diff --git a/openmetadata-docs/content/v1.4.x/connectors/database/db2/index.md b/openmetadata-docs/content/v1.4.x/connectors/database/db2/index.md
index c760b98aef9..8663e59593e 100644
--- a/openmetadata-docs/content/v1.4.x/connectors/database/db2/index.md
+++ b/openmetadata-docs/content/v1.4.x/connectors/database/db2/index.md
@@ -65,7 +65,7 @@ GRANT SELECT ON SYSCAT.VIEWS TO USER_NAME;
 
 ### Profiler & Data Quality
 
-Executing the profiler workflow or data quality tests, will require the user to have `SELECT` permission on the tables/schemas where the profiler/tests will be executed. More information on the profiler workflow setup can be found [here](/how-to-guides/data-quality-observability/profiler/workflow) and data quality tests [here](how-to-guides/data-quality-observability/quality/configure).
+Executing the profiler workflow or data quality tests, will require the user to have `SELECT` permission on the tables/schemas where the profiler/tests will be executed. More information on the profiler workflow setup can be found [here](/how-to-guides/data-quality-observability/profiler/workflow) and data quality tests [here](/how-to-guides/data-quality-observability/quality/configure).
 
 ## Metadata Ingestion
 {% partial 
diff --git a/openmetadata-docs/content/v1.4.x/connectors/database/trino/index.md b/openmetadata-docs/content/v1.4.x/connectors/database/trino/index.md
index 251f58ef558..cb13cc5e9b6 100644
--- a/openmetadata-docs/content/v1.4.x/connectors/database/trino/index.md
+++ b/openmetadata-docs/content/v1.4.x/connectors/database/trino/index.md
@@ -33,7 +33,7 @@ Access to resources will be based on the user access permission to access specif
 
 ### Profiler & Data Quality
 
-Executing the profiler workflow or data quality tests, will require the user to have `SELECT` permission on the tables/schemas where the profiler/tests will be executed. More information on the profiler workflow setup can be found [here](/how-to-guides/data-quality-observability/profiler/workflow) and data quality tests [here](how-to-guides/data-quality-observability/quality/configure).
+Executing the profiler workflow or data quality tests, will require the user to have `SELECT` permission on the tables/schemas where the profiler/tests will be executed. More information on the profiler workflow setup can be found [here](/how-to-guides/data-quality-observability/profiler/workflow) and data quality tests [here](/how-to-guides/data-quality-observability/quality/configure).
 
 ## Metadata Ingestion
 {% partial 
diff --git a/openmetadata-docs/content/v1.4.x/developers/index.md b/openmetadata-docs/content/v1.4.x/developers/index.md
index 09295273af4..1a40d1ad27a 100644
--- a/openmetadata-docs/content/v1.4.x/developers/index.md
+++ b/openmetadata-docs/content/v1.4.x/developers/index.md
@@ -9,49 +9,42 @@ Here are the articles in this section:
 
 {% inlineCalloutContainer %}
   {% inlineCallout
-    color="violet-70"
     icon="play_arrow"
     bold="Architecture"
     href="/developers/architecture" %}
     Overview of the high level architecture of OpenMetadata 
   {% /inlineCallout %}
   {% inlineCallout
-    color="violet-70"
     icon="play_arrow"
     bold="Open Source Community"
     href="/developers/open-source-community" %}
     Discover support and meetings about OpenMetadata development 
   {% /inlineCallout %}
   {% inlineCallout
-    color="violet-70"
     icon="play_arrow"
     bold="Contribute"
     href="/developers/contribute" %}
     Explore how you can contribute to the ongoing development of OpenMetadata
   {% /inlineCallout %}
   {% inlineCallout
-    color="violet-70"
     icon="play_arrow"
     bold="Webhooks"
-    href="/developers/webhooks" %}
+    href="/how-to-guides/data-quality-observability/observability/webhooks" %}
     Presentation on how to setup webhooks within OpenMetadata
   {% /inlineCallout %}
   {% inlineCallout
-    color="violet-70"
     icon="play_arrow"
     bold="Bots"
     href="/developers/bots" %}
     Learn how to setup ingestion bots.
   {% /inlineCallout %}
   {% inlineCallout
-    color="violet-70"
     icon="play_arrow"
     bold="Language Support"
     href="/developers/how-to-add-language-support" %}
     Learn how to add language support in OpenMetadata
   {% /inlineCallout %}
     {% inlineCallout
-    color="violet-70"
     icon="play_arrow"
     bold="Custom Property to an Entity with API"
     href="/developers/how-to-add-custom-property-to-an-entity" %}