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Performance Monitoring
for Docker environments
Anomaly detection
Monitoring tools
Live demo
About me
@coscale
www.coscale.com
@spolfliet
stijn.polfliet@coscale.com
Performance Monitoring for Docker Environments - Docker Amsterdam June Meetup
Performance Monitoring
for Docker environments
Anomaly detection

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Anomaly: definition
Static alerts
TODO : more realistic business examples
!
!
!
?
seasonality
correlations
changing or dynamic
environment
Static alert limitations
Challenges
Machine learning perspective: unsupervised learning problem
? evaluation criteria ?

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Holt-Winters
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● works quite well on ‘laboratory
data’
● calculation of prediction intervals
relies on normal distribution after
removal of seasonality
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data generates too many false
positives
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Orchestrator (services, volumes, replication controllers, …)
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1285939c1fd3 0.07% 796 KiB / 64 MiB 1.21% 788 B / 648 B 3.568 MB / 512 KB
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Docker API
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Questions?
or contact me at stijn.
polfliet@coscale.com
@spolfliet

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