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Learn what chaos engineering is, how it works, and its principles, tools, and best practices for building resilient, fault-tolerant distributed systems.
A detailed tutorial explaining the importance of chaos testing, its principles, how to perform it, and best practices.
About LitmusChaos LitmusChaos is an open source chaos engineering platform that helps teams identify weaknesses and potential outages in their infrastructure by running controlled...
The Mess We Started With When I took over the team, we had two substrates and a long list of problems that cut across both. On-prem ran on VMware. The core application was vendor-l...
In Part 1, I walked through how AI is changing incident response, from correlation engines like BigPanda and PagerDuty's AIOps features to a newer category of dedicated AI SRE agen...
Generative artificial intelligence introduces unprecedented unpredictability into software development pipelines. Traditional software returns predictable outputs for exact inputs....
Originally, back-end and front-end Site Reliability Engineering (SRE) were owned by teams. They code the programs, set up databases and infrastructure, and quickly spring to action...
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 s...
The problem: Humans shouldn’t be correlation engines At Atlassian’s scale, hundreds of interconnected microservices distributed across multiple regions mean a production incident g...
We’re in the middle of a reliability reckoning. Thanks to AI, companies are shipping code much faster than before. But if there’s anything to learn from the surge in high-profile o...
There is an apparent contradiction at the heart of using AI agents for data work, and resolving it properly is worth an entire article, because the teams that resolve it are quietl...
Infrastructure vs. Science New technology comes from R&D. Whether you’re a startup, a mid-sized company, or a global giant, every organization must have a process to move from...
Every Senior Site Reliability Engineer (SRE) knows that when a complex microservice system breaks, the first symptom is rarely the actual…Continue reading on Medium »
Big, distributed computing systems seldom have visible failures. Most of them start without any bang, frequently with a health-check disconnection, a failed TCP connection or a ser...
When an end-to-end test fails after a front-end change, the repair often looks routine. A class name changed. A button moved. A selector that used to be unique now matches two elem...
I've been tuning Codenames AI, a small web game where an LLM plays Codenames with you. Clue generation is tightly constrained: one word, a count, optional intended targets, JSON on...
Modern software delivery is complex. Developers are responsible not only for writing code that meets business requirements — both functional and non-functional — but also for navig...
Most SRE teams do not need another dashboard. They need a safer way to move from "something is wrong" to "we know what to do next." A model that detects anomalies is useful. A mode...
Sandbox testing works well when your team controls both sides of the integration. You define the service, you define the mock, you know exactly what the sandbox should return. That...
A building inspection team tests every door lock in a new skyscraper. Every lock turns smoothly; every door closes flush. The building opens without incident. Two weeks later, an u...
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