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[documentation] Document prom-remote backend type (#3777)
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title: "M3 Aggregation for any Prometheus remote write storage" | ||
--- | ||
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### Prometheus Remote Write | ||
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As mentioned in our integrations guide, M3 Coordinator and M3 Aggregator can be configured to write to any | ||
[Prometheus Remote Write](https://prometheus.io/docs/prometheus/latest/configuration/configuration/#remote_write) receiver. | ||
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### Sidecar M3 Coordinator setup | ||
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In this setup we show how to run M3 Coordinator with in process M3 Aggregator as a sidecar to receive and send metrics to a Prometheus instance via remote write protocol. | ||
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{{% notice tip %}} | ||
It is just a matter of endpoint configuration to use any other backend in place of Prometheus such as Thanos or Cortex. | ||
{{% /notice %}} | ||
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We are going to setup: | ||
- 1 Prometheus instance with `remote-write-receiver` enabled. | ||
- It will be used as a storage and query engine. | ||
- 1 Prometheus instance scraping M3 Coordinator and Prometheus TSDB. | ||
- 1 M3 Coordinator with in process M3 Aggregator that is aggregating and downsampling metrics. | ||
- Finally, we are going define some aggregation and downsampling rules as an example. | ||
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For simplicity lets put all config files in one directory and export env variable: | ||
```shell | ||
export CONFIG_DIR="<path to your config folder>" | ||
``` | ||
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First lets run a Prometheus instance with `remote-write-receiver` enabled: | ||
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`prometheus.yml` | ||
{{< codeinclude file="docs/includes/integrations/prometheus/prometheus.yml" language="yaml" >}} | ||
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Now run: | ||
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```shell | ||
docker pull prom/prometheus:latest | ||
docker run -p 9090:9090 --name prometheus \ | ||
-v "$CONFIG_DIR/prometheus.yml:/etc/prometheus/prometheus.yml" prom/prometheus:latest \ | ||
--config.file=/etc/prometheus/prometheus.yml \ | ||
--storage.tsdb.path=/prometheus \ | ||
--web.console.libraries=/usr/share/prometheus/console_libraries \ | ||
--web.console.templates=/usr/share/prometheus/consoles \ | ||
--enable-feature=remote-write-receiver | ||
``` | ||
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Next we configure and run M3 Coordinator: | ||
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`m3_coord_simple.yml` | ||
{{< codeinclude file="docs/includes/integrations/prometheus/m3_coord_simple.yml" language="yaml" >}} | ||
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Run: | ||
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```shell | ||
docker pull quay.io/m3db/m3coordinator:latest | ||
docker run -p 7201:7201 -p 3030:3030 --name m3coordinator \ | ||
-v "$CONFIG_DIR/m3_coord_simple.yml:/etc/m3coordinator/m3coordinator.yml" \ | ||
quay.io/m3db/m3coordinator:latest | ||
``` | ||
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Finally, we configure and run another Prometheus instance that is scraping M3 Coordinator and Prometheus TSDB: | ||
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`prometheus-scraper.yml` | ||
{{< codeinclude file="docs/includes/integrations/prometheus/prometheus-scraper.yml" language="yaml" >}} | ||
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Now run: | ||
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```shell | ||
docker run --name prometheus-scraper \ | ||
-v "$CONFIG_DIR/prometheus-scraper.yml:/etc/prometheus/prometheus.yml" prom/prometheus:latest | ||
``` | ||
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To explore metrics we can use Grafana: | ||
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`datasource.yml` | ||
{{< codeinclude file="docs/includes/integrations/prometheus/datasource.yml" language="yaml" >}} | ||
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Now run: | ||
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```shell | ||
docker pull grafana/grafana:latest | ||
docker run -p 3000:3000 --name grafana \ | ||
-v "$CONFIG_DIR/datasource.yml:/etc/grafana/provisioning/datasources/datasource.yml" grafana/grafana:latest | ||
``` | ||
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You should be able to access Grafana on `http://localhost:3000` and explore some metrics. | ||
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### Using rollup and mapping rules | ||
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So far our setup is just forwarding metrics to a single unaggregated Prometheus instance as a passthrough. This is not really useful. | ||
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Let's make use of the in process M3 Aggregator in our M3 Coordinator and add some rollup and mapping rules. | ||
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Let's change the M3 Coordinator's configuration file by adding a new endpoint configuration for aggregated metrics: | ||
