.

UP TO 50% OFFiPhone 17 Cases at Amazon
iPhone Air
Clear Case - $37.99, down from $49.00
iPhone 17
Clear Case - $22.09 with on-page coupon, down from $49.00
Silicone Case - $37.99, down from $49.00
iPhone 17 Pro
Clear Case - $37.99, down from $49.00
Silicone Case - $37.99, down from $49.00
TechWoven Case - $44.00, down from $59.00
iPhone 17 Pro Max
Clear Case - $37.99, down from $49.00
Silicone Case - $37.99, down from $49.00
TechWoven Case - $44.00, down from $59.00

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



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December 15, 2025Dec 15

X App for iOS Now Includes Widgets for Lock Screen and Home Screen

X App for iOS Now Includes Widgets for Lock Screen and Home Screen

X (Twitter) has rolled out a set of widgets for its iOS app, enabling users to add feeds to their Home screen as well as a real-time notification count to their Lock Screen.


The Home screen widget offers only one kind, called "X News Highlights," which displays headlines of what's trending on the social media platform. The widget is available in three sizes.

There's more to be said for the Lock Screen widgets, which all come in larger and smaller kinds. "X Notifications" shows the user's notification count, while "X Messages" displays the number of unread messages in X Chat (encrypted DMs). There are also two Grok AI widgets, one for jumping straight into chat and one for voice conversations.

Apple actually teased Twitter Home screen widgets at WWDC 2020 during its iOS 14 preview, but they never came to anything, until now.

X/Twitter used to be the go-to place for breaking news and real-time information, but changes to the platform brought about by owner Elon Musk have been criticised for causing feeds to be increasingly awash with fake accounts, AI slop, and misinformation. Tag: Twitter
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December 15, 2025Dec 15

AirPods Max 2 Likely to Offer These 10 New Features

AirPods Max 2 Likely to Offer These 10 New Features

Apple released the AirPods Max on December 15, 2020, meaning the over-ear headphones launched five years ago today. While the AirPods Max were updated with a USB-C port and new color options last year, followed by support for lossless audio and ultra-low latency audio this year, the headphones lack some of the features that have been introduced for newer generations of the regular AirPods and the AirPods Pro.


Fortunately, it has been rumored that Apple plans to update the AirPods Max within the next few years, and they will likely receive the following 10 changes.

Earlier this year, Apple supply chain analyst Ming-Chi Kuo said he expected lighter AirPods Max to enter mass production in 2027. However, he did not outline any other planned upgrades beyond the headphones apparently weighing less.

The current AirPods Max weigh 0.85 pounds, excluding the charging case, according to Apple.

AirPods Max still have Apple's H1 chip from 2019, so it is very likely that a second-generation pair would be equipped with the H2 chip or newer. That should unlock at least seven upgrades, including improved sound quality, increased active noise cancellation, longer battery life, Adaptive Audio, Personalized Volume, Conversation Awareness, and the ability to use "Siri" instead of "Hey Siri."

Adaptive Audio adjusts Active Noise Cancellation based on your environment — you can customize the setting to allow more or less ambient noise. Personalized Volume is a similar feature that adjusts your AirPods volume based on both your surroundings and your volume preferences. Conversation Awareness temporarily lowers your volume and enhances voices in front of you while you are talking with someone.

Other likely changes include new color options for the ear cushions and headband, as well as a redesigned carrying case. Hopefully the case gains an Ultra Wideband chip, which would unlock Precision Finding in the Find My app.

In the U.S., AirPods Max remain priced at $549, but they are frequently on sale for less at Amazon and other resellers. Unless you really want AirPods Max now, we are now at a point where waiting for the 2027 model is worthwhile.Related Roundup: AirPods MaxBuyer's Guide: AirPods Max (Neutral)Related Forum: AirPods
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December 15, 2025Dec 15

The 5 power skills every CISO needs to master in the AI era

The 5 power skills every CISO needs to master in the AI era

At one global manufacturing client, an AI model flagged a potential breach pattern that turned out to be normal behavior from a test server. The system wasn’t wrong — but the humans stopped questioning it. It took a single analyst with strong data storytelling skills to realize the oversight and prevent a full production shutdown. That’s what separates automation from understanding.
The shift no security leader can ignore
When I began advising CISOs and cybersecurity leaders in critical industries, the conversations were about firewalls, audit checklists and incident response playbooks. Then automation arrived — and, soon after, artificial intelligence. Suddenly, everything we thought defined technical excellence began to evolve.
Today, AI has become both an equalizer and a differentiator. It accelerates detection, automates response and surfaces insights we couldn’t see before. But here’s the paradox: the smarter our tools become, the more human our differentiators need to be — with AI acting as a force multiplier for skills like critical thinking and data fluency.
That’s why a new generation of power skills is emerging — the capabilities that will determine which cybersecurity professionals remain indispensable in the decade ahead.
By 2030, nearly half of all cybersecurity tasks will be automated — but the leaders who thrive won’t be the ones coding faster. They’ll be the ones thinking deeper.
Why traditional skill sets are no longer enough
CISO action item: Run a 1-hour “AI Bias Audit” on your top 3 detection rules this quarter.
Ask: “What data is missing? Who is underrepresented?”
According to the World Economic Forum’s Future of Jobs Report, nearly 40% of core job skills will change by 2030, driven primarily by AI, data and automation.
For security professionals, this means that expertise in network defense, forensics and patching — while still essential — is no longer enough to create value. The real impact comes from how we interpret, communicate and apply what AI enables.
AI doesn’t just speed up decisions — it reshapes them. When a model identifies an anomaly, we need humans who can:
Translate it into business risk, Challenge the model’s assumptions and Communicate the findings clearly to leadership. That’s not a technical ability. That’s a power skill.
The 5 new power skills for the AI era
1. Data fluency and analytical thinking
Cybersecurity is now inseparable from data science. Every alert, log and anomaly is a data problem first — and a security problem second. In my consulting work, I’ve seen teams fail not because their tools were weak, but because their analysts couldn’t interpret what the data truly meant.
Being data fluent means questioning the data, recognizing bias in models and turning analytics into narratives that drive decisions.
2. Risk literacy and governance intelligence
AI introduces new risk categories — from algorithmic bias to model transparency and explainability. Future-ready CISOs must understand these challenges, not just from a compliance angle, but as part of strategic governance.
Emerging frameworks set the tone:
NIST AI Risk Management Framework (AI RMF 1.0) U.S. Executive Order on Safe, Secure and Trustworthy AI Risk literacy isn’t just about security controls — it’s about anticipating where technology, ethics and law intersect.
3. Executive communication
I’ve sat in boardrooms where brilliant engineers failed to influence executives because their insights were lost in translation.
In the AI era, clarity equals influence. The ability to write, present and simplify complex concepts — especially when dealing with probabilistic AI outcomes — determines who gets heard and who doesn’t.
Effective communication is no longer “soft.” It’s strategic.
4. Cross-functional collaboration
AI doesn’t exist in silos — and neither should cybersecurity. The most successful programs today bring together:
Data scientists Privacy officers Operations leaders Legal advisors Real-world impact: At a global energy provider with 40,000 endpoints, a joint AI threat modeling workshop between security and data science teams cut mean-time-to-detect (MTTD) for ransomware precursors from 14 hours to 4 hours — not through new tools, but through shared context.
That’s the tangible value of collaboration.
5. Ethical foresight and creative thinking
As AI blurs the line between automation and autonomy, human judgment becomes the final safeguard. Questions like “Should we?” will matter more than “Can we?”.
Professionals who can anticipate unintended consequences — from biased AI outputs to over-reliance on automation — will be the ethical backbone of digital trust.
Empathy and creativity, once considered “soft skills,” are now among the hardest skills to automate.
The dual edge of AI in cybersecurity
AI isn’t just transforming defense — it’s transforming offense.
Generative models enable:
Hyper-targeted phishing Automated reconnaissance Synthetic identity attacks At the same time, AI-powered detection and response tools identify shadow IT, data leaks and persistent threats at unprecedented speed. But there’s a catch: AI amplifies both strengths and weaknesses.
Poor data governance → model drift Incomplete context → false positives Without ethical and human oversight → disastrous decisions That’s why building the human layer of cybersecurity — judgment, ethics and context — is now mission-critical.
For years, CISOs have been judged on the absence of incidents. But AI changes that metric. When algorithms take over detection and reporting, visibility doesn’t mean accountability. The challenge is shifting from preventing breaches to proving control — not through dashboards, but through narrative and governance. The CISO’s new dilemma is this: how do you lead when the system knows more than you do?
Building the future-ready security team
Three actions to take this quarter:
Invest in power skills — not just tools. Perform regular skill-gap analyses that include communication, governance literacy and data storytelling. AI can automate tasks, but not wisdom. Encourage continuous learning. AI evolves faster than any policy. Create programs for:
Red-teaming AI systems Collaborative simulations across departments Integrate disciplines. Combine cybersecurity, data science and business strategy. This multi-lens approach strengthens both resilience and innovation.
Leadership takeaways
Translate technical insights into executive language. Treat AI like a team member, not a tool. Reward curiosity, not only compliance. Build trust faster than you build automation. Redefining CISO success metrics
Tomorrow’s CISOs will be measured less by incident counts and more by how effectively they align AI-driven security initiatives with business outcomes.
New KPIs to consider:
% of AI alerts translated into executive risk briefings Cross-functional project velocity (security + data science) Ethical AI review completion rate Championing ethical innovation
Make AI ethics a standing agenda item in every risk review.
Transparency and accountability should be as central to cybersecurity as encryption and patching.
What this means for cyber leaders
The biggest myth in security is that technical mastery equals longevity. In truth, the more we automate, the more we value human differentiation.
Success in the next decade won’t depend on how much code you can write — but on how effectively you can connect, translate and lead across systems and silos.
When I look at the most resilient organizations today, they share one trait: They see cybersecurity not as a control function, but as a strategic enabler. And their leaders? They’re fluent in both algorithms and empathy.
The future of cybersecurity belongs to those who build bridges — not just firewalls.
Cybersecurity is no longer a war between humans and machines — it’s a collaboration between both. The organizations that succeed will be the ones that combine AI’s precision with human empathy and creative foresight. As AI handles scale, leaders must handle meaning. And that’s the true essence of power skills.
The future of cybersecurity belongs to those who can blend AI’s precision with human expertise — and lead with both.
Next steps: Start this quarter
Add AI ethics to your risk committee agenda Pilot a joint security/data science sprint Measure your team’s “data storytelling” maturity This article is published as part of the Foundry Expert Contributor Network.
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December 15, 2025Dec 15

Kindle App Now Includes AI Assistant for Character and Plot Questions

Kindle App Now Includes AI Assistant for Character and Plot Questions

Amazon has added a new feature to its Kindle app on iOS that uses artificial intelligence to answers questions about the book you're reading, the company has announced.


Available in the U.S. only, "Ask This Book" is described as an "expert reading assistant" that allows users to highlight any passage in what they are reading and ask questions about plot details, character relationships, and thematic elements. The feature's answers are spoiler-free, revealing information only up to the current reading position. The in-book chatbot is available in books by default, and authors cannot opt out.

With the latest Kindle app update installed, readers in the U.S. can find the feature in the in-book menu, or simply highlight any passage and tap "Ask" in the contextual pop-up menu.

Ask This Book is currently limited to English-language books. Amazon plans to add the feature to Kindle devices and Android OS next year.Tag: Amazon
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December 15, 2025Dec 15

Apple's AirTag 4-Pack Is The Perfect Stocking Stuffer at $69.99 on Amazon

Apple's AirTag 4-Pack Is The Perfect Stocking Stuffer at $69.99 on Amazon

Apple's AirTag 4-Pack has dropped to $69.99 today on Amazon, down from the original price of $99.00. Prime members can get the accessory delivered today in many locations, while free shipping options put it arriving in time for Christmas, around Saturday, December 20.

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

If you prefer shopping at Best Buy, you'll find a matching deal on the AirTag 4-pack this week. Overall, this is a solid second-best price on the AirTag 4-pack, and the first notable deal we've seen on the Bluetooth tracker since Black Friday.

$29 OFFAirTag 4-Pack for $69.99

If you're shopping for a single AirTag, Amazon has the AirTag 1-Pack for $24.00, down from $29.00. If you're on the hunt for more discounts, be sure to visit our Apple Deals roundup where we recap the best Apple-related bargains of the past week.



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December 15, 2025Dec 15

FreePBX Patches Critical SQLi, File-Upload, and AUTHTYPE Bypass Flaws Enabling RCE

FreePBX Patches Critical SQLi, File-Upload, and AUTHTYPE Bypass Flaws Enabling RCE

Multiple security vulnerabilities have been disclosed in the open-source private branch exchange (PBX) platform FreePBX, including a critical flaw that could result in an authentication bypass under certain configurations. The shortcomings, discovered by Horizon3.ai and reported to the project maintainers on September 15, 2025, are listed below - CVE-2025-61675 (CVSS score: 8.6) - NumerousView the full article

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December 15, 2025Dec 15

Ransomware-Bande attackiert Ideal Versicherung

Ransomware-Bande attackiert Ideal Versicherung

Who is Danny – shutterstock.com
Auf seiner Webseite informiert das Versicherungsunternehmen Ideal aktuell über einen Cyberangriff. Die Systeme seien vorsorglich vom Netz genommen worden und der Geschäftsbetrieb würde nur noch eingeschränkt funktionieren, heißt es.
Die zur Versicherungsgruppe gehörende Ahorn AG ist demnach ebenfalls von dem IT-Ausfall betroffen. Hingegen blieb das Tochterunternehmen myLife Lebensversicherung verschont.
Offenbar kein Missbrauch von Kundendaten
„Unser IT-Sicherheitsteam arbeitet gemeinsam mit externen Spezialisten und den Ermittlungsbehörden daran, den Vorfall zu analysieren und betroffene Systeme schrittweise wieder herzustellen“, versichert Maximilian Beck, Vorstandsvorsitzender der Ideal Gruppe. „Die Infrastruktur unserer Vertriebs- und Geschäftspartner ist nach aktuellem Kenntnisstand nicht betroffen. Derzeit liegen auch keine Hinweise auf einen Missbrauch von Kundendaten vor.“
Einer offiziellen Mitteilung zufolge ist die berüchtigte Ransomware-Gruppe Akira für den Angriff verantwortlich. Laut Security-Experten zählt sie weltweit zu den fünf gefährlichsten Erpresserbanden. Die Hackergruppe ist vor allem durch den verheerenden Angriff auf den kommunalen Dienstleister Südwestfalen IT (SIT) bekannt geworden.
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December 15, 2025Dec 15

AirPods Max Launched Five Years Ago Today

AirPods Max Launched Five Years Ago Today

Apple's AirPods Max launched five years ago today, marking the company's first push into the high-end over-ear headphones market under its own brand name.


