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Author SHA1 Message Date
hagen1778
8292589c3f fix typos
Signed-off-by: hagen1778 <roman@victoriametrics.com>
2026-06-10 12:03:20 +02:00
hagen1778
1455bde14e minor updates:
* fix typos
* remove `gr/storage` syntax from k8s example as it brings no functional value in this example
* change splitting config to more convenient `if` relabeling operator for simplicity
* remove `Alternative Multi-Tenant Routing` section as I don't see practical value it brings.
  removing it should make the guide simpler.

Signed-off-by: hagen1778 <roman@victoriametrics.com>
2026-06-10 11:51:31 +02:00
Pablo (Tomas) Fernandez
97c44c58ed Update docs/guides/guide-vmcluster-multiple-retention-setup/README.md
Co-authored-by: cubic-dev-ai[bot] <191113872+cubic-dev-ai[bot]@users.noreply.github.com>
Signed-off-by: Pablo (Tomas) Fernandez <46322567+TomFern@users.noreply.github.com>
2026-06-09 18:15:48 +01:00
Pablo Fernandez
dfd7b3b53c Simplify example by having one storage pod per retention group and add
vmauth example
2026-06-09 18:01:51 +01:00
Pablo Fernandez
516bdb03f9 Note that the guide is for the open source solution 2026-06-08 17:50:16 +01:00
Pablo Fernandez
7cd3039d6d Fix wrong parameters in value files 2026-06-08 17:48:49 +01:00
Pablo Fernandez
d02d1246f4 Fix issues found by cubic 2026-06-08 16:12:47 +01:00
Pablo Fernandez
830ff925e3 Apply corrections 2026-06-08 14:41:04 +01:00
Pablo Fernandez
b08d7943e6 Fix vmagent.yaml example urls 2026-06-03 16:48:35 +01:00
Pablo Fernandez
c731b20e01 Grammar pass 2026-06-03 15:30:54 +01:00
Pablo Fernandez
627c72b84c Fix some config issues and added verification step 2026-06-03 15:27:24 +01:00
Pablo Fernandez
2f162f7e3f WIP draft multi-retention guide update 2026-06-02 22:40:39 +01:00
Pablo Fernandez
2901b3df2a Add initial draft for the multi-retention guide 2026-06-02 17:54:21 +01:00

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@@ -6,45 +6,348 @@ build:
sitemap:
disable: true
---
**Objective**
Setup Victoria Metrics Cluster with support of multiple retention periods within one installation.
> [VictoriaMetrics Enterprise](https://docs.victoriametrics.com/victoriametrics/enterprise/) supports specifying multiple retentions for distinct sets of time series and tenants. If you are an Enterprise user, [configure multiple retentions directly through retention filters](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#retention-filters) instead of following this guide.
**Enterprise Solution**
This guide explains how to set up multiple retentions using an [open-source VictoriaMetrics Cluster](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/).
[VictoriaMetrics Enterprise](https://docs.victoriametrics.com/victoriametrics/enterprise/) supports specifying multiple retentions
for distinct sets of time series and [tenants](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#multitenancy)
via [retention filters](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#retention-filters).
## Overview
**Open Source Solution**
VictoriaMetrics retains metrics by default for **1 month**. You can change data retention with the [`-retentionPeriod` command-line flag](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/#retention), but this value applies to **all time series stored** on a given `vmstorage` node and cannot be customized per tenant or per metric in the open source version.
Community version of VictoriaMetrics supports only one retention period per `vmstorage` node via [-retentionPeriod](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/#retention) command-line flag.
The core idea of this guide is to run **separate logic groups of storages** (or even clusters) with individual `-retentionPeriod` settings, while still providing a single unified write and read path via vmagent and vmselect.
A multi-retention setup can be implemented by dividing a [victoriametrics cluster](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/) into logical groups with different retentions.
## Multi-Retention Architecture
Example:
Setup should handle 3 different retention groups 3months, 1year and 3 years.
Solution contains 3 groups of vmstorages + vminserts and one group of vmselects. Routing is done by [vmagent](https://docs.victoriametrics.com/victoriametrics/vmagent/)
by [splitting data streams](https://docs.victoriametrics.com/victoriametrics/vmagent/#splitting-data-streams-among-multiple-systems).
The [-retentionPeriod](https://docs.victoriametrics.com/victoriametrics/single-server-victoriametrics/#retention) sets how long to keep the metrics.
To support multiple retentions with the open source version of VictoriaMetrics cluster, you can split the cluster into several logical groups of storage nodes. Each group is configured with a different `-retentionPeriod` and receives only the data that must follow that retention.
