Insights on Platform Engineering, SRE, and Cloud Infrastructure
A regional e-commerce client needed to move off an end-of-life MySQL 5.7 instance to PostgreSQL 15 — here's how we executed the migration with zero downtime and full data integrity.
Most on-call rotations are spent restarting pods and scaling nodes — work a machine can do in seconds. Here is the architecture that changed that for me.
Most teams adopt Terraform and declare victory. Three years later they're dealing with state corruption, blast radius incidents, compliance failures and no one knows who changed what or why. Here's the architectural diagnosis and how to fix it before it explodes.
Every AI assistant, automation tool, and intelligent workflow running across an enterprise sits on top of something. That something is the platform. Here is what it takes to build it right
Latency was nominal. Error rates were flat. The infrastructure was healthy by every traditional measure. But grounded answer rate had been silently declining for eleven days — and the cause was a retrieval index that had stopped refreshing without tripping a single alert.
A production Kubernetes cluster serving thousands of pods was hitting a hard ceiling on service discovery due to legacy Endpoints API limitations. Here is how migrating to EndpointSlices resolved the bottleneck and cut control plane overhead significantly.
The job says AI Automation Engineer. The responsibilities say platform engineering, SRE, and DevOps — applied to furnaces and turbine blades instead of microservices. Here is what the multi-hat engineer actually owns.
I was brought in to stabilize a platform running 40+ microservices on Kubernetes that was experiencing silent failures, cascading outages, and zero observability. Here is how Istio changed everything.
A monitoring gap between byte-based replication checks and real transaction replay timestamps was masking a growing replication lag — and nobody knew until it was almost too late. Here is how the incident was diagnosed and permanently resolved.