diff --git a/.changelog/3140.added.txt b/.changelog/3140.added.txt
new file mode 100644
index 0000000000..81ca362ced
--- /dev/null
+++ b/.changelog/3140.added.txt
@@ -0,0 +1 @@
+docs(prometheus): Added a section on prometheus sharding
\ No newline at end of file
diff --git a/docs/prometheus.md b/docs/prometheus.md
index a7893bcb12..d95bb3a960 100644
--- a/docs/prometheus.md
+++ b/docs/prometheus.md
@@ -20,6 +20,7 @@ installed.
   - [Using existing Kube Prometheus Stack](#using-existing-kube-prometheus-stack)
     - [Build Prometheus Configuration](#build-prometheus-configuration)
 - [Using a load balancing proxy for Prometheus remote write](#using-a-load-balancing-proxy-for-prometheus-remote-write)
+- [Horizontal Scaling (Sharding)](#horizontal-scaling-sharding)
 - [Troubleshooting](#troubleshooting)
   - [UPGRADE FAILED: failed to create resource: Internal error occurred: failed calling webhook "prometheusrulemutate.monitoring.coreos.com"](#upgrade-failed-failed-to-create-resource-internal-error-occurred-failed-calling-webhook-prometheusrulemutatemonitoringcoreoscom)
   - [Error: unable to build kubernetes objects from release manifest: error validating "": error validating data: ValidationError(Prometheus.spec)](#error-unable-to-build-kubernetes-objects-from-release-manifest-error-validating--error-validating-data-validationerrorprometheusspec)
@@ -351,6 +352,29 @@ intervention to scale.
 A simpler alternative is to put a HTTP load balancer between Prometheus and the metrics metadata Service. This is enabled in `values.yaml`
 via the `sumologic.metrics.remoteWriteProxy.enabled` key.
 
+## Horizontal Scaling (Sharding)
+
+Horizontal scaling, also known as sharding, is supported by setting up a configuration parameter which allows running several prometheus
+servers in agent mode to gather your data.
+
+To define the number of shards, configure the following parameter under the `kube-prometheus-stack` subchart in the `user-values.yaml` file:
+
+```yaml
+kube-prometheus-stack:
+  prometheus:
+    prometheusSpec:
+      shards: 3
+```
+
+For configuring an existing prometheus deployment, please add the following to your `user-values.yaml` file:
+
+```yaml
+prometheusSpec:
+  shards: 3
+```
+
+**Note:** Sharding prometheus servers will cause recording rule metrics which require global aggregations (across nodes) to stop working which may also impact the Kubernetes dashboard.
+
 ## Troubleshooting
 
 ### UPGRADE FAILED: failed to create resource: Internal error occurred: failed calling webhook "prometheusrulemutate.monitoring.coreos.com"
diff --git a/docs/troubleshoot-collection.md b/docs/troubleshoot-collection.md
index d0d4098c7d..167e157151 100644
--- a/docs/troubleshoot-collection.md
+++ b/docs/troubleshoot-collection.md
@@ -403,7 +403,8 @@ The duplicated pod deletion command is there to make sure the pod is not stuck i
 ### Out of memory (OOM) failures for Prometheus Pod
 
 If you observe that Prometheus Pod needs more and more resources (out of memory failures - OOM killed Prometheus) and you are not able to
-increase them then you may need to horizontally scale Prometheus. :construction: Add link to Prometheus sharding doc here.
+increase them then you may need to horizontally scale Prometheus. For details please refer to -
+[Prometheus sharding](./prometheus.md#horizontal-scaling-sharding).
 
 ### Prometheus: server returned HTTP status 404 Not Found: 404 page not found