Cloud Run vs GKE: How I Actually Choose
Cloud Run and GKE both run containers on GCP. Beyond that, they have different operational models, different cost structures, and different ceilings. Choosing between them isn't about which is "better
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Posts tagged #terraform
GCP for Engineers Who Know AWS: The Mental Model That Actually Helps
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
Deploying AI Workflows on Cloud Run: Latency, Cold Starts, and Scaling
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
When Terraform Gets Messy: Refactoring, Imports, and State Surgery
S01E06 of Terraform for Application Engineers
Terraform CI/CD: Plan on PR, Apply on Merge
S01E05 of Terraform for Application Engineers
Provisioning GCP Services with Terraform: Cloud Run, Pub/Sub, and Cloud SQL
S01E04 of Terraform for Application Engineers
