For the past few years I've spent a significant portion of my time building and operating real-time event pipelines — systems that ingest millions of messages daily, process them through multiple serv
The first thing that breaks when an AWS engineer starts working on GCP isn't the tooling or the console. It's the assumption that IAM works the same way. On AWS, you attach policies to IAM users, grou
The team set min_instances = 3 to eliminate cold starts on the AI workflow service. Reasonable thinking — LLM calls already add 5–15 seconds of latency, a 4-second cold start on the first request afte
Redis gets reached for because it's fast. That's often the wrong reason. Speed isn't a pattern — it's a property. Using Redis correctly means understanding what each pattern is actually good at and, j
S01E06 of Terraform for Application Engineers
S01E05 of Terraform for Application Engineers
