Merge pull request #227072 from ekote/hyperspace-not-supported-in33

hyperspace supported in 2.4 3.1 and 3.2

Author: Stacyrch140

articles/synapse-analytics/spark/apache-spark-performance-hyperspace.md

@@ -2,13 +2,13 @@
 title: Hyperspace indexes for Apache Spark
 description: Performance optimization for Apache Spark using Hyperspace indexes
 services: synapse-analytics 
-author: juluczni
-ms.author: juluczni
+author: ekote
+ms.author: eskot
 ms.service: synapse-analytics 
 ms.topic: conceptual 
 ms.subservice: spark
-ms.date: 02/15/2022
-ms.reviewer: euang
+ms.date: 02/10/2023
+ms.reviewer: eskot
 zone_pivot_groups: programming-languages-spark-all-minus-sql-r
 ---
 
@@ -29,6 +29,9 @@ This document is also available in notebook form, for [Python](https://github.co
 
 ## Setup
 
+>[!Note]
+> Hyperspace is supported in Azure Synapse Runtime for Apache Spark 2.4 (EOLA), Azure Synapse Runtime for Apache Spark 3.1 (EOLA), and Azure Synapse Runtime for Apache Spark 3.2 (GA). However, it should be noted that Hyperspace is not supported in Azure Synapse Runtime for Apache Spark 3.3.
+
 To begin with, start a new Spark session. Since this document is a tutorial merely to illustrate what Hyperspace can offer, you will make a configuration change that allows us to highlight what Hyperspace is doing on small datasets. 
 
 By default, Spark uses broadcast join to optimize join queries when the data size for one side of join is small (which is the case for the sample data we use in this tutorial). Therefore, we disable broadcast joins so that later when we run join queries, Spark uses sort-merge join. This is mainly to show how Hyperspace indexes would be used at scale for accelerating join queries.

articles/synapse-analytics/spark/data-sources/apache-spark-kusto-connector.md

@@ -12,7 +12,7 @@ author: midesa
 ---
 
 # Azure Data Explorer (Kusto) connector for Apache Spark
-The Azure Data Explorer (Kusto) connector for Apache Spark is designed to efficiently transfer data between Kusto clusters and Spark. This connector is available in Python, Java, and .NET. It is built in to the Azure Synapse Apache Spark 2.4 runtime.
+The Azure Data Explorer (Kusto) connector for Apache Spark is designed to efficiently transfer data between Kusto clusters and Spark. This connector is available in Python, Java, and .NET. It is built in to the Azure Synapse Apache Spark 2.4 runtime (EOLA).
 
 ## Authentication
 When using Azure Synapse Notebooks or Apache Spark job definitions, the authentication between systems is made seamless with the linked service. The Token Service connects with Azure Active Directory to obtain security tokens for use when accessing the Kusto cluster.
@@ -23,9 +23,9 @@ For Azure Synapse Pipelines, the authentication will use the service principal n
   - [Connect to Azure Data Explorer](../../quickstart-connect-azure-data-explorer.md): You will need to set up a Linked Service to connect to an existing Kusto cluster.
 
 ## Limitations
-  - The Azure Data Explorer (Kusto) connector is currently only supported on the Azure Synapse Apache Spark 2.4 runtime.
+  - The Azure Data Explorer (Kusto) connector is currently only supported on the Azure Synapse Apache Spark 2.4 runtime (EOLA).
   - The Azure Data Explorer linked service can only be configured with the Service Principal Name.
-  - Within Azure Synapse Notebooks or Apache Spark Job Definitions, the Azure Data Explorer connector will use AAD pass-through to connect to the Kusto Cluster.
+  - Within Azure Synapse Notebooks or Apache Spark Job Definitions, the Azure Data Explorer connector will use Azure AD pass-through to connect to the Kusto Cluster.
 
 
 ## Use the Azure Data Explorer (Kusto) connector

articles/synapse-analytics/toc.yml

@@ -724,11 +724,11 @@ items:
           href: ./spark/apache-spark-version-support.md
         - name: Azure Synapse Apache Spark 3.3 runtime (Preview)
           href: ./spark/apache-spark-33-runtime.md
-        - name: Azure Synapse Apache Spark 3.2 runtime
+        - name: Azure Synapse Apache Spark 3.2 runtime (GA)
           href: ./spark/apache-spark-32-runtime.md
-        - name: Azure Synapse Apache Spark 3.1 runtime
+        - name: Azure Synapse Apache Spark 3.1 runtime (EOLA)
           href: ./spark/apache-spark-3-runtime.md
-        - name: Azure Synapse Apache Spark 2.4 runtime
+        - name: Azure Synapse Apache Spark 2.4 runtime (EOLA)
           href: ./spark/apache-spark-24-runtime.md
         - name: Lifecycle and Supportability
           href: ./spark/runtime-for-apache-spark-lifecycle-and-supportability.md