Rumors about Apple's work on a pair of high-end headphones, at the time believed to be called the "AirPods Studio," heated up throughout 2020. They were announced abruptly via a somewhat unexpected press release on December 8, 2020 and went on sale the same day. Orders started arriving to customers one week later on Tuesday, December 15.

The ‌AirPods Max‌ offer many popular AirPods features such as the H1 chip, easy pairing, Active Noise Cancellation, Transparency mode, automatic switching, and Spatial Audio with dynamic head tracking, but in a premium over-ear design for the first time. They also offer a headband made of a flexible mesh canopy, replaceable magnetic earcups, a Digital Crown for physical volume controls, a button for switching between ANC and Transparency, and a Smart Case for storage and to put the headphones into a low power state.

Demand for the ‌AirPods Max‌ was high immediately after launch, with shipping estimates that stretched out several months. Initial reviews of AirPods Max were favorable, applauding the headphones for being "more than enough to compete with other high-end headphones" in terms of design and sound quality. While the recommended retail price remains at $549, the ‌AirPods Max‌ are often available with discounts of over $100.

The ‌AirPods Max‌ have also been subject to criticism since their launch, including for their price relative to rival sets of high-end over-ear headphones, the design of the Smart Case, condensation inside the earcups, poor battery life (something that was later fixed via a software update), ANC strength seemingly being reduced over time, the over-head canopy's poor durability, and the long period in which the device has been left without meaningful hardware update.

Last year, Apple refreshed the AirPods Max's selection of color options and swapped the Lightning port for USB-C, but there were no other changes. Since the changes were so minor, Apple does not seem to consider the "new" model a second-generation.Related Roundup: AirPods MaxBuyer's Guide: AirPods Max (Neutral)Related Forum: AirPods
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December 15, 2025Dec 15

No more orange juice? Why one ship reveals America’s maritime cybersecurity crisis

No more orange juice? Why one ship reveals America’s maritime cybersecurity crisis

A single vessel called the Orange Star docks at Port Elizabeth in New Jersey, carrying 38,848 cubic meters of orange juice concentrate. One ship, arriving weekly, supplies orange juice used by all of the city’s major retailers. If Port Elizabeth’s systems went down tomorrow due to a cyber attack, 46 million consumers within the four-hour trucking radius would feel the impact within days.
The threat is real. The recent government shutdown furloughed CISA and FEMA staff at a critical time of exposure and vulnerability. The legal framework that allowed threat intelligence sharing between government and industry? That expired on September 30th when Congress failed to reauthorize the Cybersecurity Information Sharing Act of 2015. And the malware? That’s already in place, pre-positioned by nation-state actors waiting for the right geopolitical moment to trigger it.
This is what one might call the “perfect storm of vulnerability,” and it’s hitting US maritime infrastructure right now.
The evidence isn’t theoretical
In late 2024, hackers hit the Port of Seattle with ransomware, demanding $6 million and releasing sensitive data on the dark web when their demands weren’t met. But the real threat extends far beyond opportunistic ransomware actors.
As a member of the Area Maritime Security Committee (AMSC) for Sector New York with the US Coast Guard, I see firsthand how maritime facilities are preparing for the new Title 33 CFR cybersecurity requirements that went into effect in July 2025. Some ports, like the Port Authority of New York and New Jersey, have the resources and maturity to comply. They’ve been conducting penetration tests, red team exercises and tabletop drills for years.
But what about the other 2,300+ facilities regulated under the Maritime Transportation Security Act (MTSA)?
Consider SeaPort Manatee in Florida — a facility that moved 11.8 million tons of cargo in 2024, generating $7.3 billion in economic impact. They spent $97,500 on a cybersecurity assessment in June 2024, with 75% funded by a DHS FEMA Port Security Grant Program. That’s one facility doing it right. But while they were still recovering from Hurricane Milton damage, how many smaller facilities were scrambling to find even that level of funding?
When Japan’s Port of Nagoya was hit by ransomware in 2023, originally attributed to the Russian-affiliated LockBit gang, the central computer system was compromised and cargo operations were suspended for several days. The 2021 Suez Canal blockage by the Ever Given — a physical incident, not cyber — caused an estimated $10 billion per day in stalled trade. Now imagine that disruption triggered deliberately by malware already embedded in port systems such as gantry cranes.
This is a workforce problem, not a vendor problem
The new regulations require all 3,000 MTSA facilities to designate a cybersecurity officer (why the Coast Guard named them CySOs and couldn’t just call them CISOs, I do not know). Finding hundreds of qualified people who understand both operational technology in maritime environments and cybersecurity is nearly impossible. Many facilities are looking at IT professionals who will require cross-training on maritime technology systems and assets with 30+ year life cycles. This is quite different from the capital expenditure write-off of a laptop every 3–5 years.
Especially concerning is the fact that thousands of CISOs are considering leaving their corporate roles because they’re tired of being used as scapegoats when breaches occur. Hopefully, some are now looking for side work as part-time contractors with maritime facilities, treating it as job-loss mitigation while doing something that gives them genuine job satisfaction. If hired, they would immediately see the benefits of their work improving the security posture of a port facility in their hometown.
This is our critical infrastructure protection strategy: exhausted professionals moonlighting because facilities can’t afford full-time qualified staff.
What developers and security teams can actually do
If you’re reading this and thinking, “I don’t work at a port, why does this matter?” then consider your own supply chain dependencies. Your company most likely delivers services using third-party solutions, many of which depend on maritime logistics you never even think about. The systemic risk that emerges from complex systems means a port shutdown doesn’t just delay Amazon deliveries.
During the pandemic, we couldn’t get toilet paper or laptops. Our supply chains were deeply disrupted by a health crisis. Now imagine that kind of pervasive disruption triggered deliberately, with government cybersecurity staff having been furloughed at a critical moment or no legal framework to safely share threat intelligence because Congress let it expire.
Three concrete steps for this quarter:
If you’re responsible for critical infrastructure or provide services for core supply chain systems, conduct a realistic resilience assessment of what a 72-hour maritime disruption would mean for your operations. Not a theoretical risk assessment but a practical business continuity exercise. For mid-sized facilities facing these requirements, budget between $20,000–$25,000 for penetration testing. Explore FEMA’s State and Local Cybersecurity Grant Program (SLCGP), though be aware these often have non-federal match funding requirements. Better yet, find ways for academia, private sector and public sector entities to collaborate, such as the MTS-ISAC, rather than forging ahead in isolation. If you’re a CISO considering what’s next in your career, consider that maritime facilities desperately need your expertise. This isn’t corporate security theater. This is mission-critical work protecting infrastructure that millions depend on. That you and your family depend on. The saber-rattling is getting louder
The current geopolitical climate has maritime security at a heightened level of readiness for international conflict. If a nation-state wanted to discourage US intervention in some form of aggression in APAC, South America or elsewhere, the malware is already believed to be in place, ready to be triggered.
In my discussions as part of the AMSC, we workshop scenarios constantly. What counts as an incident when the MARSEC (MARitime SECurity) Level needs to be elevated from 1 to 2 for a cybersecurity threat? MARSEC Level 2 requires additional protective security measures for a period of time across nautical facilities and vessels.
This is the kind of thing that hasn’t happened yet, but for which we train constantly. The challenge is that anything compromising safety systems in a port would trigger a shutdown of the entire port. There’s an element of systemic risk to the complex ecosystem that ports support that includes rail, trucking, shipping, fuel or, yes, that weekly orange juice delivery.
The US Coast Guard has been granted fairly large powers of authority in the event of an incident. But those powers are compromised when CISA staff have been furloughed and threat intelligence sharing has lost its legal protection. We can expect asset owners and sector agencies to continue to collaborate, but they will be doing so with additional (and avoidable) risk.
Monday morning action items
I lived in Manhattan during the first COVID lockdowns. I saw SWAT teams with sniper rifles taking up positions on rooftops across from grocery stores. That was contingency planning that thankfully didn’t need to be activated. But it revealed something crucial: Anything that threatens the ability to procure basic necessities will rapidly escalate in ways we’d rather not contemplate.
The orange juice example isn’t about orange juice. It’s about what the Orange Star represents. A complex system held together by aging infrastructure that 3,000 facilities now need to better secure, with cybersecurity officers they don’t have, using grant funding that was stuck during the government shutdown, while the legal framework for threat sharing has expired and nation-state malware sits dormant in their systems.
What you should do Monday morning: Elevate the discussion around cybersecurity risk with elected officials, boards of directors and everyday citizens. Accept the mantra of incident response: it’s not a matter of if, but rather just a matter of when.
As an information security professional who has worked in this industry for 30+ years and who has given birth to major ecommerce sites in the Web 1.0 dotcom bubble, building and protecting banks and critical infrastructure in the ensuing years, I am not optimistic. Do we have the gumption and grit to do what’s needed?
We must work together now with focus, conviction and verve, because the alternative is unthinkable. I mention the word “verve” because I feel there must be a creative energy to how we champion our collective resilience and how we defend our community, our democracy and our way of life.
There’s no incident response plan for a perfect storm. Only preparation before it hits.

This article is published as part of the Foundry Expert Contributor Network.
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December 15, 2025Dec 15

Toyota to Gain Apple Car Keys Support

Toyota to Gain Apple Car Keys Support

Apple is preparing to bring support for its Car Keys feature to Toyota vehicles, evidence uncovered by MacRumors suggests.


Toyota introduced its own Digital Key feature as part of the available Remote Connect package several years ago, which allows drivers to use their smartphone as a key to access and drive the vehicle. Now, the company appears to be adding support for Apple ‌Car Keys‌, with the feature going live as of today on Apple's back end.

Introduced in 2022, ‌Car Keys‌ allows an iPhone or Apple Watch to unlock a vehicle via the Wallet app. A digital version of a car key is stored in the Wallet, and unlocking can be completed by holding an Apple Watch or ‌‌iPhone‌‌ near a compatible vehicle's NFC reader.

Tapping on the door handle is enough to initiate an unlock, and while Face ID authentication is a security option, Apple offers an Express Mode that eliminates the need to authenticate for an even faster unlocking process.

It is unclear when Toyota will roll out support for ‌Car Keys‌ to its vehicles, and the company has not yet made any announcements related to the feature, but it is likely to be relatively soon since the feature is now live on Apple's back end.

At WWDC 2025, Apple confirmed that 13 vehicle brands would "soon" add support for digital car keys, including Audi, Acura, Porsche, GMC, Cadillac, Chevrolet, Rivian, Smart, Lucid Motors, Tata Motors, Hongqi, WEY, Chery, and Voyah.

Vehicles from BMW, Genesis, Kia, Hyundai, Lotus, Mercedes, Volvo, and more already offer car keys support, with a list available on MacRumors.Tags: iPhone Car Keys, Toyota
This article, "Toyota to Gain Apple Car Keys Support" first appeared on MacRumors.com

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December 15, 2025Dec 15

UK Wants All iPhones to Block Explicit Images Unless You Prove Age

UK Wants All iPhones to Block Explicit Images Unless You Prove Age

Apple and Google will soon be "encouraged" to build nudity-detection algorithms into their software by default, as part of the UK government's strategy to tackle violence against women and girls, reports the Financial Times.


According to the report, Home Office officials want device operating systems to prevent any nudity from being displayed unless users can verify that they're adults through biometric checks or official ID.

The proposal is said to target mobile devices initially, but it could extend to desktops. The government reportedly explored making the controls mandatory for devices sold in the UK, but it has apparently decided against that approach for now.

Apple currently offers Communication Safety tools that parents can activate and which detect nude photos and videos in apps like Messages, AirDrop, and FaceTime. However, teenagers can still view flagged images after dismissing an alert, while under-13s must enter a passcode.

Google also provides parental controls through its Family Link feature and includes "sensitive content warnings" in Google Messages. But neither company offers system-wide nudity blocking that extends to third-party apps like WhatsApp.

The proposal is sure to face objections from privacy and civil liberties groups, as well as questions about how effective any such measures would be. When the UK instituted age checks for porn websites earlier this year as part of the Online Safety Act, users got around restrictions using fake photos and VPN services.

