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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. View the full article

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. View the full article

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 Discuss this article in our forums View the full article

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. Want to join? View the full article

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 Discuss this article in our forums View the full article

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 Discuss this article in our forums View the full article

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) View the full article

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) View the full article

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. View the full article

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! View the full article

“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? This article is published as part of the Foundry Expert Contributor Network. Want to join? View the full article

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 Discuss this article in our forums View the full article

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! View the full article

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) View the full article

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) View the full article

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 Discuss this article in our forums View the full article

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. View the full article

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 View the full article

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 View the full article

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 View the full article

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 View the full article

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 View the full article

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 View the full article

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.” View the full article

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.” View the full article