The diagram below shows a proposed solution
Each storage group is connected to a separate vminsert, while a shared vmselect layer queries across all storage groups so that dashboards and alerts continue to see a single unified VictoriaMetrics backend.
![Setup](setup.webp)
**Implementation Details**
In the example used throughout this guide, the cluster is divided into three groups:
1. Groups of vminserts A know about only vmstorages A and this is explicitly specified via `-storageNode` [configuration](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#cluster-setup).
1. Groups of vminserts B know about only vmstorages B and this is explicitly specified via `-storageNode` [configuration](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#cluster-setup).
1. Groups of vminserts C know about only vmstorages C and this is explicitly specified via `-storageNode` [configuration](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#cluster-setup).
1. vmselect reads data from all vmstorage nodes via `-storageNode` [configuration](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#cluster-setup)
with [deduplication](https://docs.victoriametrics.com/victoriametrics/cluster-victoriametrics/#deduplication) setting equal to vmagent's scrape interval or minimum interval between collected samples.
1. vmagent routes incoming metrics to the given set of `vminsert` nodes using relabeling rules specified at `-remoteWrite.urlRelabelConfig` [configuration](https://docs.victoriametrics.com/victoriametrics/relabeling/).
- Group A: 3-month retention.
- Group B: 1-year retention.
- Group C: 3-year retention.
**Multi-Tenant Setup**
Metrics are routed to the appropriate vminsert group by splitting data streams in vmagent, so each time series is sent to exactly one retention group instead of being replicated to all groups. See [Deploying vmagent](https://docs.victoriametrics.com/guides/guide-vmcluster-multiple-retention-setup/#step3) for an example of labelbased routing that implements this split. An optional [vmauth](https://docs.victoriametrics.com/guides/guide-vmcluster-multiple-retention-setup/#additional-enhancements) layer can be added on top to restrict access to specific subclusters or tenants while still keeping a unified write and read path.
Every group of vmstorages can handle one tenant or multiple one. Different groups can have overlapping tenants. As vmselect reads from all vmstorage nodes, the data is aggregated on its level.
## Implementing Multi-Retention on Kubernetes
**Additional Enhancements**
In this section, we'll install and configure the components for a multi-retention deployment of the VictoriaMetrics cluster. See [Kubernetes monitoring with VictoriaMetrics Cluster](https://docs.victoriametrics.com/guides/k8s-monitoring-via-vm-cluster/) for details on running VictoriaMetrics in Kubernetes.
You can set up [vmauth](https://docs.victoriametrics.com/victoriametrics/vmauth/) for routing data to the given vminsert group depending on the needed retention.
Run the following command to add the VictoriaMetrics Helm repository:
```shell
helm repo add vm https://victoriametrics.github.io/helm-charts/
helm repo update
```
### Step 1: Deploying storage groups {#step1}
We'll create three storage groups. Each has a different retention period and disk size. Read [Understand Your Setup Size](https://docs.victoriametrics.com/guides/understand-your-setup-size/) to estimate how much space you will need for each group. The following table is shown as an example:
| Group | Retention Period | Total disk size |
|--------------|------------------|-----------------------|
| `vmcluster-a` | 3 months (`3M`) | 80 Gi |
| `vmcluster-b` | 1 year (`1Y`) | 300 Gi |
| `vmcluster-c` | 3 years (`3Y`) | 900 Gi |
Create a Helm values file for Group A.
```shell
cat <<EOF > vmcluster-a.yaml
vmstorage:
enabled: true
replicaCount: 1
persistence:
size: 80Gi
extraArgs:
retentionPeriod: 3M
podLabels:
retention-group: a
vminsert:
enabled: true
podLabels:
retention-group: a
vmselect:
enabled: false
EOF
```
The values file above creates vminsert and vmstorage services while turning off vmselect, which we'll deploy separately. The `retentionPeriod` flag configures how long data is kept in this group.