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```yaml | ||
prometheusRemoteBackend: | ||
endpoints: | ||
... | ||
- name: aggregated | ||
address: "http://host.docker.internal:9090/api/v1/write" | ||
storagePolicy: | ||
retention: 1440h | ||
resolution: 5m | ||
downsample: | ||
all: false | ||
``` | ||
**Note:** For the simplicity of this example we are adding endpoint to same Prometheus instance. For production deployments it is likely that this will be a different Prometheus instance with different characteristics for aggregated metrics. | ||
Next we will add some mappings rules. We will make metric `coordinator_ingest_latency_count` be written at different resolution - `5m` and drop the rest. | ||
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```yaml | ||
downsample: | ||
rules: | ||
mappingRules: | ||
- name: "drop metric from unaggregated endpoint" | ||
filter: "__name__:coordinator_ingest_latency_count" | ||
drop: True | ||
- name: "metric @ different resolution" | ||
filter: "__name__:coordinator_ingest_latency_count" | ||
aggregations: ["Last"] | ||
storagePolicies: | ||
- retention: 1440h | ||
resolution: 5m | ||
``` | ||
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Final M3 Coordinator configuration: | ||
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`m3_coord_rules.yml` | ||
{{< codeinclude file="docs/includes/integrations/prometheus/m3_coord_rules.yml" language="yaml" >}} | ||
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Now restart M3 Coordinator to pick up new configuration: | ||
``` | ||
docker run -p 7201:7201 -p 3030:3030 --name m3coordinator \ | ||
-v "$CONFIG_DIR/m3_coord_rules.yml:/etc/m3coordinator/m3coordinator.yml" \ | ||
quay.io/m3db/m3coordinator:latest | ||
``` | ||
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Navigate to grafana explore tab `http://localhost:3000/explore` and enter `coordinator_ingest_latency_count`. | ||
After a while you should see that metric emits at `5m` intervals. | ||
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### Running in production | ||
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The following sections describe deployment scenarios that can be used to run M3 Coordinator and remote M3 Aggregator in production. | ||
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#### M3 Coordinator sidecar | ||
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In this setup each metrics scraper has an M3 Coordinator as a sidecar with in process M3 Aggregator. | ||
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Every instance of scraper is living its own life and is unaware of other M3 Coordinators. | ||
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This is a pretty straightforward setup however it has limitations: | ||
- Coupling M3 Coordinator to a scraper means we can only run as many M3 Coordinators as we have scrapers | ||
- M3 Coordinator is likely to require more resources than an individual scraper | ||
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#### Fleet of M3 Coordinators and M3 Aggregators | ||
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With this setup we are able to scale M3 Coordinators and M3 Aggregators independently. | ||
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This requires running 4 components separately: | ||
- Instance of M3 Coordinator Admin to administer the cluster | ||
- Fleet of stateless M3 Coordinators | ||
- Fleet of in-memory stateful M3 Aggregators | ||
- [Etcd](https://etcd.io/) cluster | ||
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**Setup external Etcd cluster** | ||
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The best documentation is to follow the official [etcd docs](https://github.com/etcd-io/etcd/tree/master/Documentation). | ||
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**Run a M3 Coordinator in Admin mode** | ||
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Refer to [Running M3 Coordinator in Admin mode](/docs/how_to/m3coordinator_admin). | ||
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**Configure Remote Write Endpoints** | ||
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Add configuration to M3 Coordinators that will be accepting metrics from scrapers. | ||
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Configuration should be similar to: | ||
```yaml | ||
backend: prom-remote | ||
prometheusRemoteBackend: | ||
endpoints: | ||
# This points to a Prometheus started with `--storage.tsdb.retention.time=720h` | ||
- name: unaggregated | ||
address: "http://prometheus-raw:9090/api/v1/write" | ||
# This points to a Prometheus started with `--storage.tsdb.retention.time=1440h` | ||
- name: aggregated | ||
address: "http://prometheus-agg:9090/api/v1/write" | ||
storagePolicy: | ||
# Should match retention of a Prometheus instance. Coordinator uses it for routing metrics correctly. | ||
retention: 1440h | ||
# Resolution instructs M3Aggregator to downsample incoming metrics at given rate. | ||
# By tuning resolution we can control how much storage Prometheus needs at the cost of query accuracy as range shrinks. | ||
resolution: 5m | ||
# when ommited defaults to | ||
#downsample: | ||
# all: true | ||
# Another example of prometheus configured for a very long retention but with 1h resolution | ||
# Because of downsample: all == false metrics are downsampled based on mapping and rollup rules. | ||
- name: historical | ||
