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Dissecting serverless runtimes - from functions to databases

Talkat GeeCON 2024 · 2024-05-15..05-17· [serverless, cloud-infrastructure]
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Maps Lambda internals to other serverless runtimes: shows Docker/bootstrap loop that polls for requests, explains cold vs warm behavior with cold starts from milliseconds to hundreds and warm retention often minutes, exposes billing as gigabyte-seconds and a rough break‑even (~40 hours per month vs reserved VM), compares serverless Redis/Elasticache, CockroachDB and Redpanda pricing models, describes a Hazelcast prototype that restores data from S3, autoscaling via control plane, and recovery latencies typically 500–600 ms up to several seconds.

AI-written summary · about

  1. 0:00Introduction and setup
  2. 1:31What is serverless
  3. 5:25How serverless functions work
  4. 9:18Serverless runtimes and Docker
  5. 12:09Cost model of serverless functions
  6. 16:04Cold starts and warm durations
  7. 20:25Complexity beyond single functions
  8. 21:54Serverless databases overview
  9. 23:20Cost challenges in serverless databases
  10. 28:25Building a serverless database
  11. 31:20Serverless cluster orchestration
  12. 33:30Client connection and recovery
  13. 35:58Cold starts in serverless databases
  14. 37:27Handling server shutdowns
  15. 39:41Final takeaways and Q&A
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