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From firefighting to proactive work
The journey of a small SRE team in a hyper
growth environment
Alex Gerlic
Engineering Manager
@agerlic
•Multiple downtimes
•CPU usage hitting 80% regularly
•Commit latency trending up
•66 % increase in query volume in 6 months
Things started getting worse
SQL Fingerprinting
Query Service Line of code
Responsible
Team
•High number of pages in/out office hours
•Multiple downtimes because of our main datastore
•No obvious way to mitigate
Tipping point
The safety of our team and
our availability were at risk
Work mode
PreventiveFirefighting Proactive
Work mode
Database Health
PreventiveFirefighting Proactive
Firefighting
•New project supported by all the engineering teams
•More than 25 Engineers involved (4 SREs)
•Status Meeting every 3 hours
•One Goal: Keep Intercom UP
A massive effort
Moved queries to read
replicas
Got rid of bad database usages
Vertical partitioning
Reviewed top queries
Schema optimizations
Keep Intercom UP
•No downtime
•Query volume reduced by 25 %
Huge impact in 3 days
Huge impact in 3 days
Work mode
Database Health
PreventiveFireFighting Proactive
Preventive
•Project focused
•Weekly lunch and learn to share new ideas
•Continuous Improvement
•Regular lessons learned sessions
New organization
But it didn’t work out
Work mode
Database Health
Work mode
Database Health
Team Health
Work mode
Team Health
Database

Health
Work mode
Team Health
Database

Health Preventive
Firefighting
Proactive
Work mode
Team Health
Database

Health
Firefighting
Preventive
Proactive
Firefighting
•No clear target
•Too many pages
Misalignment
No head space to think
strategically
80% Drop
Alignment
Current Situation Definition of done
The DB is under constant pressure
Majority of the read operations are against a
replica
CPU is routinely > 70 % Adding new replicas to spread the load is easy
AMI rollouts push us closer to overall
connection limit
Master CPU is always below 50%
Bad database usages: queues, analytics,
large tables
Master handles less than 10.000 SELECTS/s
Connection limit is not a concern
Work mode
Team Health
Database

Health
Firefighting
Preventive
Proactive
Preventive
Split read / write load
Tuned some database settings
Removed a lot of bad database usages
MySQL training
Improved our dashboards and alarms
Definition of done
•Hit our definition of done
•Reduced our number of pages by 80 %
•Great atmosphere and morale
Great milestone
Work mode
Team Health
Database

Health
Firefighting
Preventive
Proactive
Proactive
•What’s next ?
•What should we prioritise ?
•Do we still need someone oncall 24/7 ?
•Team morale was trending down
High level of ambiguity
Work mode
Team Health
Database

Health
Firefighting
Preventive
Proactive
•Hackathon
•Chats about the team
•Karting / Diner
Team Week
•New projects
•Mission, Vision, Values
•New Team organisation
•New T-shirts
Team Week
•Never underestimate the work and the iterative process needed for moving
to a new work mode
•Always align your organization with the current situation and the morale of
the team
•Good news and good results also come with consequences and can imply
radical changes
Lessons learned
Thanks
Alex Gerlic
@agerlic
alex@intercom.com

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