address: "http://prometheus-hist:9090/api/v1/write" | ||
storagePolicy: | ||
retention: 8760h | ||
resolution: 1h | ||
downsample: | ||
all: false | ||
``` | ||
**Configure Remote M3 Aggregator** | ||
Refer to [Aggregate Metrics with M3 Aggregator](/docs/how_to/m3aggregator) on details how to setup M3 Coordinator with Remote M3 Aggregator. | ||
For administrative operations when configuring topology use M3 Coordinator Admin address from previous step. | ||
**Configure scrapers to send metrics to M3** | ||
At this point you should have a running fleet of M3 Coordinators and M3 Aggregators. | ||
You should configure your load balancer to route to M3 Coordinators in round-robin fashion. |
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title: "Running M3 Coordinator in Admin mode" | ||
--- | ||
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Sometimes it is useful to run M3 Coordinator in "admin mode". Usually it is enough o have a single dedicated instance that is used to perform various administration tasks: | ||
- M3DB placement management | ||
- M3 Aggregator placement management | ||
- Namespace operations | ||
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To run M3 Coordinator in admin mode simply start it with `noop-etcd` backend: | ||
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```yaml | ||
backend: noop-etcd | ||
``` | ||
Usually for production clusters we run external Etcd. Set it up under `clusterManagement` configuration key. | ||
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Final configuration might look as follows: | ||
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```yaml | ||
listenAddress: 0.0.0.0:7201 | ||
metrics: | ||
scope: | ||
prefix: "coordinator-admin" | ||
prometheus: | ||
handlerPath: /metrics | ||
listenAddress: 0.0.0.0:3030 | ||
sanitization: prometheus | ||
samplingRate: 1.0 | ||
backend: noop-etcd | ||
clusterManagement: | ||
etcd: | ||
env: default_env | ||
zone: embedded | ||
service: m3db | ||
cacheDir: /var/lib/m3kv | ||
etcdClusters: | ||
- zone: embedded | ||
endpoints: | ||
- etcd01:2379 | ||
``` |
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datasources: | ||
- name: Prometheus | ||
type: prometheus | ||
access: proxy | ||
url: http://host.docker.internal:9090 |
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site/content/includes/integrations/prometheus/m3_coord_rules.yml
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listenAddress: 0.0.0.0:7201 | ||
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metrics: | ||
scope: | ||
prefix: "coordinator" | ||
prometheus: | ||
handlerPath: /metrics | ||
listenAddress: 0.0.0.0:3030 | ||
sanitization: prometheus | ||
samplingRate: 1.0 | ||
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backend: prom-remote | ||
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prometheusRemoteBackend: | ||
endpoints: | ||
- name: unaggregated | ||
address: "http://host.docker.internal:9090/api/v1/write" | ||
- name: aggregated | ||
address: "http://host.docker.internal:9090/api/v1/write" | ||
storagePolicy: | ||
retention: 1440h | ||
resolution: 5m | ||
downsample: | ||
all: false | ||
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downsample: | ||
matcher: | ||
requireNamespaceWatchOnInit: false | ||
rules: | ||
mappingRules: | ||
- name: "drop metric from unaggregated endpoint" | ||
filter: "__name__:coordinator_ingest_latency_count" | ||
drop: True | ||
- name: "metric @ different resolution" | ||
filter: "__name__:coordinator_ingest_latency_count" | ||
aggregations: ["Last"] | ||
storagePolicies: | ||
- retention: 1440h | ||
resolution: 5m |
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site/content/includes/integrations/prometheus/m3_coord_simple.yml
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listenAddress: 0.0.0.0:7201 | ||
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metrics: | ||
scope: | ||
prefix: "coordinator" | ||
prometheus: | ||
handlerPath: /metrics | ||
listenAddress: 0.0.0.0:3030 | ||
sanitization: prometheus | ||
samplingRate: 1.0 | ||
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backend: prom-remote | ||
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prometheusRemoteBackend: | ||
endpoints: | ||
- name: unaggregated | ||
address: "http://host.docker.internal:9090/api/v1/write" |
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site/content/includes/integrations/prometheus/prometheus-scraper.yml
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global: | ||
scrape_interval: 15s | ||
external_labels: | ||
monitor: 'self-scraping-monitor' | ||
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scrape_configs: | ||
- job_name: 'prometheus' | ||
static_configs: | ||
- targets: ['host.docker.internal:9090'] | ||
- job_name: 'm3 coordinator' | ||
static_configs: | ||
- targets: ['host.docker.internal:3030'] | ||
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# 7201 is a port exposed by M3 Coordinator. | ||
remote_write: | ||
- url: http://host.docker.internal:7201/api/v1/prom/remote/write | ||
remote_timeout: 30s |
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global: | ||
external_labels: | ||
monitor: 'prom-storage' |
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--- | ||
title: "Grafana" | ||
weight: 3 | ||
weight: 4 | ||
--- | ||
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