Most Outages Don’t Announce Themselves
Many outages never announce themselves as outages. They show up as rising latency or an error rate that creeps from 2% to 4% over an afternoon while everyone’s busy with something else.
When AI Agents Get Production Access: The Next Big DevOps Risk
It wasn’t that long ago that AI assistants just watched from the sidelines. They could answer your questions, explain how things worked, sum up logs, and write deployment scripts. Handy, sure, but the real decisions? Still up to the engineers. That’s changing now. AI agents are stepping right into the heartbeat of operations. They can […]
Reliability Comes From the System, Not the Agent
One of the most common questions executives ask right now sounds straightforward: is the agent reliable enough yet? It feels like the right place to start, but the framing quietly points people in the wrong direction because it assumes something about reliability that has rarely been true in complex systems. When people ask whether an […]
The DevOps Practice Most Teams Skip When Adopting AI Agents
Code generation got fast. The competitive advantage is now in the Second and Third Ways. If you don’t have instruction files in your repo, start there. If you do, monitor how often they’re updated.
How to Automate API Testing in CI/CD Pipelines
Automating API tests and plugging them directly into your CI/CD pipeline is no longer a complex undertaking reserved for large engineering teams.
Your AI Testing Framework Might Be Passing Tests It Should Be Failing
Engineering teams are not evaluating whether AI belongs in their testing workflows anymore, but are discovering, sometimes painfully, that the architectural decisions they made when integrating it are the ones that will determine whether it improves their release confidence or quietly erodes it.
OpenAI Codex – A New Frontier in Application Modernization
For enterprises, modernizing their legacy applications landscape is a strategic imperative to enable agility, be cost-efficient, and bring innovation. Yet, despite hefty investments, many modernization initiatives fade away. Studies show that 79% of organizations have had at least one modernization project fail, often at great expense. Traditional modernization efforts are fraught with challenges. The core […]
Building a Simple Event-Driven Application with Datadog Workflows
Back in October 2022, I wrote a short blog post explaining how I automated our Datadog Marketplace sales cycle using a few AWS services and my first-ever Golang program. That basic, event-driven system saved our sales team several hours a week by replacing a manual process with something far more efficient. Even though the original […]
Configuration Drift in a Multi-Cloud World
Configuration drift is the gap between the infrastructure state declared in code and the state actually running in your environment. It occurs when resources are changed outside of your infrastructure as code (IaC) workflow, so the live system no longer matches its definition. In a single cloud, drift is usually straightforward to find and correct. […]
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 […]
How AI Is Transforming DevOps and Cloud Engineering
While AI is often associated with chatbots or generative models, one of its most significant impacts is happening behind the scenes — within DevOps and cloud engineering.
Your Foundation Model is a Service. Operate it Like One
The FM life cycle is just the SDLC with more math and less mercy at 3 a.m. You have survived canary deployments that took out 40% of prod instead of 5%. You have been paged because someone merged a config change on a Friday. You know exactly what it feels like when your monitoring tells […]
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.
Why CI-Based Security is Too Late for Modern Node.js Projects
Most Node.js teams rely on CI pipelines to tell them whether their dependencies are secure. By the time that feedback arrives, however, the most important decisions have already been made.
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.
The Bottleneck Isn’t Coding Anymore. It’s Verification
The teams that come out ahead in the next two years won’t be the ones that adopted agents fastest. They’ll be the ones that invested in verification capacity with the same seriousness they invest in production capacity: Tests, policies, audit logs, rollout controls.
Mastering the Blast Radius, Deployment Without Fear- Progressive Delivery in Modern DevOps
‘Progressive delivery’ is the modern evolution of continuous delivery, designed to reduce the blast radius of new features and decouple ‘deployment’ (moving code to production) from ‘release’ (exposing features to users).
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.
AI Is Exposing a Growing Blind Spot in Open Source Security
With AI, teams across organizations are now building internal applications faster than ever, often pulling in open source libraries and frameworks without much thought about long-term support, lifecycle management, or security ownership. An unintended consequence of this is that unsupported open source software (OSS) is quietly spreading across environments faster than security and engineering teams […]
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 […]
Why Every DevOps Engineer is Suddenly Learning MCP
Before they were everywhere, developers spent ages stitching systems together, one by one. APIs changed everything. MCP wants to do the same for AI.
The New Convergence: How Value Stream Mapping is Rewiring Product, Platform and DevOps for 2026 and Beyond
Value Stream Mapping (VSM) has re-emerged as the connective tissue that unifies product management, operations and architecture.
You Cannot Fake Flow: What Organizations Get Wrong About Value Delivery
Most organizations that have invested heavily in Agile and DevOps share a puzzling experience. Deployment frequency is up. Teams are busy. Dashboards are green. And yet value still queues. Strategy still takes months to reach the customer. Feedback still arrives too late to change anything important. Flow coach Marnus Marx has a name for this […]