diff --git a/README.md b/README.md
index d57247c60b5..f8f251ea4ef 100644
--- a/README.md
+++ b/README.md
@@ -167,7 +167,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Trino (contrib plugin)](https://github.com/Shopify/feast-trino)
   * [x] [Spark (contrib plugin)](https://docs.feast.dev/reference/offline-stores/spark)
   * [x] [In-memory / Pandas](https://docs.feast.dev/reference/offline-stores/file)
-  * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/adding-a-new-offline-store)
+  * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-a-new-offline-store)
 * **Online Stores**
   * [x] [Snowflake](https://docs.feast.dev/reference/online-stores/snowflake)
   * [x] [DynamoDB](https://docs.feast.dev/reference/online-stores/dynamodb)
@@ -178,18 +178,18 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Azure Cache for Redis (community plugin)](https://github.com/Azure/feast-azure)
   * [x] [Postgres (contrib plugin)](https://docs.feast.dev/reference/online-stores/postgres)
   * [x] [Cassandra / AstraDB (contrib plugin)](https://docs.feast.dev/reference/online-stores/cassandra)
-  * [x] [Custom online store support](https://docs.feast.dev/how-to-guides/adding-support-for-a-new-online-store)
+  * [x] [Custom online store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-support-for-a-new-online-store)
 * **Feature Engineering**
   * [x] On-demand Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#))
   * [x] Streaming Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1UzEyETHUaGpn0ap4G82DHluiCj7zEbrQLkJJkKSv4e8/edit))
   * [ ] Batch transformation (In progress. See [RFC](https://docs.google.com/document/d/1964OkzuBljifDvkV-0fakp2uaijnVzdwWNGdz7Vz50A/edit))
 * **Streaming**
-  * [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
+  * [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/customizing-feast/creating-a-custom-provider)
   * [x] [Push based streaming data ingestion to online store](https://docs.feast.dev/reference/data-sources/push)
   * [x] [Push based streaming data ingestion to offline store](https://docs.feast.dev/reference/data-sources/push)
 * **Deployments**
   * [x] AWS Lambda (Alpha release. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit))
-  * [x] Kubernetes (See [guide](https://docs.feast.dev/how-to-guides/running-feast-in-production#4.3.-java-based-feature-server-deployed-on-kubernetes))
+  * [x] Kubernetes (See [guide](https://docs.feast.dev/how-to-guides/running-feast-in-production))
 * **Feature Serving**
   * [x] Python Client
   * [x] [Python feature server](https://docs.feast.dev/reference/feature-servers/python-feature-server)
diff --git a/docs/roadmap.md b/docs/roadmap.md
index cea646a8f5f..e75e58849bf 100644
--- a/docs/roadmap.md
+++ b/docs/roadmap.md
@@ -25,7 +25,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Trino (contrib plugin)](https://github.com/Shopify/feast-trino)
   * [x] [Spark (contrib plugin)](https://docs.feast.dev/reference/offline-stores/spark)
   * [x] [In-memory / Pandas](https://docs.feast.dev/reference/offline-stores/file)
-  * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/adding-a-new-offline-store)
+  * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-a-new-offline-store)
 * **Online Stores**
   * [x] [Snowflake](https://docs.feast.dev/reference/online-stores/snowflake)
   * [x] [DynamoDB](https://docs.feast.dev/reference/online-stores/dynamodb)
@@ -36,18 +36,18 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Azure Cache for Redis (community plugin)](https://github.com/Azure/feast-azure)
   * [x] [Postgres (contrib plugin)](https://docs.feast.dev/reference/online-stores/postgres)
   * [x] [Cassandra / AstraDB (contrib plugin)](https://docs.feast.dev/reference/online-stores/cassandra)
-  * [x] [Custom online store support](https://docs.feast.dev/how-to-guides/adding-support-for-a-new-online-store)
+  * [x] [Custom online store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-support-for-a-new-online-store)
 * **Feature Engineering**
   * [x] On-demand Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#))
   * [x] Streaming Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1UzEyETHUaGpn0ap4G82DHluiCj7zEbrQLkJJkKSv4e8/edit))
   * [ ] Batch transformation (In progress. See [RFC](https://docs.google.com/document/d/1964OkzuBljifDvkV-0fakp2uaijnVzdwWNGdz7Vz50A/edit))
 * **Streaming**
-  * [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
+  * [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/customizing-feast/creating-a-custom-provider)
   * [x] [Push based streaming data ingestion to online store](https://docs.feast.dev/reference/data-sources/push)
   * [x] [Push based streaming data ingestion to offline store](https://docs.feast.dev/reference/data-sources/push)
 * **Deployments**
   * [x] AWS Lambda (Alpha release. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit))
-  * [x] Kubernetes (See [guide](https://docs.feast.dev/how-to-guides/running-feast-in-production#4.3.-java-based-feature-server-deployed-on-kubernetes))
+  * [x] Kubernetes (See [guide](https://docs.feast.dev/how-to-guides/running-feast-in-production))
 * **Feature Serving**
   * [x] Python Client
   * [x] [Python feature server](https://docs.feast.dev/reference/feature-servers/python-feature-server)