The proposals are expected to be officially unveiled in the coming days, according to people familiar with the matter who spoke to FT.Tags: Apple Child Safety Features, Financial Times, United Kingdom
This article, "UK Wants All iPhones to Block Explicit Images Unless You Prove Age" first appeared on MacRumors.com

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December 15, 2025Dec 15

⚡ Weekly Recap: Apple 0-Days, WinRAR Exploit, LastPass Fines, .NET RCE, OAuth Scams & More

⚡ Weekly Recap: Apple 0-Days, WinRAR Exploit, LastPass Fines, .NET RCE, OAuth Scams & More

If you use a smartphone, browse the web, or unzip files on your computer, you are in the crosshairs this week. Hackers are currently exploiting critical flaws in the daily software we all rely on—and in some cases, they started attacking before a fix was even ready. Below, we list the urgent updates you need to install right now to stop these active threats. ⚡ Threat of the Week Apple andView the full article

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Hacker News

December 15, 2025Dec 15

A Browser Extension Risk Guide After the ShadyPanda Campaign

A Browser Extension Risk Guide After the ShadyPanda Campaign

In early December 2025, security researchers exposed a cybercrime campaign that had quietly hijacked popular Chrome and Edge browser extensions on a massive scale. A threat group dubbed ShadyPanda spent seven years playing the long game, publishing or acquiring harmless extensions, letting them run clean for years to build trust and gain millions of installs, then suddenly flipping them intoView the full article

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Hacker News

December 15, 2025Dec 15

CISA orders immediate patching as GeoServer flaw faces active exploitation

CISA orders immediate patching as GeoServer flaw faces active exploitation

CISA is sounding the alarm over a critical vulnerability in GeoServer that is being actively exploited in the wild, ordering federal agencies to patch immediately.
The flaw, tracked as CVE-2025-58360, is an unauthenticated XML External Entity (XXE) vulnerability affecting GeoServer versions 2.26.1 and earlier. When exploited, the bug lets attackers retrieve arbitrary files from vulnerable servers, allowing data theft, denial-of-service attacks, or server-side request forgery (SSRF) that can expose internal systems.
GeoServer, an open-source platform for publishing and sharing geospatial data, is widely used across civilian, scientific, and defense-linked federal environments. “GeoServer is widely used across federal agencies that manage land, water, and geoscience data,” said Louis Eichenbaum, federal CTO of ColorTokens, noting that it often runs alongside ArcGIS and remains connected back to enterprise GIS systems, even in otherwise segmented or air-gapped deployments.
CISA added CVE-2025-58360 to its Known Exploited Vulnerabilities (KEV) catalog this week, citing active exploitation. Advisories from Wiz and the Canadian Centre for Cyber Security indicate that exploit code has circulated since late November, giving attackers a head start before coordinated patching could happen.
An exposed platform with real intelligence value
CVE-2025-58360 (CVSS 9.8 out of 10) stems from GeoServer’s handling of XML input using an insecurely configured XML parser that fails to properly restrict external entity references. A crafted request can force the server to fetch local files or make internal network requests, enabling unauthenticated file disclosure and potential SSRF against systems the GeoServer instance can access.

While XXE bugs are a familiar class of vulnerability, researchers warn that GeoServer’s role inside government environments makes this flaw particularly sensitive. According to Shadowserver, at least 2451 IP addresses with GeoServer fingerprints are currently observable, while Shodan reports more than 14,000 GeoServer instances exposed online.
“What concerns me most about CVE-2025-58360 is that GeoServer has become a strategic intelligence-collection platform for nation-state adversaries,” said Certis Foster, senior threat hunter lead at Deepwatch. “This isn’t companies tracking weather or logistics anymore; this is coordinated infrastructure reconnaissance at scale.”
Foster warned that unauthenticated access through the bug could allow adversaries to extract geospatial intelligence tied directly to energy assets, weather systems, and military locations.
CISA’s alert marks the third GeoServer vulnerability it has flagged as actively exploited in just over a year, following warnings in June 2024 and July 2024 related to earlier flaws. The pattern suggests GeoServer is no longer an incidental target but a recurring one.
Why patching alone may not be enough
While CISA has mandated patching for federal agencies, experts caution that speed is often constrained by operational realities, including asset discovery, dependency mapping, and change-management windows, that can slow even well-resourced teams.
“When vulnerabilities are disclosed in widely deployed platforms like GeoServer, almost no federal agency can realistically patch fast enough,” Eichenbaum noted. “Even if they could, by the time a notice is public, the adversary may already be exploiting it.” That reality reinforces the need for “breach-ready” posture grounded in Zero Trust principles, he added.
Venky Raju, field CTO at ColorTokens, echoed the concern, saying, “open-source developers are quick to respond with fixes, however, enterprises may not be able to patch servers due to internal challenges.” As an interim measure, he recommended isolating affected GeoServer instances using microsegmentation controls to restrict lateral movement, while still maintaining mission operations.
While the CISA notice applied to Federal Civilian Executive Branch (FCEB) agencies, directing them to patch before December 26, 2025, it “strongly urged” all organizations to timely remediate the issue.
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December 15, 2025Dec 15

Microsoft stellt neue Sicherheitsstrategie vor

Microsoft stellt neue Sicherheitsstrategie vor

bluestork – shutterstock.com
Cyberangriffe beschränken sich heutzutage nicht auf bestimmte Unternehmen, Produkte oder Dienstleistungen – sie finden dort statt, wo die Schwachstellen sind. Zudem werden die Attacken mit Hilfe von KI-Tools immer ausgefeilter. Vor diesem Hintergrund hat Microsoft seinen neuen Security-Ansatz „In Scope by Default“ auf der Black Hat Europe angekündigt.
Demnach kommt künftig jede „kritische Schwachstelle“ mit „nachweisbaren Auswirkungen“ auf die Online-Dienste von Microsoft für eine Prämie in Frage. Dies gilt sowohl für Code, den Microsoft verwaltet, als auch für alles, was von Dritten oder über Open Source bereitgestellt wird.
„Den Angreifern ist es egal, wem der Code gehört, den sie auszunutzen versuchen”, schreibt Tom Gallagher, Vice President of Engineering beim Microsoft Security Response Center, in einem Blogbeitrag. „Der gleiche Ansatz sollte auch für die Sicherheits-Community gelten, die mit uns zusammenarbeitet, um wichtige Erkenntnisse zum Schutz unserer Kunden zu liefern.”
Ziel ist es, „Anreize für die Forschung zu schaffen“
Gallagher betont, dass Microsoft „alles tun wird, was nötig ist“, um aufgetretene Probleme zu beheben. Er weist darauf hin, dass das Unternehmen bereits im Jahr 2024 im Rahmen seines Bug-Bounty-Programms und seiner Live-Hacking-Events mehr als 17 Millionen Dollar ausgeschüttet hat. Die veränderte Strategie werden die Berechtigung zur Förderung noch erweitern.
„Unser Ziel ist es, Anreize für die Forschung in den Bereichen mit dem höchsten Risiko zu schaffen, insbesondere in Bereichen, die von Angreifern am ehesten ausgenutzt werden“, erklärt der Microsoft-Experte.
Die Förderung im Rahmen des Bug-Bounty-Programms umfasst nun:
Microsoft-eigene Domains und Cloud-Dienste: Sicherheitsforscher ohne Insider-Kenntnisse bei Microsoft werden ermutigt, sich gemäß vereinbarten Regeln auf die Infrastrukturen des Unternehmens zu konzentrieren. Code von Drittanbietern, einschließlich Open Source: In Fällen, in denen es in diesem Bereich noch kein Bug-Bounty-Programm gibt, wird Microsoft nun eines anbieten. Die Identifizierung von Schwachstellen in Code von Drittanbietern kann dazu beitragen, die Messlatte für „alle, die sich auf diesen Code verlassen“, höher zu legen, so Gallagher. Forscher können ihre Ergebnisse zur Bewertung und zur koordinierten Offenlegung auf einer Online-Plattform von Microsoft einreichen. Auf diese Weise werden Schwachstellen vertraulich gemeldet, um diese Probleme zu diagnostizieren und zu beheben, bevor sie öffentlich bekannt gegeben werden.
Microsoft und seine Partner befolgen die Regeln für verantwortungsbewusste Sicherheitsforschung, so Gallagher, die eine Vielzahl von Red-Teaming-Aktivitäten fördern. Dazu zählen
Schwachstellenbewertungen auf virtuellen Azure-Maschinen (VMs), das Testen der Spitzenkapazität, Versuche, aus Systemgrenzen und gemeinsam genutzten Servicecontainern auszubrechen, das Testen von Sicherheitsüberwachungs- und Erkennungssystemen, sowie die Bewertung des bedingten Zugriffs. Die Regeln verbieten es Red-Teams jedoch, Zugangsdaten zu verwenden oder darauf zuzugreifen, Phishing-Angriffe gegen Microsoft-Mitarbeiter zu starten oder Denial-of-Service-Tests durchzuführen, die übermäßigen Datenverkehr verursachen. Zudem ist es nicht gestattet, mit Speicherkonten zu interagieren, die nicht im Abonnement des Benutzers enthalten sind.
Vor- und Nachteile dieses Ansatzes
Die Ausweitung des Anwendungsbereichs ist nicht unbedingt neu, stellt Avakian von Info-Tech fest, „obwohl Cloud-Dienstleister (CSPs), Finanzinstitute und SaaS-Unternehmen engere Formulierungen veröffentlichen und viele Fälle durch Verhandlungen hinter den Kulissen regeln.“ Dem Experten zufolge hängt jedoch vieles nach wie vor stark vom guten Willen der Forscher und internen Ermessensentscheidungen ab.
„Der erweiterte Umfang von Microsoft ist etwas anders und könnte zu weniger Diskussionen führen, die Zeit kosten und zu Reibungen mit Forschern führen können“, so Avakian. „Außerdem sendet es ein besseres Signal: Wenn die Leute keine Disqualifizierung befürchten, sind sie eher bereit, Ergebnisse aus frühen Phasen einzureichen. Das ist großartig für Verteidiger und kann das Vertrauen in die Forschungsgemeinschaft stärken.“
Der Analyst räumt jedoch ein, dass es schwierig werden könnte, was die Menge[MB1]  der Bug Reports betrifft. Resultat seien möglicherweise mehr Berichten von geringer Qualität und spekulative oder „nebulöse“ Ergebnisse, mahnt der Info-Tech-Spezialist.
„Das Modell kann nur funktionieren, wenn die Schwere der Probleme konsequent bewertet wird“, so Avakian. Ansonsten könnten Angreifer indirekt davon profitieren, dass die Verteidigerteams überlastet sind, und potenzielle Störsignale echte Warnungen Signale übertönen.“
Letztendlich „ist der Umfang wirklich eine Frage der Unternehmensführung“, ergänzt Avakian und weist darauf hin, dass Unternehmen ins Hintertreffen geraten, wenn Schwachstellenprogramme immer noch in erster Linie darauf ausgerichtet sind, Auszahlungen zu reduzieren, Risiken zu minimieren und das Image der Marke zu schützen.
„Microsoft signalisiert, dass operative Klarheit defensiver Unklarheit überlegen ist“, so Avakian. Allerdings funktioniert „standardmäßig im Geltungsbereich“ nur mit der entsprechenden organisatorischen Reife.
„Wenn Sie nicht bereits über eine starke Governance, Triage-Prozesse, konsistente Schweregradmodelle und technische Verantwortlichkeit verfügen, wird es problematisch“, führt der Experte aus. „Automatisierung, Anreicherung und erfahrenes menschliches Urteilsvermögen sind hier wichtiger denn je, und Microsoft scheint eindeutig in dieses langfristige Spiel zu investieren.“ (jm)

