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The Full Stack Preview: Kubernetes, ArgoCD, and Ephemeral Databases

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Built per-PR full environments using ArgoCD ApplicationSet PR generator, each provisioning app pods plus a single-member mongod replica (Atlas local image) restored from a nightly dump-and-restore to S3 with ArgoCD sync waves and post-deploy migrations; Redis is namespaced, S3 uses copy‑on‑write prefixes, and idle previews auto‑destroy after two weeks. Startup time falls from ~50 minutes to ~5 minutes after tuning, 95% of PRs still don’t need DB isolation, and cost lands at €240 per PR (~€7,000/month) with spot instances avoided.

AI-written summary · about

  1. 0:00Introduction and context
  2. 1:09Early development environment struggles
  3. 5:42ArgoCD preview environment setup
  4. 8:50Goals for isolated preview environments
  5. 9:51Database isolation challenges
  6. 12:21Dark deployment and cost control
  7. 13:05Data restoration process
  8. 16:35Optimizing preview environment startup
  9. 17:37Storage and volume management
  10. 19:01Infrastructure adjustments for MongoDB
  11. 21:10Isolating Redis and RabbitMQ
  12. 22:57S3 copy-on-write strategy
  13. 24:00Shared services decisions
  14. 24:44Cost analysis of preview environments
  15. 27:14Engineering velocity and infrastructure
  16. 29:21Q&A session
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