Kvass provides a solution for Prometheus sharding, which uses Sidecar to generate new config only use "static_configs" for Prometheus scraping according to targets assigned from Coordinator.
A Coordinator manage all shards and assigned targets to each of them。 Thanos (or other storage solution) is used to provide a global data view。
- Coordinator loads origin config file and do all prometheus service discovery, for every target, Coordinator do "relabel_configs" and explore it's series scale and try assgin it to Sidecar according to Head Block Series of all Prometheus instance.
- Sidecar receives targets and generate new config file for prometheus only use "static_configs"。
- Tens of millions series supported (thousands of k8s nodes)
- One configuration file
- Dynamic scaling
- Sharding according to the actual target load instead of label hash
- Multiple replicas supported
clone kvass to local
install example (just an example with testing metrics)
Kubectl create -f ./examples
you can found a Deployment named "metrics" with 6 Pod, each Pod will generate 10045 series (45 series from golang default metrics) metircs。
we will scrape metrics from them。
the max series each Prometheus Shard can scrape is a flag of Coordinator Pod.
in the example case we set to 30000.
--shard.max-series=30000
now we have 6 target with 60000+ series and each Shard can scrape 30000 series，so need 3 Shard to cover all targets.
Coordinator automaticly change replicate of Prometheus Statefulset to 3 and assign targets to them.
only 20000+ series in prometheus_tsdb_head of one Shard
but we can get global data view use thanos-query
Coordinator use label selector to select shards StatefulSets, every StatefulSet is a replica, Kvass puts together Pods with same index of different StatefulSet into one Shards Group.
--shard.selector=app.kubernetes.io/name=prometheus
The memory useage of every Prometheus is associated with the max head series.
The recommended "max series" is 750000, set Coordinator flag
--shard.max-series=750000
The memory limit of Prometheu with 750000 max series is 8G.
git clone https://github.com/tkestack/kvass
cd kvass
make
Apache License 2.0, see LICENSE.