 
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December 15, 2025Dec 15

Microsoft stellt neue Sicherheitsstrategie vor

Microsoft stellt neue Sicherheitsstrategie vor

bluestork – shutterstock.com
Cyberangriffe beschränken sich heutzutage nicht auf bestimmte Unternehmen, Produkte oder Dienstleistungen – sie finden dort statt, wo die Schwachstellen sind. Zudem werden die Attacken mit Hilfe von KI-Tools immer ausgefeilter. Vor diesem Hintergrund hat Microsoft seinen neuen Security-Ansatz „In Scope by Default“ auf der Black Hat Europe angekündigt.
Demnach kommt künftig jede „kritische Schwachstelle“ mit „nachweisbaren Auswirkungen“ auf die Online-Dienste von Microsoft für eine Prämie in Frage. Dies gilt sowohl für Code, den Microsoft verwaltet, als auch für alles, was von Dritten oder über Open Source bereitgestellt wird.
„Den Angreifern ist es egal, wem der Code gehört, den sie auszunutzen versuchen”, schreibt Tom Gallagher, Vice President of Engineering beim Microsoft Security Response Center, in einem Blogbeitrag. „Der gleiche Ansatz sollte auch für die Sicherheits-Community gelten, die mit uns zusammenarbeitet, um wichtige Erkenntnisse zum Schutz unserer Kunden zu liefern.”
Ziel ist es, „Anreize für die Forschung zu schaffen“
Gallagher betont, dass Microsoft „alles tun wird, was nötig ist“, um aufgetretene Probleme zu beheben. Er weist darauf hin, dass das Unternehmen bereits im Jahr 2024 im Rahmen seines Bug-Bounty-Programms und seiner Live-Hacking-Events mehr als 17 Millionen Dollar ausgeschüttet hat. Die veränderte Strategie werden die Berechtigung zur Förderung noch erweitern.
„Unser Ziel ist es, Anreize für die Forschung in den Bereichen mit dem höchsten Risiko zu schaffen, insbesondere in Bereichen, die von Angreifern am ehesten ausgenutzt werden“, erklärt der Microsoft-Experte.
Die Förderung im Rahmen des Bug-Bounty-Programms umfasst nun:
Microsoft-eigene Domains und Cloud-Dienste: Sicherheitsforscher ohne Insider-Kenntnisse bei Microsoft werden ermutigt, sich gemäß vereinbarten Regeln auf die Infrastrukturen des Unternehmens zu konzentrieren. Code von Drittanbietern, einschließlich Open Source: In Fällen, in denen es in diesem Bereich noch kein Bug-Bounty-Programm gibt, wird Microsoft nun eines anbieten. Die Identifizierung von Schwachstellen in Code von Drittanbietern kann dazu beitragen, die Messlatte für „alle, die sich auf diesen Code verlassen“, höher zu legen, so Gallagher. Forscher können ihre Ergebnisse zur Bewertung und zur koordinierten Offenlegung auf einer Online-Plattform von Microsoft einreichen. Auf diese Weise werden Schwachstellen vertraulich gemeldet, um diese Probleme zu diagnostizieren und zu beheben, bevor sie öffentlich bekannt gegeben werden.
Microsoft und seine Partner befolgen die Regeln für verantwortungsbewusste Sicherheitsforschung, so Gallagher, die eine Vielzahl von Red-Teaming-Aktivitäten fördern. Dazu zählen
Schwachstellenbewertungen auf virtuellen Azure-Maschinen (VMs), das Testen der Spitzenkapazität, Versuche, aus Systemgrenzen und gemeinsam genutzten Servicecontainern auszubrechen, das Testen von Sicherheitsüberwachungs- und Erkennungssystemen, sowie die Bewertung des bedingten Zugriffs. Die Regeln verbieten es Red-Teams jedoch, Zugangsdaten zu verwenden oder darauf zuzugreifen, Phishing-Angriffe gegen Microsoft-Mitarbeiter zu starten oder Denial-of-Service-Tests durchzuführen, die übermäßigen Datenverkehr verursachen. Zudem ist es nicht gestattet, mit Speicherkonten zu interagieren, die nicht im Abonnement des Benutzers enthalten sind.
Vor- und Nachteile dieses Ansatzes
Die Ausweitung des Anwendungsbereichs ist nicht unbedingt neu, stellt Avakian von Info-Tech fest, „obwohl Cloud-Dienstleister (CSPs), Finanzinstitute und SaaS-Unternehmen engere Formulierungen veröffentlichen und viele Fälle durch Verhandlungen hinter den Kulissen regeln.“ Dem Experten zufolge hängt jedoch vieles nach wie vor stark vom guten Willen der Forscher und internen Ermessensentscheidungen ab.
„Der erweiterte Umfang von Microsoft ist etwas anders und könnte zu weniger Diskussionen führen, die Zeit kosten und zu Reibungen mit Forschern führen können“, so Avakian. „Außerdem sendet es ein besseres Signal: Wenn die Leute keine Disqualifizierung befürchten, sind sie eher bereit, Ergebnisse aus frühen Phasen einzureichen. Das ist großartig für Verteidiger und kann das Vertrauen in die Forschungsgemeinschaft stärken.“
Der Analyst räumt jedoch ein, dass es schwierig werden könnte, was die Menge[MB1]  der Bug Reports betrifft. Resultat seien möglicherweise mehr Berichten von geringer Qualität und spekulative oder „nebulöse“ Ergebnisse, mahnt der Info-Tech-Spezialist.
„Das Modell kann nur funktionieren, wenn die Schwere der Probleme konsequent bewertet wird“, so Avakian. Ansonsten könnten Angreifer indirekt davon profitieren, dass die Verteidigerteams überlastet sind, und potenzielle Störsignale echte Warnungen Signale übertönen.“
Letztendlich „ist der Umfang wirklich eine Frage der Unternehmensführung“, ergänzt Avakian und weist darauf hin, dass Unternehmen ins Hintertreffen geraten, wenn Schwachstellenprogramme immer noch in erster Linie darauf ausgerichtet sind, Auszahlungen zu reduzieren, Risiken zu minimieren und das Image der Marke zu schützen.
„Microsoft signalisiert, dass operative Klarheit defensiver Unklarheit überlegen ist“, so Avakian. Allerdings funktioniert „standardmäßig im Geltungsbereich“ nur mit der entsprechenden organisatorischen Reife.
„Wenn Sie nicht bereits über eine starke Governance, Triage-Prozesse, konsistente Schweregradmodelle und technische Verantwortlichkeit verfügen, wird es problematisch“, führt der Experte aus. „Automatisierung, Anreicherung und erfahrenes menschliches Urteilsvermögen sind hier wichtiger denn je, und Microsoft scheint eindeutig in dieses langfristige Spiel zu investieren.“ (jm)

 
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December 15, 2025Dec 15

Build Reliable Systems with SRE Training in United Kingdom & London

Build Reliable Systems with SRE Training in United Kingdom & London

Site Reliability Engineering (SRE) is a way to keep computer systems running smoothly and safely. This method uses software tools to handle operations work, helping teams build systems that work well under heavy use and stay online when people need them. The United Kingdom tech scene in cities like London and other major UK cities needs people with SRE skills to run cloud apps and meet user needs without breaks. Local IT workers often choose SRE Training in the United Kingdom and London to learn skills that work well with DevOps, cloud platforms, and modern tech work.
Why SRE Matters in United Kingdom
SRE helps you look at computer systems like an engineer to find weak spots and fix them before they cause problems. It sets clear goals for how long systems should stay up and how fast they should run using Service Level Objectives (SLOs) and error budgets to balance new features with keeping things stable. Teams spend less time fixing emergencies and more time building better systems, which saves money and stress.
The United Kingdom tech market shows strong growth for SRE roles with many new openings across London and other cities. Companies in banking, e-commerce, telecom, and startups actively hire SRE talent with competitive salaries and long-term career paths. SRE work fits well with containers, cloud tools, and modern infrastructure code that are now standard in British tech companies.
Main Parts of SRE
SRE has some key tools and ideas for keeping systems strong. Here are the main ones:
Service Level Indicators (SLIs) measure what users really see like how fast pages load and how many errors happen. Service Level Objectives (SLOs) set clear targets for how reliable systems should be based on what the business needs. Error budgets let teams try new things while keeping users happy. Automated fixes cut downtime and learn from each problem to stop it from happening again. Removing boring tasks finds and gets rid of manual work that slows teams down. These parts help teams see progress every day and know when to slow down or speed up changes. They also make workers and leaders talk in the same simple language about risk, speed, and user needs.
Benefits for Engineers and Teams
SRE brings real good things. Systems stay online more, users see fewer errors, and teams work on important stuff instead of doing the same tasks over and over. Smart monitoring and quick fixes mean problems get solved faster, which makes users trust the system more.
Teams talk better about how reliable things should be because everyone uses the same numbers and goals. Engineers learn how systems behave and can see problems coming before they break things, which helps make systems better over time.
BenefitHow It HelpsReal ResultMore uptimeClear goals guide workFewer crashes and user complaintsFaster fixesSmart alertsProblems get fixed quickerLess boring workAutomationMore time for useful improvementsSmart changesError budgetsMove fast but stay stable These reasons make SRE popular in many UK companies in banking, online shopping, and cloud services. It supports both small agile teams and large enterprise operations.
SRE with DevOps Work
SRE fits well with DevOps by adding engineering skills to operations goals. While DevOps brings teams together, SRE gives specific ways to measure and improve how reliable systems are. Teams can use error budgets that let them ship new features fast when things are stable and slow down when getting close to breaking reliability promises.
Starting with SRE means deciding what reliability means for your users, picking the right things to measure, setting goals that make sense for your business, and building tools to keep hitting those targets. Real teams in strict industries like banks and hospitals use SRE to meet tough uptime rules while still releasing new features every week or day.
How to Learn SRE
Learning by doing builds real skills. Training programs cover SRE ideas, how to design SLOs, error budget math, handling problems, and automation over 8-12 hours online or 2-3 days in person so people and teams can fit it into their schedules. Everyone from coders to managers learns how to help make systems more reliable.
Most time goes to hands-on practice like making SLOs for example services, doing error budget math, and building monitoring dashboards with real tools. You learn to work with cloud platforms, containers, and monitoring tools used in real jobs.
Learning WayTime NeededGood ForVideo lessons8-12 hoursNew learners and busy peopleLive online class8-12 hoursTeams and groupsOne-on-one help8-12 hoursPersonal coachingCompany training2-3 daysWhole teams You can pick what works best for your time, budget, and needs across United Kingdom and London. This flexible design supports both individuals and corporate learners.
SRE Training in United Kingdom and London
The SRE Training in the United Kingdom and London program is taught by experienced people who share real stories from their work. You learn SRE basics, how to design SLOs, error budgets, handling problems, removing boring work, and making systems more reliable.
You get recordings, guides, and help after training through an online system so you can review lessons while using them at work. Teachers have many years of IT work and teaching experience, having taught hundreds of classes in different cities and online.
Groups get discounts starting from small teams to larger ones, which helps companies train many people at once. While you cannot get money back after signing up, you can join a future class if you have a good reason by talking to the support team.
DevOpsSchool Platform
DevOpsSchool is a well-known platform for DevOps, SRE, and tech skills with many tools and topics. You can download presentations, guides, videos, slides, and quizzes to help with learning and studying.
Classes happen in major cities and online sessions use good video platforms so you can join from anywhere in United Kingdom. The learning system gives you forever access to recordings, notes, and guides which helps during job changes or new projects.
DevOpsSchool offers a “DevOps Certified Professional (DCP)” certificate based on real projects and tests that companies recognize when hiring. You get lifetime technical help, interview tips, and group discounts for good value. The platform provides faculty profile checks, lifetime LMS access, top tools training, real-scenario projects, interview kits, training notes, step-by-step tutorials, and training slides.
Rajesh Kumar as Mentor
The SRE programs are taught by Rajesh Kumar, a worldwide trainer and expert with over 20 years working in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud. He has worked with global enterprises, leading DevOps and reliability work and helping teams build strong systems.
Rajesh Kumar knows how to design systems that stay up, put SRE practices to work at big companies, and build automation that removes boring work while making things more reliable. His teaching uses real examples, system drawings, and hands-on work so you see how SRE works in daily jobs.
People who learned from him say he explains things clearly, answers questions well, and shows how SRE helps careers and project success. With his deep experience in the field and proven track record of training thousands of professionals, he brings practical insights that connect theory to real-world application.
Getting Started with SRE
Here is a simple way to start with SRE:
Pick a service or system you know and decide what reliability means to users. Choose Service Level Indicators (SLIs) that measure important things like uptime, speed, and errors. Set Service Level Objectives (SLOs) with specific targets for each measure based on user needs. Figure out your error budget showing how much downtime you can have while still meeting goals. Build monitoring and alerts that track your measures in real-time and warn you when getting close to limits. Review problems to find patterns, automate fixes for common issues, and remove repetitive work. Learning about SLIs, SLOs, error budgets, removing boring work, handling incidents, smart monitoring, tracking systems, on-call work, and learning from problems keeps your focus on what makes SRE valuable. These skills turn everyday operations into a planned, data-driven process.
Training Modes Available
The training offers different ways to learn based on your needs. In online interactive training for SRE, sessions happen through tools like Zoom and similar platforms for both individual and group learning. This works well for people in United Kingdom who want flexible learning options.
In classroom mode, training happens for groups in person at training venues, which works for both normal and company training. For those who prefer self-paced learning, quality video recordings from live class sessions provide a paid service at good prices.
Corporate Training and Support
Corporate training for SRE gives learners the knowledge and skills they need to do their jobs well. This usually falls under Learning and Development or Human Resources teams in companies.
In company sessions, batches of 15-30 people train together, with training lasting one month or more depending on the course. The trainers hold many years of experience in IT, bringing very good quality training.
For ongoing help, technical support and job support services are available on an hourly or monthly basis. This gives professionals continued assistance as they use SRE practices in their work.
Why Choose This Training
From the industry view, this SRE course helps create you into a skilled SRE Engineer from a traditional computer user or operation engineer. The course helps you learn all the skills you need, the mindset shift that must happen, and the practical work experience you should get before stepping into an SRE role.
The SRE training helps you go through all the ideas, principles, and approaches to service management, and helps you understand everything from basics to advanced topics of site reliability engineering. You will get real-world examples and use cases of how companies use the SRE approach to make sure their services stay as reliable as they need to be.
The trainers are highly qualified, holding long experience in the IT domain with many years of training and hundreds of completed sessions. Past students working in good companies give very positive reviews about how trainers stay calm, clear all doubts, provide hands-on practice, and explain everything from scratch to advanced level.
Enrollment Process
You can enroll in the SRE training course through an online gateway method. Simply click on the enroll button and you will go to payment options. The online payment gateway makes enrollment easy and quick.
After finishing the training, you get a completion certification of SRE that helps with the certification exam preparation. This certification from DevOpsSchool is recognized in the industry and helps with job applications and role changes.
Overview and Conclusion
SRE is now a key part of modern IT work across United Kingdom and the world, helping teams keep systems reliable while moving fast. It brings together engineering skills, clear measures, and automation that make reliability goals reachable in complex cloud setups.
The SRE training in United Kingdom and London mixes solid ideas with lots of hands-on practice so developers, operators, and platform engineers can use SRE with confidence in real systems. With a strong platform like DevOpsSchool giving forever access, support, and recognized certificates, plus guidance from Rajesh Kumar, you can learn to use SRE in business systems across London and beyond.
For anyone in United Kingdom wanting to grow in DevOps, platform engineering, or cloud operations, this path gives you practical and job-ready skills for better system reliability, less work stress, and stronger career options in the UK tech market. SRE skills are in demand, and this training supports a clear, guided way to build them.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 84094 92687
Phone & WhatsApp (USA): +1 (469) 756-6329
Website: DevOpsSchool

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December 15, 2025Dec 15

Phantom Stealer Spread by ISO Phishing Emails Hitting Russian Finance Sector

Phantom Stealer Spread by ISO Phishing Emails Hitting Russian Finance Sector

Cybersecurity researchers have disclosed details of an active phishing campaign that's targeting a wide range of sectors in Russia with phishing emails that deliver Phantom Stealer via malicious ISO optical disc images. The activity, codenamed Operation MoneyMount-ISO by Seqrite Labs, has primarily singled out finance and accounting entities, with those in the procurement, legal, payrollView the full article

