Cherry-pick #17061 to 7.x: Use Elasticsearch histogram type to store Prometheus histograms #17227
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…tic#17061) * Allow to override already defined metricsets This is useful when we want to have different behaviors between flavours * Add new Prometheus skeleton for basic types usage * Refactor Prometheus module to accommodate newer uses * Add typed schema to Prometheus module This should make room for using different Elasticsearch types depending on the Prometheus metric * Convert Prometheus histograms to ES histograms Co-authored-by: Chris Mark <[email protected]> Co-authored-by: Jaime Soriano Pastor <[email protected]> (cherry picked from commit 142b859)
ChrsMark
approved these changes
Mar 24, 2020
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@exekias Will this be back ported into 7.7? |
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yes, this has been backported and will be part of 7.7 |
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Cherry-pick of PR #17061 to 7.x branch. Original message:
What does this PR do?
Allow to store Prometheus histograms as Elasticsearch histograms when using the
collectormetricset. This change adds a newuse_typesfeature flag to enable the new behavior. When enabled it will use a new schema for Prometheus metrics:prometheus.*.counterprometheus.*.valueprometheus.*.histogramAlso, when using
rate_counters, a newprometheus.*.ratefield will be created for all counter metrics. It stores the increment of the counter since the last fetch.For better results, it is recommended to use
tdigest.compression: 1when calculating percentiles:A note on graph fidelity
This is a first stab at supporting Prometheus Histograms using Elasticsearch histograms. As algorithms and query semantics differ between these two projects, the resulting graphs are not exactly the same (while both are representing correct data).
We will keep working with the Elasticsearch team to provide better fidelity when compared to Prometheus way of graphing histograms. This will be a good start: elastic/elasticsearch#49452
Why is it important?
Histograms are a big part of Prometheus metrics, and being able to store and query them correctly is a great feature when dealing with these.
Checklist
How to test this PR locally
This feature requires Elasticsearch 7.6 or later. Also Kibana support is not yet merged into master, I'm testing this in combination with elastic/kibana#59387.
Related issues
Closes #14843