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DATA-DRIVEN
POSTMORTEMS
SCOTT DIXON,
DATADOG
@REALSCOTTDIXO
N
@realscottdixon
Solutions Engineer
@datadoghq
SaaS-based monitoring
Trillions of data points per day
http://jobs.datadoghq.com
“THE ONLY
REAL MISTAKE
IS THE ONE
FROM WHICH
WE LEARN
NOTHING.”
- Henry Ford
@realscottdixon @datadoghq
COLLECTING DATA IS
CHEAP;
NOT HAVING DATA WHEN
YOU NEED IT CAN BE
EXPENSIVE.
@realscottdixon @datadoghq
“The problems we work on at Datadog
are hard and often don't have obvious,
clear solutions, so it's useful to
cultivate your troubleshooting skills,
no matter what role you work in.”
Internal Datadog Developer Guide
@realscottdixon @datadoghq
DAMON EDWARDS & JOHN WILLIS - DEVOPSDAY MOUNTAIN VIEW 2010
WHAT IS
DEVOPS?
▸ Culture
▸ Automation
▸ Metrics
▸ Sharing
@realscottdixon @datadoghq
@realscottdixon @datadoghq
@realscottdixon @datadoghq
DAMON EDWARDS & JOHN WILLIS – DEVOPSDAY, MOUNTAIN VIEW 2010
TODAY’S
FOCUS
@realscottdixon @datadoghq
▸ Culture
▸ Automation
▸ Metrics
▸ Sharing
BLAMELESS
POSTMORTEMS
@realscottdixon @datadoghq
CULTURE & SHARING RESOURCES
BLAMELESS POSTMORTEMS
▸Blameless Postmortems, by John Allspaw
http://bit.ly/etsy-blameless
▸The Human Side of Postmortems, by Dave
Zwieback
http://bit.ly/human-postmortem
@realscottdixon @datadoghq
CULTURE & SHARING ARE GREAT, BUT WHAT ABOUT
@realscottdixon @datadoghq
@realscottdixon @datadoghq
COLLECTING DATA IS
CHEAP;
NOT HAVING DATA WHEN
YOU NEED IT CAN BE
EXPENSIVE.
SO INSTRUMENT ALL THE THINGS!
@realscottdixon @datadoghq
4 QUALITIES OF GOOD
METRICS
NOT ALL METRICS ARE EQUAL
@realscottdixon @datadoghq
1. WELL UNDERSTOOD
@realscottdixon @datadoghq
1. WELL UNDERSTOOD
@realscottdixon @datadoghq
1. WELL UNDERSTOOD
@realscottdixon @datadoghq
@realscottdixon @datadoghq
2. SUFFICIENT
GRANULARITY
1 second
Peak 46%
1 minute
Peak 36%
5 minutes
Peak 12%
1 second
Peak 46%
1 minute
Peak 36%
5 minutes
Peak 12%
1 second
Peak 46%
1 minute
Peak 36%
5 minutes
Peak 12%
3. TAGGED & FILTERABLE
@realscottdixon @datadoghq
Query-Based Monitoring
“What’s the average throughput of application:nginx
per version?”
“How many requests per second is my
role:accounting-app running application:postgresql
hosted in region:us-west-1 compared to region:us-
east-1?”
@realscottdixon @datadoghq
4. LONG-LIVED
@realscottdixon @datadoghq
@realscottdixon @datadoghq
@realscottdixon @datadoghq
@realscottdixon @datadoghq
P.S. - June 1! Mark your calendar!
@realscottdixon @datadoghq
RECURSE UNTIL YOU FIND THE
TECHNICAL CAUSES
@realscottdixon @datadoghq
-Future you
RECURSE UNTIL YOU FIND THE
TECHNICAL CAUSES
@realscottdixon @datadoghq
There is no
singular “root
cause.”
HUMAN ELEMENT
TECHNICAL ISSUES HAVE NON-TECHNICAL
CAUSES
@realscottdixon @datadoghq
IF YOU’RE STILL
RESPONDING
TO THE
INCIDENT,
IT’S NOT TIME
FOR A REVIEW
@realscottdixon @datadoghq
HUMAN DATA
DATA COLLECTION: WHO?
▸ Everyone!
▸ Responders
▸ Identifiers
▸ Affected users
@realscottdixon @datadoghq
HUMAN DATA
DATA COLLECTION:
WHAT?
▸Their perspective
▸What they did
▸What they thought
▸Why they thought or did it
@realscottdixon @datadoghq
“WRITING IS NATURE’S WAY OF
LETTING YOU KNOW HOW
SLOPPY YOUR THINKING IS.”
