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What are the BEST PRACTICES to be followed while doing Spark API Joins?

What are the BEST PRACTICES to be followed while doing Spark API Joins?

New Contributor

​How to easily convert simple queries to Spark API Joins and also what are the best practices to be followed while doing the same for successful running using the minimal memory?