~/talk

Architecting High-Density Performance Testing with Container-Based Simulation

Talkat DevConf.CZ 2026 · on Friday, 2026-06-19· at 12:30· D0206 (capacity 154)· [devops-and-delivery, developer-experience]
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Replaces 4,000–5,000 VM-style agents with thousands of lightweight containers orchestrated on a few powerful hosts using Podman on a few powerful hosts and Kubernetes, claiming spin-up times near 1s versus ~32s for VMs. Implements stateful container agents that run real work (Ansible playbooks) and emits timestamps to measure fan‑out intensity metric and completion distribution. Practical limits encountered: file descriptor, PID, sub UID/GID and inotify exhaustion; remedies include increase ulimit, pid and inotify limits, log rotation, central logging and aggressive container lifecycle cleanup.

AI-written summary · about

  1. 0:00Introduction
  2. 1:03API load testing basics
  3. 3:09Distributed execution testing
  4. 5:58Real system metrics
  5. 7:23Containers vs virtual users
  6. 8:50Testing architecture overview
  7. 11:15Fan out intensity measurement
  8. 15:11Containers vs VMs
  9. 16:36High density scaling challenges
  10. 19:25PID exhaustion fix
  11. 20:53Inotify exhaustion fix
  12. 21:38Disk exhaustion prevention
  13. 24:06Disk space recovery
  14. 25:08Key takeaways and conclusion
  15. 25:50Q&A
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