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Hacker News

December 15, 2025Dec 15

Build Reliable Systems with SRE Training in Netherlands & Amsterdam

Build Reliable Systems with SRE Training in Netherlands & Amsterdam

Site Reliability Engineering (SRE) is a way to keep computer systems running well and safe. This method uses software tools to handle operations work, helping teams build systems that work well under heavy use and stay online when people need them. The Netherlands tech scene in cities like Amsterdam and other major Dutch cities needs people with SRE skills to run cloud apps and meet user needs without breaks. Local IT workers often choose SRE Training in Netherlands and Amsterdam to learn skills that work well with DevOps, cloud platforms, and modern tech work.​
Why SRE Matters in Netherlands
SRE helps you look at computer systems like an engineer to find weak spots and fix them before they cause problems. It sets clear goals for how long systems should stay up and how fast they should run using Service Level Objectives (SLOs) and error budgets to balance new features with keeping things stable. Teams spend less time fixing emergencies and more time building better systems, which saves money and stress.​
The Netherlands tech market shows strong growth for SRE roles with 129 job openings in Amsterdam alone and over 30,000 positions across the European Union. Companies like Booking.com, GeoPhy, and other leading tech organizations actively hire SRE talent in the Netherlands. It works great with containers, cloud tools, and modern infrastructure code common in Dutch tech companies.​
Main Parts of SRE
SRE has some key tools and ideas for keeping systems strong. Here are the main ones:
Service Level Indicators (SLIs) measure what users really see like how fast pages load and how many errors happen. Service Level Objectives (SLOs) set clear targets for how reliable systems should be based on what the business needs.​ Error budgets let teams try new things while keeping users happy.​ Automated fixes cut downtime and learn from each problem to stop it from happening again.​ Removing boring tasks finds and gets rid of manual work that slows teams down.​ These parts help teams see progress every day and know when to slow down or speed up changes.​
Benefits for Engineers and Teams
SRE brings real good things. Systems stay online more, users see fewer errors, and teams work on important stuff instead of doing the same tasks over and over. Smart monitoring and quick fixes mean problems get solved faster, which makes users trust the system more.​
Teams talk better about how reliable things should be because everyone uses the same numbers and goals. Engineers learn how systems behave and can see problems coming before they break things, which helps make systems better over time.​
BenefitHow It HelpsReal ResultMore uptimeClear goals guide workFewer crashes and user complaints ​Faster fixesSmart alertsProblems get fixed quicker ​Less boring workAutomationMore time for cool projects ​Smart changesError budgetsMove fast but stay stable ​ These reasons make SRE popular in many Dutch companies in banking, online shopping, and cloud services.​
SRE with DevOps Work
SRE fits well with DevOps by adding engineering skills to operations goals. While DevOps brings teams together, SRE gives specific ways to measure and improve how reliable systems are. Teams can use error budgets that let them ship new features fast when things are stable and slow down when getting close to breaking reliability promises.​
Starting with SRE means deciding what reliability means for your users, picking the right things to measure, setting goals that make sense for your business, and building tools to keep hitting those targets. Real teams in strict industries like banks and hospitals use SRE to meet tough uptime rules while still releasing new features every week or day.​
How to Learn SRE
Learning by doing builds real skills. Training programs cover SRE ideas, how to design SLOs, error budget math, handling problems, and automation over 8-12 hours online or 2-3 days in person so people and teams can fit it into their schedules. Everyone from coders to managers learns how to help make systems more reliable.​
Most time goes to hands-on practice like making SLOs for example services, doing error budget math, and building monitoring dashboards with real tools. You learn to work with cloud platforms, containers, and monitoring tools used in real jobs.​
Learning WayTime NeededGood ForVideo lessons8-12 hoursNew learners and busy people ​Live online class8-12 hoursTeams and groups ​One-on-one help8-12 hoursPersonal coaching ​Company training2-3 daysWhole teams ​ You can pick what works best for your time, budget, and needs across Netherlands and Amsterdam.​
SRE Training in Netherlands and Amsterdam
The SRE Training in Netherlands and Amsterdam program is taught by experienced people who share real stories from their work. You learn SRE basics, how to design SLOs, error budgets, handling problems, removing boring work, and making systems more reliable.​
You get recordings, guides, and help after training through an online system so you can review lessons while using them at work. Teachers have many years of IT work and teaching experience, having taught over 200 classes in different cities and online.​
Groups get discounts starting from small teams to larger ones, which helps companies train many people at once. While you cannot get money back after signing up, you can join a future class if you have a good reason by talking to the support team.​
DevOpsSchool Platform
DevOpsSchool is a well-known platform for DevOps, SRE, and tech skills with many tools and topics. You can download presentations, guides, videos, slides, and quizzes to help with learning and studying.​
Classes happen in major cities and online sessions use good video platforms so you can join from anywhere in Netherlands. The learning system gives you forever access to recordings, notes, and guides which helps during job changes or new projects.​
DevOpsSchool offers a “DevOps Certified Professional (DCP)” certificate based on real projects and tests that companies recognize when hiring. You get forever technical help, interview tips, and group discounts for good value. The platform provides faculty profile checks, lifetime LMS access, top 26 tools training, real-scenario projects, interview kits, training notes, step-by-step tutorials, and training slides.​
Rajesh Kumar as Mentor
The SRE programs are taught by Rajesh Kumar, a worldwide trainer and expert with over 20 years working in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud. He worked with big companies like ServiceNow, Adobe, IBM, Verizon, and Nokia, leading DevOps and reliability work and helping teams build strong systems.​
Rajesh Kumar knows how to design systems that stay up, put SRE practices to work at big companies, and build automation that removes boring work while making things more reliable. His teaching uses real examples, system drawings, and hands-on work so you see how SRE works in daily jobs.​
People who learned from him across Netherlands and other places say he explains things clearly, answers questions well, and shows how SRE helps careers and project success. With his deep experience in the field and proven track record of training over 5000 professionals, he brings practical insights that connect theory to real-world application.​
Getting Started with SRE
Here is a simple way to start with SRE:
Pick a service or system you know and decide what reliability means to users.​ Choose Service Level Indicators (SLIs) that measure important things like uptime, speed, and errors.​ Set Service Level Objectives (SLOs) with specific targets for each measure based on user needs.​ Figure out your error budget showing how much downtime you can have while still meeting goals.​ Build monitoring and alerts that track your measures in real-time and warn you when getting close to limits.​ Review problems to find patterns, automate fixes for common issues, and remove repetitive work.​ Learning about SLIs, SLOs, error budgets, removing boring work, handling incidents, smart monitoring, tracking systems, on-call work, and learning from problems keeps your focus on what makes SRE valuable.​
Training Modes Available
The training offers different ways to learn based on your needs. In online interactive training for SRE, sessions happen through Goto meeting, Zoom meeting, and similar platforms for both individual and group learning. This works well for people in Netherlands who want flexible learning options.​
In classroom mode, training happens for groups in person at training venues, which works for both normal and company training. For those who prefer self-paced learning, quality video recordings from live class sessions provide a paid service at good prices.​
Corporate Training and Support
Corporate training for SRE gives learners the knowledge and skills they need to do their jobs well. This usually falls under Learning and Development or Human Resources teams in companies.​
In company sessions, batches of 15-30 people train together, with training lasting one month or more depending on the course. The trainers hold 16-20+ years of experience in IT, bringing very good quality training.​
For ongoing help, technical support and job support services are available on an hourly or monthly basis. This gives professionals continued assistance as they use SRE practices in their work.​
Why Choose This Training
From the industry, this SRE course helps create you into a skilled SRE Engineer from a traditional computer user or operation engineer. The course helps you learn all the skills you need, the mindset shift that must happen, and the practical work experience you should get before stepping into an SRE role.​
The SRE training helps you go through all the ideas, principles, and approaches to service management, and helps you understand everything from basics to advanced topics of site reliability engineering. You will get all the real-world examples and use cases of how companies use the SRE approach to make sure their services stay as reliable as they need to be.​
The trainers are highly qualified, holding experience of 16-20 years in the IT domain with 7-8 years of training experience and 200+ completed training sessions. Past students working in good companies give very positive reviews about how trainers stay calm, clear all doubts, provide hands-on practice, and explain everything from scratch to advanced level.​
Enrollment Process
You can enroll in the SRE training course through an online gateway method. Simply click on the enroll button and you will go to payment options. The online payment gateway makes enrollment easy and quick.​
After finishing the training, you get a completion certification of SRE that helps with the certification exam preparation. This certification from DevOpsSchool is recognized in the industry and helps with job applications.​
Overview and Conclusion
SRE is now a key part of modern IT work across Netherlands and the world, helping teams keep systems reliable while moving fast. It brings together engineering skills, clear measures, and automation that make reliability goals reachable in complex cloud setups.​
The SRE training in Netherlands and Amsterdam mixes solid ideas with lots of hands-on practice so developers, operators, and platform engineers can use SRE with confidence in real systems. With a strong platform like DevOpsSchool giving forever access, support, and recognized certificates, plus guidance from Rajesh Kumar, you can learn to use SRE in business systems across Amsterdam and beyond.​
For anyone in Netherlands wanting to grow in DevOps, platform engineering, or cloud operations, this path gives you practical and job-ready skills for better system reliability, less work stress, and stronger career options in the Dutch tech market where SRE skills get good pay and interesting work. With trainers who hold 15+ years of experience and 5000 training completions, you get quality education that prepares you for real-world challenges in companies like Booking.com and other leading tech firms.​
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 84094 92687
Phone & WhatsApp (USA): +1 (469) 756-6329
Website: DevOpsSchool

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December 15, 2025Dec 15

Expert SRE Training Courses Across Canada for Tech Teams

Expert SRE Training Courses Across Canada for Tech Teams

Site Reliability Engineering (SRE) is a way to keep computer systems running well and safe. This method uses software tools to handle operations work, helping teams build systems that work well under heavy use and stay online when people need them. It uses code and smart tools to solve problems that IT teams once did by hand, making work faster and easier. Canada’s tech scene in cities like Toronto, Ottawa, Vancouver, Montreal, and Calgary needs people with SRE skills to run cloud apps and meet user needs without breaks. Local IT workers often choose SRE Training in Canada, Toronto, Ottawa, Vancouver, Montreal, and Calgary to learn skills that work well with DevOps, cloud platforms, and modern tech work.​
Why SRE Matters Today
SRE helps you look at computer systems like an engineer to find weak spots and fix them before they cause problems. It sets clear goals for how long systems should stay up and how fast they should run using Service Level Objectives (SLOs) and error budgets to balance new features with keeping things stable. Teams spend less time fixing emergencies and more time building better systems, which saves money and stress.​
It works well with fast software delivery by checking each change for problems. Smart monitoring catches issues early, and systems can fix common problems on their own. In Canada’s strong tech job market, SRE skills help you get better jobs that mix coding, operations, and platform work.​
Main Parts of SRE
SRE has some key tools and ideas for keeping systems strong. Here are the main ones:
Service Level Indicators (SLIs) measure what users really see like how fast pages load and how many errors happen. Service Level Objectives (SLOs) set clear targets for how reliable systems should be based on what the business needs.​ Error budgets let teams try new things while keeping users happy.​ Automated fixes cut downtime and learn from each problem to stop it from happening again.​ Removing boring tasks finds and gets rid of manual work that slows teams down.​ These parts help teams see progress every day and know when to slow down or speed up changes.​
Benefits for Engineers and Teams
SRE brings real good things. Systems stay online more, users see fewer errors, and teams work on important stuff instead of doing the same tasks over and over. Smart monitoring and quick fixes mean problems get solved faster, which makes users trust the system more.​
Teams talk better about how reliable things should be because everyone uses the same numbers and goals. Engineers learn how systems behave and can see problems coming before they break things, which helps make systems better over time.​
BenefitHow It HelpsReal ResultMore uptimeClear goals guide workFewer crashes and user complaints ​Faster fixesSmart alertsProblems get fixed quicker ​Less boring workAutomationMore time for cool projects ​Smart changesError budgetsMove fast but stay stable ​ These reasons make SRE popular in many Canadian companies in banking, online shopping, and cloud services.​
SRE with DevOps Work
SRE fits well with DevOps by adding engineering skills to operations goals. While DevOps brings teams together, SRE gives specific ways to measure and improve how reliable systems are. Teams can use error budgets that let them ship new features fast when things are stable and slow down when getting close to breaking reliability promises.​
Starting with SRE means deciding what reliability means for your users, picking the right things to measure, setting goals that make sense for your business, and building tools to keep hitting those targets. It works great with containers, cloud tools, and modern infrastructure code common in Canadian tech companies.​
Real teams in strict industries like banks and hospitals use SRE to meet tough uptime rules while still releasing new features every week or day.​
How to Learn SRE
Learning by doing builds real skills. Training programs cover SRE ideas, how to design SLOs, error budget math, handling problems, and automation over 8-12 hours online or 2-3 days in person so people and teams can fit it into their schedules. Everyone from coders to managers learns how to help make systems more reliable.​
Most time goes to hands-on practice like making SLOs for example services, doing error budget math, and building monitoring dashboards with real tools. You learn to work with cloud platforms, containers, and monitoring tools used in real jobs.​
Learning WayTime NeededGood ForVideo lessons8-12 hoursNew learners and busy people ​Live online class8-12 hoursTeams and groups ​One-on-one help8-12 hoursPersonal coaching ​Company training2-3 daysWhole teams ​ You can pick what works best for your time, budget, and needs across Canada.​
SRE Training in Canada
The SRE Training in Canada, Toronto, Ottawa, Vancouver, Montreal, and Calgary program is taught by experienced people who share real stories from their work. You learn SRE basics, how to design SLOs, error budgets, handling problems, removing boring work, and making systems more reliable.​
You get recordings, guides, and help after training through an online system so you can review lessons while using them at work. Teachers have many years of IT work and teaching experience, having taught over 200 classes in different cities and online.​
Groups get discounts starting from small teams to larger ones, which helps companies train many people at once. While you cannot get money back after signing up, you can join a future class if you have a good reason by talking to the support team.​
DevOpsSchool Platform
DevOpsSchool is a well-known platform for DevOps, SRE, and tech skills with many tools and topics. You can download presentations, guides, videos, slides, and quizzes to help with learning and studying.​
Classes happen in major cities worldwide, and online sessions use good video platforms so you can join from anywhere in Canada. The learning system gives you forever access to recordings, notes, and guides which helps during job changes or new projects.​
DevOpsSchool offers a “DevOps Certified Professional (DCP)” certificate based on real projects and tests that companies recognize when hiring. You get forever technical help, interview tips, and group discounts for good value.​
Rajesh Kumar as Mentor
The SRE programs are taught by Rajesh Kumar, a worldwide trainer and expert with over 20 years working in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and Cloud. He worked with big companies like ServiceNow, Adobe, IBM, Verizon, and Nokia, leading DevOps and reliability work and helping teams build strong systems.​
Rajesh Kumar knows how to design systems that stay up, put SRE practices to work at big companies, and build automation that removes boring work while making things more reliable. His teaching uses real examples, system drawings, and hands-on work so you see how SRE works in daily jobs.​
People who learned from him across Canada and other places say he explains things clearly, answers questions well, and shows how SRE helps careers and project success.​
Getting Started with SRE
Here is a simple way to start with SRE:
Pick a service or system you know and decide what reliability means to users.​ Choose Service Level Indicators (SLIs) that measure important things like uptime, speed, and errors.​ Set Service Level Objectives (SLOs) with specific targets for each measure based on user needs.​ Figure out your error budget showing how much downtime you can have while still meeting goals.​ Build monitoring and alerts that track your measures in real-time and warn you when getting close to limits.​ Review problems to find patterns, automate fixes for common issues, and remove repetitive work.​ Learning about SLIs, SLOs, error budgets, removing boring work, handling incidents, smart monitoring, tracking systems, on-call work, and learning from problems keeps your focus on what makes SRE valuable.​
Overview and Conclusion
SRE is now a key part of modern IT work across Canada and the world, helping teams keep systems reliable while moving fast. It brings together engineering skills, clear measures, and automation that make reliability goals reachable in complex cloud setups.​
The SRE training in major Canadian cities mixes solid ideas with lots of hands-on practice so developers, operators, and platform engineers can use SRE with confidence in real systems. With a strong platform like DevOpsSchool giving forever access, support, and recognized certificates, plus guidance from Rajesh Kumar, you can learn to use SRE in business systems across Toronto, Ottawa, Vancouver, Montreal, Calgary, and beyond.​
For anyone in Canada wanting to grow in DevOps, platform engineering, or cloud operations, this path gives you practical and job-ready skills for better system reliability, less work stress, and stronger career options in Canada’s tech market where SRE skills get good pay and interesting work.​
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 84094 92687
Phone & WhatsApp (USA): +1 (469) 756-6329
Website: DevOpsSchool

