Lessons learned running large real-world Docker environments
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This document summarizes lessons learned from running large Docker environments in three or fewer sentences per section: 1. Dependencies between services can break architecture if not properly versioned. 2. A hardware defect in a single network card caused retransmissions under heavy load, affecting inter-container communication. 3. Logs from containers consumed all disk space when log management was not configured, preventing new containers from running. 4. Slowdowns occurred when a orchestration system stored excessive versions of services due to configuration. 5. Massive load testing exposed dependencies between over 800 billion components, requiring automation to analyze problems at scale.
Lessons learned running large real-world Docker environments
- 1. Lessons learned running large real-world Docker environments Oct 27th 2015 Alois Mayr @mayralois [email protected] Dec 3rd 2015
- 3. What is a “large” environment?
- 5. Campfire stories #1 – The Death Star of Service Dependencies
- 6. #1 – Death Star of Service Dependencies Load-balanced service System-wide service dependencies
- 7. Reverse proxies are essential #1 – The Death Star of Service Dependencies
- 8. App #1 App #2 App #1 depends on App #2 Where is this specified? Unwanted dependencies break architecture #1 – The Death Star of Service Dependencies
- 9. Use proper versioning for services, APIs, and images #1 – The Death Star of Service Dependencies
- 10. Campfire stories #1 – The Death Star of Service Dependencies #2 – The Network Retransmission Episode
- 11. #2 – The Network Retransmission Episode Retransmissions Retransmissions Retransmissions Retransmissions Retransmissions Retransmissions Retransmissions
- 12. • Hardware defect in a single network interface card • NIC worked well under low load • Retransmissions only under heavy load • Affected communications to other machines in datacenter • Still not sure about exact defect on NIC What was the problem? #2 – The Network Retransmission Episode
- 13. #2 – The Network Retransmission Episode
- 14. Co-locate related containers. Check network infrastructure. #2 – The Network Retransmission Episode
- 15. Campfire stories #1 – The Death Star of Service Dependencies #2 – The Network Retransmission Episode #3 – The Hungry Container Breakdown
- 16. #3 – The Hungry Container Breakdown Low disk space Low disk space
- 17. • Shared /logs partition on host • No log rotation, no archiving for app logs • No proper log management used for Docker environment • Shared /logs partition on a single host ran out of space What was the problem? #3 – The Hungry Container Breakdown
- 18. • Container health checks failed • Marathon terminated task and rescheduled new one • Still no free space on /logs • Termination and rescheduling • /var/lib/docker ran out of space • Mesos slave unable to run Docker tasks How the problem evolved over time #3 – The Hungry Container Breakdown
- 19. • Log management tools for app logs, e.g. Fluentd and Logstash --log-driver=none|syslog • Remove container --rm=true • Run Mesos slave with --docker_remove_delay=VALUE How the problem could have been avoided #3 – The Hungry Container Breakdown
- 20. Use log management tools Empty /var/lib/docker #3 – The Hungry Container Breakdown
- 21. Campfire stories #1 – The Death Star of Service Dependencies #2 – The Network Retransmission Episode #3 – The Hungry Container Breakdown #4 – The Day Orchestration Stood Still
- 22. #4 – The Day Orchestration Stood Still Queue and deployment methods are slow
- 23. • Marathon 0.8.x keeps all versions of applications for recovery (by default) • High frequency of microservices deployments • Slowdown through zk overload What was the problem? #4 – The Day Orchestration Stood Still
- 24. • Respective parameter (zk_max_versions) was not set to proper limit --zk_max_versions=20 How the problem could have been avoided #4 – The Day Orchestration Stood Still
- 25. Track orchestration layer performance Separate Mesos clusters #4 – The Day Orchestration Stood Still
- 26. Campfire stories #1 – The Death Star of Service Dependencies #2 – The Network Retransmission Episode #3 – The Hungry Container Breakdown #4 – The Day Orchestration Stood Still #5 – The Mushroom Cloud Effect
- 27. #5 – The Mushroom Cloud Effect Way too many components involved 820 BILLION dependencies!
- 28. • Massive load testing in preparation for Black Friday • Tests ran for 3 days • No impact to real users, only backend services affected • Many components to take into account What was the problem? 174 / 3.4k 22 / 13.3k Service Container Host 1 1..* * 1 #5 – The Mushroom Cloud Effect
- 30. Automation needed for problem analysis in large environments #5 – The Mushroom Cloud Effect
- 31. Campfire stories #1 – The Death Star of Service Dependencies #2 – The Network Retransmission Episode #3 – The Hungry Container Breakdown #4 – The Day Orchestration Stood Still #5 – The Mushroom Cloud Effect
- 32. Free trial - https://ruxit.com/docker-monitoring/ Blog - https://blog.ruxit.com/ @ruxit What lessons have you learned?