Long-form thinking on incidents, Kubernetes, delivery culture, and how we run labs like production, written for people who actually operate systems.
A Kubernetes workload suddenly stops communicating, and every TLS handshake points to an expired certificate. But fixing the obvious problem only reveals deeper failures hiding beneath the surface.
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
A real-world DevOps lesson in capacity planning, failure isolation, retry storms, and why recovery can sometimes be harder than failure.
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
harshitha ramesh
The application is running, the container is healthy, and the logs are silent—but every request still fails. Follow the clues through container DNS and dependency resolution to uncover what's really breaking the application.
Youssef Hatem
A production batch queue suddenly stops draining, but the base Compose file looks perfectly fine. Follow the clues to uncover how a forgotten override quietly reshaped the entire stack
Youssef Hatem
A production accounting API is failing, even though PostgreSQL appears healthy. Follow the clues through containers, database initialization, and migrations to uncover why the books are still broken.
Youssef Hatem
The hardest production bugs aren't the ones that crash your application, but are the ones where everything says healthy except the application.
harshitha ramesh
In production, problems dont announce themselves, they evolve.
harshitha ramesh
A 2 AM Kubernetes outage that proves why production debugging is about finding the hidden chain, not just the first symptom.
harshitha ramesh
A brutal, practical mental model for understanding production outages. Learn the five failure modes that explain every incident before the pager goes off.
Saurav Chaudhary
harshitha ramesh
Free posts stay open. Member articles unlock deeper runbooks, lab-adjacent thinking, and the full archive, built for serious DevOps practice, not content farming.