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December 15, 2025Dec 15

Cybersecurity leaders’ top seven takeaways from 2025

Cybersecurity leaders’ top seven takeaways from 2025

Over the last 12 months, security teams continued to walk a tightrope between moving fast to adopt new technologies and facing escalating threats fuelled mostly by the rise of AI. As the year comes to a close, CISOs reflect on some of the takeaways that have shaped the security landscape in 2025.
1. AI gave defenders more muscle power
If 2024 was the year AI crept into cybersecurity, 2025 was the year it took over, with Smartsheet CISO Ravi Soin describing the technology as being “transformational”.
“There isn’t a single company or single user across the globe that hasn’t really faced the effects of [AI] in one shape or another,” he says.
AI has reduced manual work and tightened controls over large attack surfaces. It helped mapping controls to the data evidence in a faster way, Soin tells. “Before we were manually collecting evidence, we were making sure our systems were going through it. But now we can pull this together in a very efficient manner.”
AI gave security teams – and businesses more broadly – a huge productivity boost, reducing their reliance on external consulting and research firms, according to Calendly CISO Yassir Abousselham. “We’re able to do a lot more. It’s like having the entire human knowledge in our pockets.”
2. AI forced companies to rethink their security strategies
At the same time, Abousselham notes how the rapid rollout of AI forced companies to shift their resources to keep pace with the change, while maintaining safe product releases. He calls 2025 the “chaotic introduction of agentic AI”.
“I don’t think the industry was ready or expected the rapid developments of this technology, and how every single organization is trying their best to be a first mover and essentially moved all – or a good chunk – of their investment in just deploying and developing products and features around artificial intelligence. That trend impacted security … and forced us to refocus our investments, and in some cases, replan a lot of the priorities that we had already in place.”
3. AI supercharged attackers
The same technology powering defenses allowed adversaries to move faster, target more precisely, and scale campaigns that used to require human effort. The contrast between attack styles has become increasingly stark. While some campaigns remain undetected for months and quietly move through networks to expand access and exfiltrate data, there are others that are executed in minutes, and attackers complete their objectives before alerts are triggered.
“Swifter attacks are being fueled by artificial intelligence. Threat actors are leveraging AI to automate reconnaissance, craft highly personalized lures, and generate audio and visual deepfakes that exploit human trust at scale,” Mandy Andress, CISO of Elastic, says. “The result is a growing convergence of technical and psychological attack surfaces that target the human link or use AI to rapidly bypass traditional signature-based detection and rule-based systems.”
That convergence is already showing up in the most common entry points. Soin sees this happening directly in phishing and social engineering. “You used to detect a phishing email by spotting grammatical errors in an email or because a logo didn’t look right. Now you have perfectly crafted emails. You have deepfakes. You have systems that can be compromised no matter how sophisticated they are. It’s truly uncharted territory.”
The same trend has been playing out in tooling, according to Amit Jain, global head of cybersecurity and GRC services at HCLTech. Attackers are upgrading the sophistication of their code. “AI-led adversaries were the biggest emerging threat this year, using generative AI for generating evasive self-modifying malicious code, deep fakes, precision phishing, and automated exploit development.”
4. The threat actor is now a machine
The rise of AI-driven adversaries has fundamentally changed what a “threat actor” looks like. What used to be a human sitting behind a keyboard is now an automated system that never tires, never slows down, and constantly learns.
“As AI gets smarter and smarter, they’re learning about the defenses you have in place, coming up with counterattacks that can defeat your defenses, going back in time for the last 10 years of vulnerabilities that may still be exposed, and using them in creative ways to get at it,” Soin says.
This has pushed the threat landscape into entirely new territory. “We’re in very uncharted territory from a cyber perspective, where the notion of AI has made it easier for threat actors to become smarter in how they attack you.”
5. Non-human identities exploded
As organisations raced to deploy AI agents, automation pipelines, and machine-to-machine workflows, Abousselham believes it also led to the explosion of non-human identities. He explains how every AI agent, whether it’s an autonomous workflow tool, an API-driven integration, or an MCP client, now requires its own identity with permissions, access levels, and lifecycle management, and the pace is accelerating faster than most security teams are prepared for.
This rise in machine identities has already driven significant investment, not just in human bandwidth, but in new solutions and technologies capable of managing identity operations at scale.
“There is a need for an acceleration in how we onboard, maintain, and manage these identities … we must ensure these agents are governed, managed, properly authenticated and authorized, and that we can deprecate them at the end of their cycle,” Abousselham says.
And this shift isn’t limited to AI agents alone. Andress says the industry has doubled down on fundamentals as identity sprawl grows, particularly around the configurations and controls that underpin both human and non-human access. “This includes protecting non-human identities, such as API keys, tokens, and service accounts, which have become common entry points for attackers,” she says.
6. Third-party risk took centre stage
Third-party attacks surged in relevance throughout 2025 as organizations expanded their technology stacks and adopted more SaaS platforms, AI tools, and automated integrations.
Pointing to recent breaches involving major service providers like Salesforce, Soin says high-profile incidents are a reminder that an organization’s risk surface extends far beyond its own perimeter. “When companies depend on third-party software, it becomes even more important for us to think through the stack of what that looks like and ensuring that enterprises are depending on technologies that have security at the forefront in what they do,” he says.
Jain observes that 2025 marked a turning point in how organizations approached governance and vendor oversight, noting there was stronger alignment between compliance, governance, and resilience, supported by automation, advanced analytics, and continuous third-party assurance. “In essence, 2025 was the year when cybersecurity pushed itself to become a shared business responsibility rather than a siloed security function.”
While stronger governance and automated oversight provide the framework, Jain emphasizes that security ultimately depends on the daily decisions of everyone in the organization. “True security comes from habit, behavior, and culture. Every click, every decision, every configuration, every third-party integration now carries weight.”
7. Regulatory pressures hit the board
Government oversight grew stricter in 2025. Regulations demanded faster reporting, tighter controls, and accountability at the senior leadership level, according to Jain. “Boards are no longer satisfied with compliance checklists. They expect measurable resilience, ROI in terms of risk optimization, demonstrated preparedness, and continuous reporting. This has made cybersecurity a strategic lever, influencing M&A decisions, supply chain partnerships, and even go-to-market business strategies.”
Meanwhile, international frameworks like IRAP, ISO, and NIST are being enforced more rigorously, says Soin. “Standards may not have changed as much as we think they have. But the enforcement of those standards is getting stricter. We’re seeing a lot more, as an example, customer contracts or regulations on expectations from customers, and for the right reasons.”
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December 15, 2025Dec 15

SonarQube for Teams: DevOps and Security Training in Mumbai

SonarQube for Teams: DevOps and Security Training in Mumbai

SonarQube serves as a vital tool for keeping code clean and secure in fast-moving software projects. This open-source platform runs automatic checks to find bugs, security gaps, code repeats, and other problems that hurt app quality. It shares easy-to-read stats on test coverage, complexity, and tech debt, helping teams fix issues early and avoid big fixes later. Mumbai’s lively tech world sees firms rushing to launch solid apps as demand rises for strong DevOps talent, making SonarQube skills a big plus for job growth and team flow. Local coders often pick hands-on SonarQube Training in Mumbai to gain skills that match well with CI/CD flows and cloud tools.​
Why SonarQube Stands Out Now
SonarQube checks code on its own to spot bugs and weak areas. It shares simple reports on test coverage, repeats, and hard parts, building trust in software. Groups using it spend less time on late changes, cutting costs and effort.​
The tool works great in quick CI/CD setups. It scans with each update, stopping small issues from turning big. In Mumbai, with its fast job market, SonarQube know-how helps shine in code checks and quality steps.​
Main SonarQube Tools
SonarQube packs useful features for solid code work. Key ones include:
Static Checks: Finds bugs, risks, and bad patterns in 30+ tongues like Java, Python.​ Pass/Fail Rules: Sets limits so only good code goes live.​ Visual Boards: Tracks changes in coverage, debt, safety over time.​ Editor Add-ons: Live hints in VS Code, IntelliJ, and more.​ These let teams watch growth each day.​
Gains for Coders and Groups
SonarQube delivers clear wins. Early finds mean less fix work later. Code turns tidy with stronger tests and fewer holes.​
Teams chat more about standards. Bosses use boards for fast calls on quality. Coders pick up tips quick from fix steps, shrinking tech debt.​
GainHow It AidsSample EffectQuick SpotsChecks in build timeHalf the live bugs ​Safety LiftFinds weak spotsHits rules needs ​Test WatchGauges coverageBoosts steady work ​Flow MatchTies to Jenkins, GitLabSpeedy goes live ​ Enterprises love it for these.​
SonarQube in DevOps Flows
SonarQube fits DevOps by hooking into CI/CD. Add to Jenkins or GitLab for pull checks. Rules stop bad code joins, holding lines.​​
Easy start: Set server, scan code, check board. Docker and cloud ready, great for Mumbai’s cloud boom. GitHub tie gives fast notes on tweaks.​
Case: Pharma group cut fixes, sped looks. Shows worth in big flows.​
Ways to Master SonarQube
Real practice grows real skill. Plans hit setup, rules, add-ons in 8-12 hours online or 2-3 days class. Covers admin jobs, coder use, boss views.​
80% hands-on with AWS or VMs real work. Hits CI/CD ties, custom rules, safety scans. Mumbai runs often, worldwide too.​
Plan TypeTimeGood ForVideo Self8-12 HrsNew folks ​Live Group Online8-12 HrsGroups ​One-on-One Online8-12 HrsTailored ​Firm Class/Online2-3 DaysBig teams ​ Pick your speed.​
Top Mumbai Pick
SonarQube Training in Mumbai gives pros-led setup for locals. Hits rollout, fixes, best returns. Packs lifetime aid, LMS, test prep.​
Leads have 10-15 years IT/DevOps. Post-plan real work builds job skills. Feedback loves practice style, doubt clears.​
Cuts: 10% for 2-3, to 25% for 7+. No cash back, but fair stops ok.​
DevOpsSchool Leader Focus
DevOpsSchool tops DevOps learning spots, with 60+ tool free downloads like PPTs, PDFs, vids, slides, tests. Links folks to world leads via class in Mumbai, Pune, more, or online via GoToMeeting. Gives forever LMS, tech aid, test files, chat kits, job news via boards, aiding thousands in hot roles. “DevOps Certified Pro (DCP)” from DevOpsCertification.co shines via real work, tasks, tests. Stands out with small groups, 80-85% practice on AWS or free tier, live cases, cuts to 25%.​
Plans push real know via practice, work. Certs like DCP boost worth. Tops others in forever entry, job help.​
Plan led by Rajesh Kumar, world-noted lead with 20+ years hands-on in DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, clouds. Headed teams at ServiceNow, Adobe, IBM, Verizon, Nokia, taught 10,000+ global. Knows big CI/CD builds, Docker/K8s runs, Terraform/Ansible auto, watch setups. Real-firm ways make ready skills for quick wins. Kids love chat style, clear breaks, hard doubt fixes in practice, 5-stars from Pune, Noida, Bangalore crowds.​
SonarQube Start Steps
Easy kickoff:
Put SonarQube server local/cloud. Add scan to Maven-like build.​ Make rule sets for team. Hook CI/CD auto scans.​ Check boards, fix top woes. Try free tier work. Terms like code smells, pass rules, static checks, CI/CD hook, risk scan, test cover, tech debt, pull checks, DevOps flows, hot spots lead deep looks.​
Pick Pro Help Today
Skilled groups roll SonarQube smooth for top wins. Fits tiny services, multi-cloud. Mumbai tech spot, these skills unlock firm doors.​
Set to rise? Join for real lift.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 84094 92687
Phone & WhatsApp (USA): +1 (469) 756-6329
Website: DevOpsSchool

