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Alright, to link your Spark application with the Glue Catalog, here's what you do:
First, make sure Hive support is turned on in Spark. You can do this by simply calling spark.enableHiveSupport().
Then, configure Spark SQL to use Hive. Just set the catalog implementation to "hive" using spark.conf.set("spark.sql.catalogImplementation","hive").
Next up, set the Hive metastore client factory to the Glue Data Catalog client with spark.conf.set("spark.hadoop.hive.metastore.client.factory.class", "com.amazonaws.glue.catalog.metastore.AWSGlueDataCatalogHiveClientFactory").
Once that's done, you're all set to access tables in the Glue Catalog using Spark SQL queries like spark.sql("SELECT * FROM database.table").
And remember, to ensure everything works smoothly, make sure your Spark application and Glue Catalog are in the same AWS account and region for cross-account access.
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