Survey: Java Developers Wrestling With Massive Amounts of Technical Debt
A global survey of 2,039 Java developers published today finds 63% reporting that dead and unused code adversely affects their team’s productivity, with 22% describing the impact of that technical debt as being severe. Conducted by Dimensional Research on behalf of Azul, a provider of a distribution of OpenJDK, the survey also finds that more […]
Salesforce Freezes Heroku Feature Development, Signals Long-Term Shift
Salesforce has confirmed it is stepping back from active development of Heroku, creating a turning point for one of the cloud industry’s most influential platform-as-a-service offerings. While the company insists the service remains fully supported, the decision to halt new feature development and stop selling enterprise contracts to new customers indicates a broader strategic shift […]
Will AI Kill the OSS Star?
As AI-driven development accelerates, open source software faces an uncomfortable paradox: Usage is rising while engagement, sustainability and community economics quietly erode. AI isn’t eliminating OSS, but it is reshaping how code is written, discovered and maintained. The result may not be the death of open source, but the end of its long reign as the default foundation of modern software.
Google Launches Developer Knowledge API to Give AI Tools Access to Official Documentation
Google’s new Developer Knowledge API and MCP server provide AI assistants with direct access to up-to-date Google developer documentation.
Five Great DevOps Job Opportunities
This week’s report features top employers including Capital One, Google, CLS US Services, Thrive Market, and Cisco Systems, providing insights into the job market and salaries for crucial roles in DevOps.
Veracode Extends Package Firewall Reach to Microsoft Artifacts
Veracode has extended the reach of a Package Firewall that applies policies that limit what types of code can be downloaded from a repository to Azure Artifacts from Microsoft. Additionally, DevSecOps teams can now define custom policies based on package risk profiles, vulnerability thresholds, or a specific security requirement their organization has adopted. Tim Jarrett, […]
Qodo Adds Multiple AI Agents to Code Review Platform
Qodo 2.0 adds memory-enabled, task-specific AI agents to its LLM-based code-review platform, improving defect recall and F1 performance to help DevOps scale code quality as AI-generated code rises.
Beyond Test Case Generation: How to Create Intelligent Quality Ecosystems
Move GenAI in QA from test‑factory to life‑cycle intelligence: AI proposes coverage and data, humans review, deterministic automation executes—focus on risk‑aligned coverage, drift detection, and governance.
The 10-Layer Monitoring Framework That Saved Our Clients From 3 a.m. Pages
A practical 10-layer monitoring framework for Kubernetes and VM environments that prioritizes what to watch—system, application, HTTP/RUM, databases, caches, queues, tracing, SSL, external deps, and log patterns—to prevent outages and reduce noisy alerts.
Is Claude Opus 4.6 the Best Security Researcher Ever?
Anthropic’s Claude Opus 4.6 uncovered more than 600 previously unknown vulnerabilities in widely used open source software, raising new questions about AI-driven security research, vulnerability management, and defensive readiness.
Survey Surfaces More Focus on Software Security Testing and API Security
A global survey of 828 enterprise IT professionals conducted by the Futurum Group finds well over a third of respondents expect their organization to increase spending on software security testing (39%) and application programming interface (API) security (36%) over the next 12 to 18 months. Overall, about 35% said they also plan to make some […]
MCP-Powered Agentic AI in DevOps: Building Secure, Scalable Multi-Agent Pipelines for Autonomous SRE and Observability
Discover how model context protocol (MCP) powered agentic AI is transforming DevOps by enhancing resilience and efficiency in cloud-native environments. Learn about the challenges, benefits, and real-world applications of autonomous multi-agent systems.
4 Security Risks of AI Code Assistants
AI coding assistants can introduce vulnerabilities, privacy risks, and dependency issues. Learn key cybersecurity practices to safely use AI in software development.
Perforce Adds MCP Support Across Entire DevOps Portfolio
Perforce Software is making the Model Context Protocol (MCP) that artificial intelligence (AI) tools and agents invoke to access data available across its entire portfolio of DevOps platforms. Jake Hookom, executive vice president of product for Perforce, said the code management, application testing and infrastructure management tools and platforms the company provides will now all […]
Anthropic Research Shows Trade-Off Between AI Productivity and Developer Mastery
Artificial intelligence tools are now a routine part of today’s software development, promising faster output and reduced workloads. But new research from Anthropic suggests that when developers rely on AI while learning new skills, those productivity gains may come at the expense of understanding. In a randomized controlled study involving 52 mostly junior software engineers, […]
OpenAI Shifts Toward Autonomous Team Model with Codex Desktop Launch
OpenAI has launched a macOS desktop application for Codex, signaling a strategic pivot from simple artificial intelligence (AI) pair-programming to a complex command center for autonomous coding agents. The news, announced Monday, moves Codex beyond its origins as a command-line tool and IDE extension. By creating a dedicated desktop interface, OpenAI is positioning its AI […]
Why Responsible AI Isn’t Optional in DevOps — it is the Next Frontier of Ownership
The integration of AI in DevOps brings both opportunities and accountability challenges. This article explores the implications of AI decision-making within CI/CD pipelines and emphasizes the need for governance frameworks to ensure responsible AI use while maintaining trust and efficiency.
Why Data Contracts Need Apache Kafka and Apache Flink
Data contracts prevent breaking schema changes in data pipelines. Learn how Kafka and Flink help specify, implement and enforce them.
Bot-Driven Development: Redefining DevOps Workflow
Explore the transformative impact of bot-driven development (BotDD) in DevOps, where AI-powered tools drive significant parts of the software lifecycle. Learn how this evolution combines human insight with intelligent automation to enhance productivity, reduce errors, and streamline workflows.
What is OPA (Open Policy Agent)?
Open Policy Agent (OPA) is a versatile policy engine designed to handle policy enforcement across cloud infrastructures. It enables users to define and apply policies consistently across a variety of systems, helping maintain security and compliance in dynamic environments. In my view, OPA represents a significant step forward for cloud infrastructure. From experience, unless a […]
The Problem’s Not Your Monitoring Tools, It’s Your Workflow
The real cost of poor observability isn’t just downtime; it’s lost trust, wasted engineering hours, and the strain of constant firefighting. But most teams are still working across fragmented monitoring tools, juggling endless alerts, dashboards, and escalation systems that barely talk to one another, which acts like chaos disguised as control. The result is alert […]
Top 15 DevOps Trends to Watch in 2026
Launched in 2008, the audio streaming platform Spotify has more than 200 million active users worldwide. Initially, Spotify relied on a homegrown container orchestration system called Helios. In 2017, this became a bottleneck, and the IT team implemented Kubernetes, which increased speed while reducing costs. With Kubernetes, the Spotify backend team can develop new services […]
Survey Surfaces Disconnect Between DevOps Metrics and Business KPIs
A survey of 418 DevOps professionals finds that while DevOps teams closely monitor and observe the performance of applications, not nearly as many are able to correlate the value of those efforts to the business. Conducted by Catchpoint, a unit of LogicMonitor, the survey finds more than two-thirds (67%) believe application degradations are either always […]