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December 15, 2025Dec 15

Why SonarQube Matters for Software Quality in Kolkata

Why SonarQube Matters for Software Quality in Kolkata

SonarQube has become a must-have tool for developers and teams aiming for top-notch code health in today’s fast software world. This open-source platform automatically scans code to uncover bugs, security vulnerabilities, code smells, and other issues that can derail projects before they reach production. By providing detailed metrics on code coverage, duplication rates, complexity, and technical debt, SonarQube empowers teams to maintain high standards right from the start, reducing costly rework down the line. In Kolkata’s booming tech scene, where companies race to build reliable apps amid growing demand for skilled DevOps pros, mastering SonarQube opens doors to better jobs and smoother workflows. Many local developers now turn to focused SonarQube Training in Kolkata for hands-on skills that blend perfectly with CI/CD pipelines and cloud setups.
Why SonarQube Matters Today
SonarQube scans code automatically to find issues like bugs and weak spots. It gives clear reports on code coverage, duplications, and complexity, making software more reliable. Teams using it cut down on fixes later, saving time and money in projects.
This tool fits well in fast-paced work like CI/CD pipelines. It checks code with every change, so problems get fixed before they grow. In places like Kolkata, where tech jobs grow quick, knowing SonarQube gives an edge in code review and quality gates.
Key Features of SonarQube
SonarQube offers strong tools for better code work. Here are main ones:
Static Analysis: Spots bugs, vulnerabilities, and code smells across 30+ languages like Java and Python. Quality Gates: Sets rules to pass or fail builds, keeping only clean code in production. Dashboards: Shows trends in coverage, debt, and security for projects or whole teams. IDE Plugins: Gives real-time tips right in tools like VS Code or IntelliJ. These features make it easy to track progress daily.
Benefits for Developers and Teams
Using SonarQube brings real gains. It finds issues early, so teams spend less on late fixes. Code gets cleaner, with better test coverage and fewer security holes.
In team settings, it boosts talks around code standards. Managers see dashboards for quick choices on quality. Developers learn fast from clear fix guides, cutting technical debt over time.
BenefitHow It HelpsExample ImpactEarly DetectionScans during development50% fewer production bugsSecurity BoostFinds vulnerabilitiesMeets compliance needsCoverage TrackingMeasures testsImproves reliabilityPipeline FitWorks with Jenkins, GitLabFaster releases This table shows why enterprises pick it.
How SonarQube Fits DevOps Workflows
SonarQube shines in DevOps by linking to CI/CD tools. Add it to Jenkins or GitLab for auto-checks on pulls. Quality gates block bad code from merging, enforcing standards.​
Setup is simple: Install server, run scanner on code, view results in dashboard. It supports Docker and cloud setups, perfect for Kolkata’s growing cloud scene. Integrate with GitHub for instant feedback on changes.​
Real use: A pharma team used it to cut bug fixes and speed reviews. Such cases prove its value in enterprise pipelines.​
Training Paths for SonarQube Mastery
Hands-on learning builds true skills. Programs cover setup, rules, and plugins over 8-12 hours online or 2-3 days in class. Focus includes admin tasks, developer use, and manager views.
Expect 80% labs on real projects with AWS or VMs. Topics hit CI/CD links, custom rules, and security scans. Kolkata sessions run often, with global reach.​
Training TypeDurationBest ForSelf-Paced Video8-12 HrsBeginnersLive Online Batch8-12 HrsTeamsOne-to-One8-12 HrsCustom needsCorporate Classroom2-3 DaysEnterprises Choose based on your pace.
Best Local Option in Kolkata
For locals, SonarQube Training in Kolkata offers top setup by experts. Covers deployment, troubleshooting, and ROI maxing. Includes lifetime support, LMS access, and exam prep.
Trainers bring 10-15 years in IT and DevOps. Get real projects post-training for industry skills. Reviews praise hands-on style and query help.
Group discounts apply: 10% for 2-3, up to 25% for 7+. No refunds, but flexible for genuine pauses.
Spotlight on DevOpsSchool Leadership
DevOpsSchool stands as a premier destination for DevOps education worldwide, offering an extensive library of over 60 DevOps tools with free downloadable resources including PPTs, PDFs, video tutorials, HTML slides, and quizzes. This platform connects learners with top trainers globally through both classroom sessions in cities like Kolkata, Pune, Mumbai, Hyderabad, and online live interactive classes using tools like GoToMeeting. DevOpsSchool provides lifetime LMS access, technical support, exam dumps, interview kits, and job update notifications through their forums, helping thousands secure roles in high-demand DevOps positions. Their “DevOps Certified Professional (DCP)” certification, accredited by DevOpsCertification.co, is highly valued in industry based on real projects, assignments, and evaluations. What sets them apart includes limited batch sizes for quality, 80-85% hands-on labs executed on their AWS cloud or your free tier, real-time scenario projects, and group discounts up to 25%.
Programs stress practical knowledge via labs and projects. Certifications like DevOps Certified Professional add value. Features beat others with lifetime access and job aid.
The program follows expert guidance from Rajesh Kumar, a globally recognized trainer and architect with over 20 years of hands-on experience across DevOps, DevSecOps, SRE, DataOps, AIOps, MLOps, Kubernetes, and multi-cloud environments. Having led engineering teams at Fortune 500 companies like ServiceNow, Adobe, IBM, Verizon, and Nokia, Rajesh has trained and mentored more than 10,000 professionals worldwide. His expertise spans designing scalable CI/CD pipelines, container orchestration with Kubernetes and Docker, infrastructure automation using Terraform and Ansible, and implementing robust monitoring solutions. Rajesh’s practical approach, drawn from real-world enterprise deployments, ensures trainees gain industry-ready skills that deliver immediate ROI. Students consistently praise his interactive teaching style, clear concept explanations, and ability to resolve complex queries during hands-on sessions, as seen in glowing 5-star reviews from participants across Pune, Noida, Bangalore, and beyond.
Steps to Start SonarQube Today
Begin with basics:
Install SonarQube server on local or cloud. Add scanner to your build tool like Maven. Set quality profiles for your team’s rules. Link to CI/CD for auto-runs. Review dashboards and fix top issues. Practice on free tier projects. Keywords like code smells, quality gates, static analysis, CI/CD integration, vulnerability scanning, test coverage, technical debt, pull request checks, DevOps pipelines, and security hotspots guide deeper dives.
Why Choose Expert Training Now
Trained teams deploy SonarQube smoothly for max gains. It fits microservices and multi-cloud needs. In Kolkata’s tech hub, skills like these open doors at top firms.
Ready to level up? Enroll for practical boosts.
Contact DevOpsSchool:
Email: [email protected]
Phone & WhatsApp (India): +91 84094 92687
Phone & WhatsApp (USA): +1 (469) 756-6329
Website: DevOpsSchool


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December 15, 2025Dec 15

VolkLocker Ransomware Exposed by Hard-Coded Master Key Allowing Free Decryption

VolkLocker Ransomware Exposed by Hard-Coded Master Key Allowing Free Decryption

The pro-Russian hacktivist group known as CyberVolk (aka GLORIAMIST) has resurfaced with a new ransomware-as-a-service (RaaS) offering called VolkLocker that suffers from implementation lapses in test artifacts, allowing users to decrypt files without paying an extortion fee. According to SentinelOne, VolkLocker (aka CyberVolk 2.x) emerged in August 2025 and is capable of targeting both WindowsView the full article

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December 15, 2025Dec 15

Die besten XDR-Tools

Die besten XDR-Tools

ArtemisDiana | shutterstock.com
Manuelles, siloartiges Management ist in der modernen IT-Welt unangebracht. Erst recht im Bereich der IT-Sicherheit: Der Umfang von modernem Enterprise Computing und State-of-the-Art-Application-Stack-Architekturen erfordern Sicherheits-Tools, die:
Einblicke in den Sicherheitsstatus von IT-Komponenten ermöglichen,
Bedrohungen in Echtzeit erkennen, und
Aspekte der Bedrohungsabwehr automatisieren.
Diese Anforderungen haben zum Aufkommen von Extended-Detection-and-Response- (XDR) Lösungen geführt. Diese Sicherheits-Tools kombinieren die stärksten Elemente von Security Incident and Event Management (SIEM), Endpoint Detection and Response (EDR) und Security Orchestration and Response (SOAR) – und bauen darauf auf.
XDR-Tools evaluieren
Der Preis wird immer ein Schlüsselfaktor bei Enterprise-Sicherheitssystemen sein, die skalierbar sein müssen – da bilden auch XDR-Systeme keine Ausnahme. Die Lösungen im Bereich Extended Detection and Response sind fast ausschließlich abonnementbasiert, verursachen also laufende Kosten. Wie bei vielen Sicherheits-Tools stellen diese Kosten angesichts der finanziellen Risiken eines Datenverlusts oder den geschäftlichen Auswirkungen einer Kompromittierung einen guten Kompromiss dar. Gleiches gilt mit Blick auf den Personalaufwand, der nötig wäre, um mit bestehenden Systemen und manueller Korrelation von Ereignisdaten dasselbe Schutzniveau zu erreichen.
Zu den wichtigsten XDR-Funktionen zählen:
Die Möglichkeit zur Integration mit vorhandener Hardware, Software und Cloud-Investitionen. Das kann sich sowohl auf die Effektivität der gewählten Plattform sowie auf die Kosten und den Aufwand für die anfängliche Implementierung der Lösung auswirken.
Richtlinien und Regeln managen zu können, ist ebenfalls von entscheidender Bedeutung. Nur so können Sie die XDR-Funktionen auf Ihre geschäftlichen Anforderungen abstimmen und Ihre IT-Sicherheitsteams in die Lage versetzen, effektiv auf Bedrohungen zu reagieren.
Benutzerfreundlichkeit und Schulungsoptionen (entweder durch den Anbieter oder die Community) sind schließlich ebenfalls wichtig, damit sich Ihre Investition in eine XDR-Plattform langfristig bezahlt macht.
Die besten XDR-Lösungen
Nachfolgend haben wir einige der wichtigsten XDR-Tools in alphabetischer Reihenfolge für Sie zusammengestellt.
Bitdefender GravityZone Business Security Enterprise CrowdStrike Falcon Insight XDR Cybereason XDR Cynet 360 AutoXDR Elastic Security for XDR Microsoft SecOps Palo Alto Networks Cortex XDR SentinelOne Singularity XDR Trellix XDR Platform Trend Micro Vision One (fm)
Sie wollen weitere interessante Beiträge rund um das Thema IT-Sicherheit lesen? Unser kostenloser Newsletter liefert Ihnen alles, was Sicherheitsentscheider und -experten wissen sollten, direkt in Ihre Inbox.
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December 15, 2025Dec 15

How iRobot lost its way home

How iRobot lost its way home

iRobot survived three decades of competition, but couldn't survive European regulators killing its Amazon buyout. Now it's being taken over by its own supplier in bankruptcy court.View the full article

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December 15, 2025Dec 15

WhatsApp’s biggest market is becoming its toughest test

WhatsApp’s biggest market is becoming its toughest test

Meta has three months to comply with Indian government directions that could affect how WhatsApp operates in the country.View the full article

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December 15, 2025Dec 15

Grok gets the facts wrong about Bondi Beach shooting

Grok gets the facts wrong about Bondi Beach shooting

Grok, the chatbot built by Elon Musk’s xAI and popularized on his social media platform X, appears to have repeatedly spread misinformation about today’s mass shooting at Bondi Beach in Australia.View the full article

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December 14, 2025Dec 14

Mesa shuts down credit card that rewarded cardholders for paying their mortgages

Mesa shuts down credit card that rewarded cardholders for paying their mortgages

Fintech startup Mesa has shut down its Homeowners Card, which awarded points to cardholders for paying their mortgages.View the full article

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December 14, 2025Dec 14

Today's NYT Strands Hints, Answers and Help for Dec. 15 #652

Today's NYT Strands Hints, Answers and Help for Dec. 15 #652

Here are hints and answers for the NYT Strands puzzle for Dec. 15, No. 652.View the full article

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December 14, 2025Dec 14

Today's NYT Connections Hints, Answers and Help for Dec. 15, #918

Today's NYT Connections Hints, Answers and Help for Dec. 15, #918

Here are some hints and the answers for the NYT Connections puzzle for Dec. 15, #918View the full article

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December 14, 2025Dec 14

Today's Wordle Hints, Answer and Help for Dec. 15, #1640

Today's Wordle Hints, Answer and Help for Dec. 15, #1640

Here are hints and the answer for today's Wordle for Dec. 15, No. 1,640.View the full article

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December 14, 2025Dec 14

Making sense of the risky Netflix-Warner Bros. deal

Making sense of the risky Netflix-Warner Bros. deal

Netflix's $82.6 billion acquisition of Warner Bros. encapsulates a fraught moment for Hollywood, as the entertainment business is increasingly overshadowed by tech giants.View the full article

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December 14, 2025Dec 14

La Liga Soccer: Stream Alavés vs. Real Madrid Live From Anywhere

La Liga Soccer: Stream Alavés vs. Real Madrid Live From Anywhere

The pressure's on coach Xabi Alonso as Los Blancos travel to the Estadio Mendizorrotza.View the full article

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December 14, 2025Dec 14

TechCrunch Mobility: Rivian’s survival plan involves more than cars

TechCrunch Mobility: Rivian’s survival plan involves more than cars

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation. View the full article

