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Metrics for
Continuous
Integration at Scale
Laurent Ploix
Product Manager
Agenda
2
● Metrics for internal products
● CI in a fast-growing company
● CI Metrics: What matters to whom?
● Bridging the gap: our grandparents were smart
Metrics for
internal products
Monitor the
situation
Metrics for internal products
Measure Impact
Metrics for internal products
Unintended
consequences
Metrics for internal products
No Big Data
Metrics for internal products
A/B tests?
Metrics for internal products
Interpretation
Metrics for internal products
Confusing metrics
and goals
Metrics for internal products
Vanity metrics
Metrics for internal products
CI in a fast-growing
company
Load in
O(tm
), m>2
CI in a fast-growing company
● Code size
● #Tests
● #Developers
● #Platforms
● %Flakiness
● ...
CI Metrics: What
matters to whom?
Capacity planning
CI Metrics: CI Infrastructure
● Peak capacity
● Artifacts volume
● Network load
● ...
Other technical
vanity Metrics
CI Metrics: for CI Infrastructure
● #Builds
● #Artifacts
● %Technical failures
● Queue duration
● Builds duration
● ...
Development
Efficiency
CI Metrics: for CI Users
● 1st commit to master
● 1st commit to prod
● #Changes / Dev / Day
● ...
18
(Healthy)
Tension
Technical
metrics
Productivity
Bridging the gap
Our grandparents were smart
Useful Metrics
Bridging the gap
● Make sense to users
● Make sense to maintainers
● Stable
● Actionable
● Proven track record
“Productivity”
⇒
“Friction”
Bridging the gap
Time to Repair
Bridging the gap: (M)TTR
● Queues
● Build duration
● Flakiness
● Confusing error reporting
23
TTR in a Pull Request
24
TTR in a Pull Request, distribution
Fast fixes
Slow
fixes
25
TTR in a Pull Request, distribution (2)
Fast fixes
Slow
fixes
26
TTR in a Pull Request
2020
2019
27
Pull Requests TTR, mean and median
Mean
Median
Median & Mean
Time to Repair
Bridging the gap: MTTR
● Measures friction
● Captures all aspects
● Makes sense to all
MTTR
MTBF
An efficient way to
measure friction and
motivate improvements
We’re hiring
Thank you.
2020.03.18
Laurent Ploix
Product Manager

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