Hi @DharmendraD16 ,
The reason you cannot find the "Vector Search Preview" toggle is that Databricks Vector Search (now referred to in Azure as Databricks AI Search) reached General Availability (GA) back in May 2024. It is now a native, built-in feature, so there is no longer a preview toggle to hunt for!
Since your role assignment is "Owner," you have the necessary permissions. If you still cannot see the option to create a Vector Search endpoint, it is almost certainly because your workspace is missing one of the two strict infrastructure requirements for AI Search.
Here is what you need to check:
To use Vector Search, your Databricks workspace must have both of the following enabled:
Unity Catalog: Your workspace must be attached to a Unity Catalog metastore. Vector Search relies on Unity Catalog for data governance and endpoint management.
Serverless Compute: Vector Search endpoints are completely serverless. If Serverless compute is not enabled for your Azure Databricks workspace, the Vector Search/AI Search UI will be hidden or inaccessible.
Note on Personal Accounts: If you are using a personal Azure subscription, sometimes Serverless is disabled by default or blocked by subscription quota limits. You will need to go to your Workspace Admin Settings (or the Azure Portal) to verify Serverless is enabled for your region and workspace.
Once Unity Catalog and Serverless are active, you can create your endpoint directly through the UI:
Open the left sidebar and click on Compute.
Look for the AI Search (or Vector Search) tab at the top.
Click Create endpoint (Select either Standard or Storage Optimized depending on your budget and data size).
Once the endpoint is online, you can sync your Delta tables to create your vector index.
Make sure your source Delta tables have Change Data Feed (CDF) enabled, as the standard Vector Search endpoints require this to automatically sync your data.
