Update apache-spark-version-support.md

Removing all instances of Azure for Apache Spark 3.1 and 3.2 runtime content as per leadership team. Adding Public Preview of 3.5. Any questions please contact [email protected]

Author: jeacla

articles/synapse-analytics/spark/apache-spark-version-support.md

@@ -3,7 +3,7 @@ title: Apache Spark version support
 description: Supported versions of Spark, Scala, Python
 author: ms-arali
 ms.author: arali
-ms.reviewer: maghan
+ms.reviewer: arali
 ms.date: 03/08/2024
 ms.service: azure-synapse-analytics
 ms.subservice: spark
@@ -22,16 +22,15 @@ The runtimes have the following advantages:
 ## Supported Azure Synapse runtime releases
 
 > [!TIP]
-> We strongly recommend proactively upgrading workloads to a more recent GA version of the runtime which is [Azure Synapse Runtime for Apache Spark 3.4 (GA)](./apache-spark-34-runtime.md)). Refer to the [Apache Spark migration guide](https://spark.apache.org/docs/latest/sql-migration-guide.html).
+> We strongly recommend proactively upgrading workloads to a more recent GA version of the runtime which is [Azure Synapse Runtime for Apache Spark 3.4 (GA)](./apache-spark-34-runtime.md). Refer to the [Apache Spark migration guide](https://spark.apache.org/docs/latest/sql-migration-guide.html).
 
 The following table lists the runtime name, Apache Spark version, and release date for supported Azure Synapse Runtime releases.
 
 | Runtime name | Release date | Release stage                | End of Support announcement date | End of Support effective date |
 | --- | --- |------------------------------| --- | --- |
-| [Azure Synapse Runtime for Apache Spark 3.4](./apache-spark-34-runtime.md) | Nov 21, 2023 | GA (as of Apr 8, 2024)       | Q2 2025| Q1 2026|
-| [Azure Synapse Runtime for Apache Spark 3.3](./apache-spark-33-runtime.md) | Nov 17, 2022 |**end of support announced**|July 12, 2024| 3/31/2025 |
-| [Azure Synapse Runtime for Apache Spark 3.2](./apache-spark-32-runtime.md) | July 8, 2022 | __deprecated and soon disabled__ | July 8, 2023 | __July 8, 2024__ |
-| [Azure Synapse Runtime for Apache Spark 3.1](./apache-spark-3-runtime.md) | May 26, 2021 | __deprecated and soon disabled__         | January 26, 2023 | __January 26, 2024__ |
+| [Azure Synapse Runtime for Apache Spark 3.5](./apache-spark-35-runtime.md) | N/A | Public Preview | N/A | N/A|
+| [Azure Synapse Runtime for Apache Spark 3.4](./apache-spark-34-runtime.md) | Nov 21, 2023 | GA | Q3 2025| Q1 2026|
+| [Azure Synapse Runtime for Apache Spark 3.3](./apache-spark-33-runtime.md) | Nov 17, 2022 |**deprecated and soon to be disabled**|July 12, 2024| March 31, 2025 
 
 ## Runtime release stages