Microservices Monitoring at mercari

A talk about how is mercari adopting microservices and trying to monitor it.

Monitoring Seminar in mercari
https://mackerelio.connpass.com/event/71256/

Transcript

1. Microservices Monitoring at mercari Monitoring Seminar in mercari, Nov 29, 2017
2. @spesnova SRE at mercari
3. How to monitor Microservices?
4. but first,
5. Why Microservices?
6. We shouldn't forget the purpose, anytime
7. mercari is facing a “scalability” problem
8. 100+ engineers
9. Developers have to coordinate a lot of things
10. Code dependency Other dev teams Deploy schedule QAs SREs …etc
11. coordination is important, but…
12. I can’t say this is “fast as possible”
13. How to go as “fast as possible”?
14. loosely coupled & bounded context
15. = Microservices
16. Key concepts
17. System and Organization redesign Self service Standardization Automation
18. Key technology
19. Kubernetes
20. “fast as possible” in monitoring area
21. monitoring area
22. 1. Collecting 2. Alerting 3. Investigating
23. Make these things as fast as possible
24. with: Datadog GCP StackDriver PagerDuty Sentry NewRelic
25. 1. Collecting
26. monolith vs microservice
27. In monolith world, Dev asks Ops to configure to collect metrics
28. This doesn’t scale in microservices world
29. In microservices world, Dev configures agent to collect metrics themselves
30. Dev puts monitoring configurations in pod manifest, instead of agent directly
31. Datadog discovers monitoring configurations in Kubernetes manifest (annotations) annotations: service-discovery.datadoghq.com/apache.check_names: '["apache","http_check"]' service-discovery.datadoghq.com/apache.init_configs: '[{},{}]' service-discovery.datadoghq.com/apache.instances: '[{"apache_status_url": "http://%%host%%/server-status?auto"},{"name": "My service", "url": "http://%%host% %", timeout: 1}]'
32. Datadog discovers monitoring configurations in Kubernetes manifest (annotations)
33. Dev don’t need to coordinate with SRE
34. Furthermore, SRE runs monitoring agent to every node
35. Basic metrics such as CPU, Memory are collected by Datadog automatically
36. Dev don’t need to collect basic metrics themselves
37. 2. Alerting
38. In monolith world, Ops is On-Call
39. In microservices world, Dev is also On-Call
40. Alert accuracy is important
41. Alert on work metrics
42. Work metrics & Resource metrics & Events (+logs) IUUQTEBUBEPHQSPEJNHJYOFUJNHCMPHNPOJUPSJOHJOWFTUJHBUJPOBMFSUJOHDIBSUQOH
43. NG - Alert on CPU usage OK - Alert on server latency Alert on work metrics
44. Alert on work metrics
45. You can say high latency is problem. But you can’t say high CPU is problem.
46. If you know high CPU usage is problem, keep it low by using auto-scaling.
47. PagerDuty service / team per microservice
48. Boilerplate for microservice
49. 3. Investigating
50. In monolith world, Ops sees dashboard and investigate
51. In microservices world, Dev sees dashboard and investigate
52. At least 1 dashboard per microservice
53. Dev needs to fix problems themselves, SRE has to give enough visibility to them
54. Dev can see almost everything: Logs IUUQTEBUBEPHQSPEJNHJYOFUJNHCMPHBOOPVODJOHMPHTBOOPUBUFEMPHEFNPWQOH
55. Dev can see almost everything: Events
56. Dev can see almost everything: Errors IUUQTEBUBEPHQSPEJNHJYOFUJNHCMPHEBUBEPHTFOUSZJOUFHSBUJPODPMMBCPSBUJWFCVHpYJOHTFOUSZFWFOUTDSFFOCPBSEQOH
57. Dev can see almost everything: Tracing and Profiling
58. Dev can see almost everything: Slow query
59. Multidimensional metrics IUUQTEBUBEPHQSPEJNHJYOFUJNHCMPHUIFQPXFSPGUBHHFENFUSJDTLWUBHQOH
60. Dev and SRE can see metrics in any dimension IUUQTEBUBEPHQSPEJNHJYOFUJNHCMPHUIFQPXFSPGUBHHFENFUSJDTPMBQQOH
61. Dev can see metrics only in their context lBWHEPDLFSDQVVTBHF\LVCF@OBNFTQBDFGPP^z
    
62. SRE can see metrics across dev teams lBWHEPDLFSDQVVTBHF
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63. Include everything in one dashboard
64. Frontend (CDN, Synthetic, Browser) Backend (Trace, Profile, Error) Infrastructure (LB, Server, DB…) Events (Deploy, Auto-Scale, SaaS/Iaas) Logs (Frontend ~ Infrastructure) Business metrics (KGI, KPI)
65. Give dev not only visibility, but also a compass in monitoring area
66. Monitoring Framework IUUQTEBUBEPHQSPEJNHJYOFUJNHCMPHNPOJUPSJOHJOWFTUJHBUJPOJOWFTUJHBUJOHEJBHSBNQOH
67. Future Plans
68. SLO + Error Budget Failure Friday (On-Call training) Monitoring Guide (documentation) Processes monitoring (kubelet etc) Topology Map End-to-End error / log tracking Internal status page
69. Recap
70. loosely coupled & bounded context
71. These principles are also important in monitoring area
72. monitoring framework instead of dependent skills
73. make everyone can monitoring
74. Thanks