Create the values files for Group B and Group C:
```shell
cat <<EOF > vmcluster-b.yaml
vmstorage:
enabled: true
replicaCount: 1
persistence:
size: 300Gi
extraArgs:
retentionPeriod: 1y
podLabels:
retention-group: b
vminsert:
enabled: true
podLabels:
retention-group: b
vmselect:
enabled: false
EOF
cat <<EOF > vmcluster-c.yaml
vmstorage:
enabled: true
replicaCount: 1
persistence:
size: 900Gi
extraArgs:
retentionPeriod: 3y
podLabels:
retention-group: c
vminsert:
enabled: true
podLabels:
retention-group: c
vmselect:
enabled: false
EOF
```
Deploy the three storage groups with:
```shell
helm upgrade --install vmcluster-a vm/victoria-metrics-cluster -f vmcluster-a.yaml
helm upgrade --install vmcluster-b vm/victoria-metrics-cluster -f vmcluster-b.yaml
helm upgrade --install vmcluster-c vm/victoria-metrics-cluster -f vmcluster-c.yaml
# Wait for all storage pods to be ready
kubectl rollout status statefulset -l app.kubernetes.io/instance=vmcluster-a
kubectl rollout status statefulset -l app.kubernetes.io/instance=vmcluster-b
kubectl rollout status statefulset -l app.kubernetes.io/instance=vmcluster-c
```
### Step 2: Deploying vmselect {#step2}
Next, we'll deploy a vmselect service to route queries to the storage groups.
Create a Helm values file with:
```shell
cat <<EOF >vmselect.yaml
vmstorage:
enabled: false
vminsert:
enabled: false
vmselect:
enabled: true
replicaCount: 1
suppressStorageFQDNsRender: true
extraArgs:
# Each list item is a single -storageNode flag. In this example, there is
# one vmstorage pod per retention group, so each entry contains a single host.
# If you run multiple pods per group, list them as comma-separated hosts
# in the same -storageNode value.
#
# The FQDN format is:
# <pod>.<svc>.default.svc
# where pod = <release>-victoria-metrics-cluster-vmstorage-<N>
# and svc = <release>-victoria-metrics-cluster-vmstorage
storageNode:
- "vmcluster-a-victoria-metrics-cluster-vmstorage-0.vmcluster-a-victoria-metrics-cluster-vmstorage.default.svc:8401"
- "vmcluster-b-victoria-metrics-cluster-vmstorage-0.vmcluster-b-victoria-metrics-cluster-vmstorage.default.svc:8401"
- "vmcluster-c-victoria-metrics-cluster-vmstorage-0.vmcluster-c-victoria-metrics-cluster-vmstorage.default.svc:8401"
EOF
```
Let's break down the file above:
- Deploys vmselect as a separate Helm release.
- Disables vminsert and vmstorage as these services were already deployed in Step 1.
- `suppressStorageFQDNsRender: true` turns off automatic FQDN generation for storage nodes. By default, the Helm chart auto-generates `-storageNodes` flags, but since `vmstorage` has been disabled, we need to supply them manually in `extraArgs`.
- In `extraArgs.storageNode:` we define the vmstorage endpoints for queries. On querying, vmselect merges results across all the specified vmstorages to provide a unified view of the data.
Deploy the `vmselect` release with:
```shell
helm upgrade --install vmselect vm/victoria-metrics-cluster -f vmselect.yaml
```
### Step 3: Deploying vmagent {#step3}
We'll use `vmagent` to route incoming metrics to the correct retention group. For example, we can use a `retention` label for mapping metrics to storage groups in the following way:
| `retention` label | Storage Group |
|-------------------|--------------|
| `"3mo"` | `vmcluster-a` |
| `"1yr"` | `vmcluster-b` |
| `"3yr"` | `vmcluster-c` |
Create the values file for vmagent:
```shell
cat <<EOF >vmagent.yaml
service:
enabled: true
remoteWrite:
# Group A: receives metrics with retention="3mo"
- url: http://vmcluster-a-victoria-metrics-cluster-vminsert:8480/insert/0/prometheus/api/v1/write
urlRelabelConfig:
- if: '{retention="3mo"}'
action: keep
# Group B: receives metrics with retention="1yr"
- url: http://vmcluster-b-victoria-metrics-cluster-vminsert:8480/insert/0/prometheus/api/v1/write
urlRelabelConfig:
- if: '{retention="1yr"}'
action: keep
# Group C: receives metrics with retention="3yr"
- url: http://vmcluster-c-victoria-metrics-cluster-vminsert:8480/insert/0/prometheus/api/v1/write
urlRelabelConfig:
- if: '{retention="3yr"}'
action: keep
EOF
```
> Metrics without a matching `retention` label are silently dropped by the `keep` rules. You must ensure that every metric is labeled, or use a different routing configuration.
Now deploy the vmagent release:
```shell
helm upgrade --install vmagent vm/victoria-metrics-agent -f vmagent.yaml
```
Wait for vmagent to become ready:
```shell
kubectl rollout status deploy/vmagent-victoria-metrics-agent
```
### Step 4: Verification
We can send test data to verify that the data is flowing to the correct storage group.
