@Akki, Siva Gopi - Thanks for the question and using MS Q&A platform.
Based on the release notes for Spark 3.3 and Spark 3.2 in Azure Synapse Analytics:
With the release of Spark 3.3 in Azure Synapse Analytics, there are some changes to the runtime environment that may affect your existing Spark applications. One of the changes is that the default version of Scala has been updated to 2.12. You may need to update your code to be compatible with this new version of Scala.
In addition, some third-party libraries that were previously included in the Spark distribution have been removed. If your Spark applications depend on these libraries, you will need to add them to your Spark environment manually.
Regarding your specific issue with connecting to Microsoft SQL Server, the release notes for Spark 3.3 do not mention any changes to the SQL Server JDBC driver. However, it is still possible that the required library for the driver is missing from your Spark environment. You can follow the steps I provided earlier to download and add the JDBC driver to your Spark environment.
As for Spark 3.2, it is important to note that this version is no longer supported in Azure Synapse Analytics as of July 8, 2022. If you have not already done so, you should upgrade your Spark pools to version 3.3 to ensure continued support and access to new features and improvements.
In summary, upgrading to Spark 3.3 in Azure Synapse Analytics may require some changes to your existing Spark applications, such as updating your code to be compatible with the new version of Scala and adding any required third-party libraries to your Spark environment. Additionally, it is important to upgrade to Spark 3.3 to ensure continued support and access to new features and improvements, as Spark 3.2 is no longer supported.
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