How Independent Service Deployments Expose the Limits of Conventional Regression Testing Tools
The architectural shift to independently deployable services was supposed to make software delivery faster and less risky. In many aspects, it has. Teams can ship a change to one service without coordinating a release across the entire system. A bug fix in the payment service does not require a synchronized deployment with the notification service, […]
A Beginner’s Guide to CI/CD and CI/CD Pipelines
Modern software development moves at a pace that would have been unthinkable a decade ago. Organizations push updates on demand, respond to vulnerabilities within minutes, and integrate new features at a relentless pace. This acceleration is driven by continuous integration and continuous delivery (CI/CD). To understand how CI/CD reshapes the security posture of modern organizations, […]
Lightrun Adds Ability to Assess Impact Pull Request Will Have in Production
Lightrun is providing early access to an ability to verify whether a pull request (PR) will actually run in a production environment as part of its artificial intelligence (AI) platform for automating site reliability engineering (SRE) workflows. Company CTO Leonid Blouvshtein said the Runtime Aware PR Verifier enables DevOps teams to assess the impact a […]
From Phishing to Vishing: Why DevSecOps Must Rethink Communication Security
Key Takeaways: Vishing is the new frontline threat: Attackers are shifting from emails to phone-based scams, using AI and social engineering to bypass traditional security controls. DevSecOps must expand its scope: Securing code is no longer enough; communication channels like voice, chat, and messaging must be integrated into threat models and security pipelines. Human and […]
AI Coding Agents Are Pulling CI Feedback Into the Inner Loop
The traditional shape of CI/CD assumed humans worked in the inner loop and pipelines policed the outer one. AI coding agents are tearing that geometry apart. When code can be generated in seconds, waiting until a pull request to run validation, tests, code review and standards checks turns the outer loop into a backlog of […]
Modernization Is Not Migration
Modernization worked only if the platform became easier to change, easier to understand and safer to run under pressure. That is not a philosophical position — it is a measurable one.
These are 10 CI/CD Pipeline Mistakes That Slow Down Engineering Teams
Continuous software delivery in the digital age depends on CI/CD pipelines, which enable engineering teams to rapidly develop, test, and deploy code while maintaining high usability and consistency across environments.
Shift-Left Performance Testing in CI/CD: A Practical LoadRunner Framework
CI/CD pipelines speed up software delivery, but performance testing is often delayed, resulting in late feedback and costly fixes. Many teams run tests earlier but fail to enforce performance as a deployment gate.
Salesforce vs Dynamics 365 CE DevOps: A Practical Comparison for Enterprise Teams
Most organizations running CRM platforms eventually face the same challenge: how to deploy changes safely, consistently, and quickly. While Salesforce and Dynamics 365 Customer Engagement (CE) support modern DevOps practices, they approach application lifecycle management differently. Understanding these differences can help teams design more effective deployment pipelines and avoid common release issues. As these platforms […]
Newly Appointed CloudBees CEO Charts Agentic AI Engineering Course
The newly appointed CEO of CloudBees, Mo Plassnig, says that as the agentic artificial intelligence (AI) era dawns, the time has come to reinvent software engineering in a way that moves beyond human-centric tooling. Plassnig, who earlier this month succeeded Anuj Kapur, joins CloudBees from Immuta, a provider of a data security and governance platform, […]
Why AI Testing Must Live Inside Your CI/CD Pipeline
Here is a situation most engineering leaders recognize. You roll out AI coding tools. Features ship faster. Developers are more productive. Then, a few months in, you realize something unexpected: the engineers you most wanted to free up are busier than ever. They are reviewing PRs, firefighting regressions, juggling a dozen half-shipped features and the […]
Carbon-Aware DevOps: Turning CI/CD Pipelines Into Emissions-Controlled Workloads
This article examines how a Carbon-Aware DevOps strategy can help optimize CI/CD pipelines for sustainability by reducing their carbon footprint while also decreasing costs and meeting the increasing demand for innovative, eco-friendly solutions.
Why the Software Development Tools you Choose Directly Affect Your CI/CD Reliability
The software development tools you choose shape your CI/CD pipeline reliability in ways that only surface months later. Learn what to evaluate before adoption.
The Silent Risk of AI-Written DevOps Pipelines
These days, when a developer needs a CI/CD pipeline, they don’t always dive into GitHub Actions docs or spin up Jenkins from scratch. Instead, they pull up an AI assistant and type out something like: “Create a deployment pipeline for a containerized application.” Seconds later, the AI spits out a complete workflow. It looks polished. […]
Designing an AI-Powered DevSecOps Guardrail Pipeline Using GitHub Actions
By embedding AI-powered guardrails directly into CI/CD pipelines, organizations can detect vulnerabilities earlier, enforce security policies automatically and accelerate secure software delivery.
Modernizing DevOps Security With Intelligent KYC Enforcement Layers
This is where smart KYC enforcement layers fit in — not a compliance box, but an engineering control that is directly part of DevOps processes.
CI/CD Supply Chain Security: Hardening Artifacts, Dependencies, and Delivery Pipelines
Modern CI/CD pipelines have become one of the most attractive attack surfaces in enterprise environments. As organizations push for faster releases, broader automation, and greater reuse of third-party components, the software supply chain has quietly expanded beyond the direct control of any single team. Source code is only one small piece of what ultimately runs in […]
The Evolving Role of Observability in DevOps
DevOps practices have fundamentally changed how software is delivered, operated, and improved. At their heart, DevOps methodologies seek to unify development and operations, enabling teams to ship changes more quickly while maintaining system reliability. The discipline has grown beyond simple CI/CD automation to encompass culture, observability, and intelligent workflows. As organizations scale, they face new […]
GitHub Copilot Gets Its Own App — and It’s More Than a Coding Assistant
GitHub has launched a standalone Copilot desktop app in technical preview, moving beyond the IDE to introduce a dedicated cockpit for agentic development. The app enables developers to manage parallel, isolated agent sessions directly from GitHub issues, while introducing “Agent Merge”—a feature that autonomously fixes CI failures and handles code reviews to streamline the entire PR lifecycle.
CI/CD Was Built for Deterministic Software — Agents Just Broke the Model
CI/CD was built around a comforting idea: Software should do tomorrow what it did today, assuming the inputs are the same. That assumption sits underneath a lot of modern DevOps. It is why we have build pipelines, test suites, artifact repositories, deployment gates, rollback strategies, infrastructure-as-code and all the other machinery that turned software delivery […]
Why DevOps Is Critical for Modern Business Resilience
Today’s business world operates in a state of constant change. What the customer wants to buy changes quickly, new competitors appear overnight, and cyber threats are changing faster than ever. In this world, the concept of “resilience,” the ability to adapt, to overcome, and to continue to create value for the enterprise despite the changes, […]
Beyond the Build: Integrating Security into CI/CD Pipelines
In today’s fast-paced software development landscape, Continuous Integration and Continuous Deployment (CI/CD) pipelines are essential for delivering applications efficiently. However, the speed and automation they offer can inadvertently introduce security vulnerabilities if not properly managed. Integrating security into CI/CD pipelines, often referred to as DevSecOps, is no longer optional; it’s a necessity. The Importance of […]
Atlassian Underpins Code Creation With New Agentic Insight Channels
Atlassian used its Team ’26 user conference this month in Anaheim to explain how its platform has now further evolved to underpin the reality of what the company defines as the AI‑native organization. This still-emerging entity is a company (or indeed a department, an individual team or working group) where human teams are co‑creating alongside […]