First, port-forward vmagent and vmselect:
```shell
VMAGENT_SVC=$(kubectl get svc -l app.kubernetes.io/instance=vmagent -o jsonpath='{.items[0].metadata.name}')
kubectl port-forward "svc/$VMAGENT_SVC" 8429 &
VMSELECT_SVC=$(kubectl get svc -l app.kubernetes.io/instance=vmselect -o jsonpath='{.items[0].metadata.name}')
kubectl port-forward "svc/$VMSELECT_SVC" 8481 &
```
Send test metrics directly to vmagent's HTTP endpoint to exercise all three retention labels:
```shell
POD=$(kubectl get pod -l app.kubernetes.io/instance=vmagent -o jsonpath='{.items[0].metadata.name}')
for retention in 3mo 1yr 3yr; do
kubectl exec "$POD" -- wget -qO- --post-data="test_routing{retention=\"${retention}\"} 1.0" \
"http://127.0.0.1:8429/api/v1/import/prometheus"
done
```
Query the data back from vmselect (it may take around 30-60 seconds for new data to be available for queries):
```shell
for retention in 3mo 1yr 3yr; do
echo "-> retention=${retention}"
curl -s "http://localhost:8481/select/0/prometheus/api/v1/query" \
--data-urlencode "query=test_routing{retention=\"${retention}\"}"
echo
done
```
You can also check that vmagent is forwarding data to all three groups:
```shell
curl -s http://localhost:8429/metrics | grep vmagent_remotewrite_blocks_sent_total
```
Each `url="N:secret-url"` corresponds to one `remoteWrite` entry (N=1 for Group A, N=2 for Group B, N=3 for Group C). Non-zero values confirm data is flowing.
## Alternative Routing by Existing Labels
The example setup above relies on a synthetic `retention` label to exist in every incoming metric.
If having a `retention` label in every metric isn't practical, you can, as an alternative, rely on existing labels to map data to the correct storage group.
The following example configures vmagent to route metrics based on the `environment` and `team` labels:
```yaml
# vmagent.yaml
remoteWrite:
# send dev and staging data to Group A
- url: "http://vmcluster-a-victoria-metrics-cluster-vminsert:8480/insert/0/prometheus/api/v1/write"
urlRelabelConfig:
- if: {environment=~"dev|staging"}
action: keep
# send prod data to Group B
- url: "http://vmcluster-b-victoria-metrics-cluster-vminsert:8480/insert/0/prometheus/api/v1/write"
urlRelabelConfig:
- if: {environment=~"prod|production"}
action: keep
# send data from Infra and SRE teams to Group C
- url: "http://vmcluster-c-victoria-metrics-cluster-vminsert:8480/insert/0/prometheus/api/v1/write"
urlRelabelConfig:
- if: {team=~"infra|sre"}
action: keep
```
> Metrics that do not match any of the `keep` rules are dropped in the configuration above.
## Additional Enhancements
You can set up [vmauth](https://docs.victoriametrics.com/victoriametrics/vmauth/) to route data to the specified vminsert group based on the required retention or to restrict which data different users can query.
The following [`-auth.config`](https://docs.victoriametrics.com/victoriametrics/vmauth/#quick-start) example exposes the same vmselect backend via vmauth with two users using basic auth:
- `admin`: can query **all** data across all retention groups.
- `dev`: can query **only** time series that have `team="dev"` label, enforced via the `extra_label` query argument.
```yaml
users:
# User with access to all data across all retention groups
- username: "admin"
password: "foo"
url_map:
- src_paths:
- "/api/v1/query"
- "/api/v1/query_range"
- "/api/v1/series"
- "/api/v1/labels"
- "/api/v1/label/.+/values"
# vmselect service that aggregates all vmstorage groups
url_prefix: "http://vmselect-victoria-metrics-cluster-vmselect:8481/select/0/prometheus"
# User restricted to Dev team data only
- username: "dev"
password: "bar"
url_map:
- src_paths:
- "/api/v1/query"
- "/api/v1/query_range"
- "/api/v1/series"
- "/api/v1/labels"
- "/api/v1/label/.+/values"
# Same vmselect backend, but enforce label filter at query time
# by adding extra_label=team=dev to every proxied request
url_prefix: "http://vmselect-victoria-metrics-cluster-vmselect:8481/select/0/prometheus/?extra_label=team=dev"
```
This is useful for restricting access by team, environment, or tenant without changing the underlying storage topology.