RICHARD GUINDON
@realscottdixon @datadoghq
TELLING STORIES
“A PICTURE
IS WORTH A
THOUSAND
WORDS”
- ANCIENT PROVERB
@realscottdixon @datadoghq
HUMAN DATA
DATA COLLECTION: WHEN?
▸ As soon as possible
▸ Memory drops sharply within 20 minutes
▸ Susceptibility to “false memory” increases
▸ Get managers involved!
@realscottdixon @datadoghq
HUMAN DATA
DATA SKEW / CORRUPTION
▸ Stress
▸ Sleep deprivation
▸ Burnout
@realscottdixon @datadoghq
HUMAN DATA
DATA SKEW / CORRUPTION
▸ Blame
▸ Fear of punitive action
@realscottdixon @datadoghq
HUMAN DATA
DATA SKEW / CORRUPTION
▸ Bias
▸ Anchoring
▸ Hindsight
▸ Outcome
▸ Availability (recency)
▸ Bandwagon effect
@realscottdixon @datadoghq
HOW WE DO
POSTMORTEMS
AT DATADOG
@realscottdixon @datadoghq
DATADOG POSTMORTEMS
A FEW NOTES
▸ Findings emailed company wide
▸ Scheduled recurring review meetings
@realscottdixon @datadoghq
DATADOG POSTMORTEMS
A FEW NOTES
▸ Findings emailed company wide
▸ Scheduled recurring review meetings
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (1/5)
SUMMARY: WHAT HAPPENED?
▸ Describe what happened here at a high level.
Think of it as an abstract in a scientific paper.
▸ What was the impact on customers?
▸ What was the severity of the outage?
▸ What components were affected?
▸ What ultimately resolved the outage?
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (1/5)
SUMMARY: WHAT HAPPENED?
▸ Describe what happened here at a high level.
Think of it as an abstract in a scientific paper.
▸ What was the impact on customers?
▸ What was the severity of the outage?
▸ What components were affected?
▸ What ultimately resolved the outage?
@realscottdixon @datadoghq
@realscottdixon @datadoghq
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (2/5)
HOW WAS THE OUTAGE DETECTED?
▸ We want to make sure that we detected the issue
early and that we would catch the same issue if it
were to repeat.
▸ Did we have a metric that showed the outage?
▸ Was there a monitor on that metric?
▸ How long did it take for us to declare an outage?
@realscottdixon @datadoghq
@realscottdixon @datadoghq
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (3/5)
HOW DID WE RESPOND?
▸ Who was the incident owner, and who else was
involved?
▸ Slack archive links and timeline of events!
▸ What went well?
▸ What didn’t go so well?
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (3/5)
HOW DID WE RESPOND?
▸ Who was the incident owner, and who else was
involved?
▸ Slack archive links and timeline of events!
▸ What went well?
▸ What didn’t go so well?
@realscottdixon @datadoghq
*Names changed
@realscottdixon @datadoghq
CHATOPS
ARCHIVES
FTW!
*Names changed
@realscottdixon @datadoghq
*Names changed
TRACK LEARNINGS AS YOU GO
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (4/5)
WHY DID IT HAPPEN?
▸ Deep dive into the cause
▸ Examples from this incident
▸ http://bit.ly/dd-statuspage
▸ http://bit.ly/alq-postmortem
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (5/5)
HOW DO WE PREVENT IT IN THE FUTURE?
▸ Link to GitHub issues and Trello cards
▸ Now?
▸ Next?
▸ Later?
▸ Follow-up notes
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE (5/5)
HOW DO WE PREVENT IT IN THE FUTURE?
▸ Link to GitHub issues and Trello cards
▸ Now?
▸ Next?
▸ Later?
▸ Follow-up notes
@realscottdixon @datadoghq
*Names changed
@realscottdixon @datadoghq
DATADOG’S POSTMORTEM TEMPLATE
RECAP:
▸ What happened (summary)?
▸ How did we detect it?
▸ How did we respond?
▸ Why did it happen (deep dive)?
▸ Actionable next steps!
@realscottdixon @datadoghq
KEEP LEARNING
MORE RESOURCES
▸ Our template
http://bit.ly/postmortem-template
▸ Post-Incident Reviews, by Jason Hand
http://bit.ly/post-incident-review
▸ The Infinite Hows, by John Allspaw
http://bit.ly/infinite-hows
▸ “Blameless” Postmortems Don’t Work, by J. Paul
Reed
http://bit.ly/blameless-dont-work
@realscottdixon @datadoghq
QUESTIONS?
SCOTT DIXON
@realscottdixon
https://www.linkedin.com/in/dixonscottr/
scott.dixon@datadoghq.com
@DATADOGHQ

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Postmortems orientados por dados - DEV201 - Sao Paulo Summit