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December 14, 2025Dec 14

Dynatrace — quick tutorial notes

Dynatrace — quick tutorial notes

Dynatrace — quick tutorial notes (your outline, cleaned + expanded)
1) What is Dynatrace?
Dynatrace is an Observability (Obs) platform that unifies:
APM (traces + service performance) Infrastructure monitoring (hosts, processes, containers, K8s, cloud) Logs (ingest, search, correlate) Digital Experience / RUM (real user monitoring) AI-assisted problem detection (Davis) and alerting/problem workflow (Dynatrace Documentation) 2) Monitoring vs Observability (the “future vs past” idea)
Your statement is a useful mental model:
Monitoring: Events → Past → Alert → Human takes action Observability: Events + context → Predict/Detect earlier → Alert → (Often) auto / guided action Dynatrace leans toward observability by automatically correlating signals (metrics/logs/traces + topology) into Problems with root-cause guidance.
3) The universal pipeline
Collect → Store → Analyze → Alert → Dashboard
Dynatrace mapping (typical):
Collect: OneAgent (+ extensions, OpenTelemetry, log ingest) Store: Dynatrace backend (SaaS/Managed) Analyze: Davis AI + distributed tracing + entity model/topology Alert: Problems + alerting profiles + integrations Dashboard: Dashboards / Notebooks / Explorer views 4) High-level architecture
[Servers / VMs / K8s Nodes / Cloud] | ONEAGENT | Dynatrace backend | UI (Apps, Dashboards, Notebooks) | PROBLEMS (Davis) OneAgent is the “single agent” that auto-instruments many stacks out-of-the-box (Dynatrace Documentation)
5) MELT model in Dynatrace
MELT = Metrics, Events, Logs, Traces
In Dynatrace, these combine into a single “story”:
Metrics → counters/gauges/timers (infra + app) Logs → text records (app/system) Traces → spans/transactions across services Dynatrace correlates these into entities (host, process, service, pod, namespace, database, etc.) and then into Problems.
6) “What gets monitored?” (your list)
Dynatrace commonly covers:
Servers/OS, Docker, Kubernetes, Cloud Apache, Tomcat MySQL Network / synthetic checks / RUM (depending on setup) OneAgent supports broad technology coverage and modules by platform (Dynatrace Documentation)
Hands-on labs (based on your links)
Lab A — Deploy OneAgent as a Docker container (container platforms)
Use this when you want OneAgent running as a container on a Docker host / container platform.
Official guide: Set up Dynatrace OneAgent as a Docker container (Dynatrace Documentation)
(You’ll copy the installer URL/token from Dynatrace UI as shown in that doc.)
Key outcome:
OneAgent container runs on the host and can provide full-stack/container monitoring (depending on mode and platform). Related Docker setup hub page (overview/entry point) (Dynatrace Documentation)
Lab B — Deploy OneAgent at scale (orchestration)
If you have many hosts, don’t do it manually.
Dynatrace provides deployment orchestration scripts, including an Ansible collection path (Dynatrace Documentation)
Use-cases:
Standardize agent rollout Controlled upgrades Consistent tokens / endpoints / tags Lab C — Install a demo app: easyTravel on Docker (great for demos)
This is the quickest way to generate real telemetry (services, traces, DB calls, errors, response time, etc.).
Repo: Dynatrace easyTravel-Docker (GitHub)
Typical flow:
Clone the repo Configure Dynatrace endpoint/tenant vars (as README describes) Start the stack (often via docker-compose / scripts in the repo) Generate traffic Watch Dynatrace auto-discover services → see traces → see Problems (Your DevOpsSchool post also references the same “sample app for demo/lab” idea.) (DevOps School)
Lab D — OneAgent CLI basics (host-level operations)
Dynatrace has an official CLI reference for oneagentctl used for post-install configuration on a host (Dynatrace Documentation)
Common things teams do with oneagentctl:
Set monitoring mode Networking/proxy settings Host tagging (depending on environment) Troubleshooting agent status Your DevOpsSchool CLI reference can be used as a quick “cheat sheet” too (DevOps School)
“Problems” view (your Dynatrace UI link)
You shared a Problems URL from your tenant, but it requires Dynatrace login so I can’t read its contents directly from here. What you’ll typically validate on that page:
Problem title + impact (services/users) Root-cause entity (host/service/pod/process) Contributing events (deployments, resource saturation, errors) Related traces/logs/metrics in one timeline If you want, paste a screenshot or the text from that Problem page and I’ll turn it into a clean incident-style note (symptoms → impact → root cause → fix → prevention).
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December 14, 2025Dec 14

24 of the Best Board Games for Holiday Gifting in 2025

24 of the Best Board Games for Holiday Gifting in 2025

Tabletop games are a popular, screen-free activity that brings people together. They also make excellent gifts for anyone on your holiday list.View the full article

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December 14, 2025Dec 14

Get $100 Off Apple Watch Series 11 With Delivery In Time For Christmas

Get $100 Off Apple Watch Series 11 With Delivery In Time For Christmas

Amazon and Best Buy this weekend have all-time low prices on the Apple Watch Series 11, with $100 discounts across numerous models of the smartwatch. These discounts beat the Black Friday prices we saw last month by about $30, and both retailers have delivery options that provide guaranteed arrival dates before Christmas.

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

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 four of the 42mm GPS models on sale at this all-time low price, and two 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
This article, "Get $100 Off Apple Watch Series 11 With Delivery In Time For Christmas" first appeared on MacRumors.com

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December 14, 2025Dec 14

Best Tested Walking Pads (2025): Urevo, WalkingPad, Sperax

Best Tested Walking Pads (2025): Urevo, WalkingPad, Sperax

These compact walking pads fit under your desk and make staying active so much easier.View the full article

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December 14, 2025Dec 14

10 Best Portable Power Stations (2025): Power Capacity, Portability, Camping, and More

10 Best Portable Power Stations (2025): Power Capacity, Portability, Camping, and More

Whether you’re going off-grid or safeguarding against blackouts, these beefy, WIRED-tested batteries can keep the lights on.View the full article

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December 14, 2025Dec 14

Nanit Home Display Review: A Transformative Tablet

Nanit Home Display Review: A Transformative Tablet

The innovative smart baby monitor ecosystem adds a tablet to its lineup. Is it worth overlooking some quirks?View the full article

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December 14, 2025Dec 14

Private MCP Catalogs and the Path to Composable Enterprise AI

Private MCP Catalogs and the Path to Composable Enterprise AI

Most discussions about Model Context Protocol infrastructure ask how to govern thousands of AI tools and monitor which MCP servers are running. This question is table stakes but undershoots the possibilities. A better question is how we can unleash MCP to drive developer creativity from a trusted foundation.

The first question produces a phone book of curated, controlled, static resources. The second points toward an AI playground where agents and developers interact and learn from each other. What if private catalogs of MCP servers become composable playlists that encourage mixing, reshaping, and myriad combinations of tool calls? This requires treating MCP catalogs as OCI artifacts, not databases.

Cloud-native computing created feedback loops where infrastructure became code, deployments became declarative, and operational knowledge became shareable artifacts. MCP catalogs need to follow the same path. OCI artifacts, immutable versioning, and container-native workflows provide the model because they represent a well-understood approach that balances trust with creative evolution.

Trust Boundaries That Expand and Learn
iTunes provided a store. Spotify provided a store plus algorithmic discovery, playlist sharing, and taste profiles that improved over time. Private MCP catalogs can enable the same evolution. Today, this means curated, verified collections. Tomorrow, this becomes the foundation for self-improving discovery systems.

Tens of thousands of MCP servers are scattered across GitHub, registries, and forums. Community registries like mcp.so, Smithery, Glama, and PulseMCP are attempting to organize this ecosystem, but provenance remains unclear and quality varies wildly. Private catalogs with tighter access controls offer centralized discovery, enhanced security through vetted servers, and visibility into which tools developers actually use. Organizations can build curated subsets of approved servers, add proprietary internal servers, and selectively import from community registries. This solves the phone book problem. 

When Output Becomes Input


The real opportunity is when the work agents do creates shareable artifacts plus organizational learning automatically. Your agent faces a complex problem analyzing customer churn across three data sources. The MCP gateway then constructs a profile capturing the tools, API keys, sequence of operations, and documentation about what worked. That profile becomes an OCI artifact in your registry.

Next month, another team faces a similar problem. Their agent pulls your profile as a starting point, adapts it, and pushes a refined version. The customer success team creates a churn profile combining data warehouse connectors, visualization tools, and notification servers. The sales team imports that profile, adds CRM connectors, and uses it to strategize on renewals. They publish their enhanced version back to the catalog. Teams stop rebuilding identical solutions and instead reuse or remix. Knowledge is captured, shared, and refined.

Why OCI Makes This Possible

Treating catalogs as immutable OCI artifacts lets agents pin to versions or profiles. Your production agents use catalog v2.3 while QA uses v2.4, and they do not drift. Without this, Agent A mysteriously fails because the database connector it relied on got silently updated with breaking changes. Audit trails become straightforward. You can prove which tools were available when incident X occurred. OCI-based catalogs are the only approach that makes catalogs and agents first-class infrastructure fully addressable with GitOps tooling.

OCI with containers delivers two benefits that matter for MCP. First, containers provide hermetic but customizable and context-rich security boundaries. The MCP server runs in a sandboxed container with explicit network policies, filesystem isolation, and resource limits. Secret injection happens through standard mechanisms with no credentials in prompts. This is key if MCP servers execute arbitrary code or have filesystem access.

Second, containers and the associated OCI versioning appends reusable governance tooling in just the right way, matching other governance tooling in your general container stack and workflow. Because catalogs are OCI artifacts, image scanning works the same. Signing and provenance use Cosign on catalogs just like images. Harbor, Artifactory, and other registries already have sophisticated access controls. Policy enforcement through OPA applies to catalog usage as it does to container deployments. Your FedRAMP-approved container registry handles MCP catalogs too. Your security team does not need to learn new tools.

From Phone Books and iTunes to Intelligent Platforms and Spotify

Organizations can evolve to dynamic discovery within trust boundaries. An MCP gateway allows the agent to query the catalog at runtime, select the appropriate tool, and instantiate only what it needs. With Docker’s Dynamic MCPs in the MCP Gateway, the agent can also call built-in tools like mcp-find and mcp-add to search curated catalogs, pull and start new MCP servers on demand, and drop them when they are no longer needed, instead of hard-coding tool lists and configs. Dynamic MCPs keep unused tools out of the model’s context, reduce token bloat, and let agents assemble just-in-time workflows from a much larger pool of MCP servers. The longer-term vision goes further. The gateway captures semantic intelligence around how users interact with MCPs, learns which tools combine effectively, and suggests relevant servers based on how similar problems were previously solved.

The longer-term vision goes further. The gateway captures semantic intelligence around how users interact with MCPs, learns which tools combine effectively, and suggests relevant servers based on how similar problems were previously solved. Teams both learn from and add to this knowledge feedback loop, Private catalog users discover new MCPs, mix MCPs in useful ways, and develop new ways of doing things,inspired by their own thoughts and by suggestions from the MCP gateway. This process also provides live reinforcement learning, imparting wisdom and context to the system that can benefit and everyone using the gateway.  This is organizational memory as infrastructure, emergent from actual agent work that blends human and machine intelligence in unlimited ways..

The container-native approach using private catalogs, dynamic MCP for runtime discovery, profiles as OCI artifacts, and sandboxed execution builds a composable, secure foundation for this future AI playground. How can we unleash MCP to drive developer creativity from a trusted foundation? Treat it like we treated containers but afford it the privileges that AI deserves as agentic, intelligent systems. Private MCP catalogs endowed with semantic intelligence and context understanding,  built atop OCI versioned infrastructure, running in safe agent sandboxes, are the first step toward that vision.


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December 14, 2025Dec 14

Bundesliga Soccer Livestream: How to Watch Bayern Munich vs. Mainz

Bundesliga Soccer Livestream: How to Watch Bayern Munich vs. Mainz

Die Roten welcome struggling Mainz to the Allianz Arena in their penultimate league fixture before the winter break.View the full article

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December 14, 2025Dec 14

The Apple iPhone 17 Pro Keeps Cool While Playing the Hottest Mobile Games

The Apple iPhone 17 Pro Keeps Cool While Playing the Hottest Mobile Games

Its cooling vapor chamber is a standout feature for the powerful phone, though its design isn't the best for gaming.View the full article

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December 14, 2025Dec 14

The Best Bike Gear for Your Brisk, Wintry Commute (2025)

The Best Bike Gear for Your Brisk, Wintry Commute (2025)

Stay strong, fair-weather friends—you can keep biking to work even through the darkest, coldest days.View the full article

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December 14, 2025Dec 14

CNET’s Complete Pet Tech Roundup: We Tested Every Device With Our Pets

CNET’s Complete Pet Tech Roundup: We Tested Every Device With Our Pets

CNET explored every kind of pet technology to see what we -- and our four-legged friends -- liked the most.View the full article

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December 14, 2025Dec 14

Samsung Galaxy XR Review: Needs More Polish

Samsung Galaxy XR Review: Needs More Polish

A little more accessible than the Apple Vision Pro, this Android XR headset could use more polish.View the full article

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December 14, 2025Dec 14

PlayStation Portal's Latest Update Proves Sony Needs a Real Handheld Console Again

PlayStation Portal's Latest Update Proves Sony Needs a Real Handheld Console Again

Cloud gaming remains a pie-in-the-sky idea.View the full article

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December 14, 2025Dec 14

Premier League Soccer: Stream Crystal Palace vs. Man City Live From Anywhere

Premier League Soccer: Stream Crystal Palace vs. Man City Live From Anywhere

The high-flying Eagles look to derail Pep Guardiola's title charge, in a rematch of last season's FA Cup final.View the full article

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December 14, 2025Dec 14

Premier League Soccer: Stream Sunderland vs. Newcastle Live From Anywhere

Premier League Soccer: Stream Sunderland vs. Newcastle Live From Anywhere

A feisty encounter is expected in the first North East derby in nine years.View the full article

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December 14, 2025Dec 14