GCP for Backend Engineers
A backend-focused map of Google Cloud services for APIs, data, jobs, secrets, and observability.
- Status
- evergreen
- Visibility
- public
- Category
- Cloud
- Difficulty
- intermediate
- Published
- Jun 28, 2026
- Updated
- Jun 28, 2026
Service Map
- Cloud Run: stateless containerized APIs and workers.
- Cloud SQL: managed Postgres, MySQL, or SQL Server.
- Cloud Storage: object storage for media, artifacts, and exports.
- Pub/Sub: async messaging and event fanout.
- Secret Manager: managed secrets.
- Cloud Logging and Monitoring: logs, metrics, alerts, and dashboards.
- Artifact Registry: container image storage.
First Deployment Path
For a FastAPI backend, the simplest path is often:
- Build a Docker image.
- Push it to Artifact Registry.
- Deploy it to Cloud Run.
- Attach Secret Manager values.
- Connect to Cloud SQL if relational persistence is required.
- Add logs, alerts, and rollback notes.
Questions Before Choosing GKE
- Do you need custom scheduling or long-running workers?
- Do you need GPU scheduling inside the cluster?
- Do you need many internal services with service mesh-like concerns?
- Can Cloud Run plus queues handle the workload more simply?
Production Checklist
- Separate projects or environments.
- Least-privilege service accounts.
- No public database exposure.
- Explicit budgets and alerting.
- Rollback tested before launch.
Source Links
Related Notes
GCP Cloud Run Checklist
A deployment checklist for containerized backend services on Google Cloud Run.
Dockerfile Patterns for Python APIs
Practical Dockerfile patterns for FastAPI and Python services.
Backend and AI Infrastructure Roadmap
A role-readiness roadmap for backend, cloud, data, AI API, and production infrastructure skills.
FastAPI Production Checklist
A compact checklist for taking a FastAPI service from useful prototype to production-ready backend.
Week 1: Backend Infrastructure Ramp
A first weekly learning log for backend, deployment, security, observability, and AI infrastructure readiness.
Backlinks
GCP Cloud Run Checklist
A deployment checklist for containerized backend services on Google Cloud Run.
Secrets, IAM, and RBAC Mental Model
A practical way to reason about identity, permissions, secrets, and access boundaries.