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It’s no secret that developers are increasingly being asked to shift left. It seems there’s always something new to shift left on. And now developers are being asked to shift left on observability. This means that in addition to all the other things developers must do, they must also take the extra step of instrumenting their application code with


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As a recovering VMware architect, it took me a little while to grasp Kubernetes. And I noticed I’m not alone in this.. From developers on our own team who need to get fluent in Kubernetes fast to do their dev work, to IT generalists on the customer side who’ve spent a decade running vSphere and are now migrating off it as software is increasingly packaged as containers. Diffe...


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The problem: Humans shouldn’t be correlation engines

At Atlassian’s scale, hundreds of interconnected microservices distributed across multiple regions mean a production incident generates an overwhelming volume of telemetry. The problem is that finding the causal factor in the vast amount of telemetry still relies heavily on human expertise, intuition, and manual cross-re...


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Slow SQL queries degrade user experience, cause cascading failures, and turn simple operations into production incidents. The traditional fix? Collect more telemetry. But more telemetry means more things to look at, not necessarily more understanding.

Instead of treating traces as a data stream we might analyze someday, we should be opinionated about what matters at...


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Get ready to connect, learn, and innovate right in your backyard. Kubernetes Community Days (KCDs) are officially kicking off for H1! Supported by the Cloud Native Computing Foundation (CNCF), these community-organized events bring open source adopters and technologists together for high-impact technical education, collaborative networking, and local community building, all s...


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