Automate Your Spark 3.x to 4.0 Migration with AWS Spark Upgrade Agent

AWS Spark Upgrade Agent automates the painful migration of Apache Spark 3.x to 4.0 on Amazon EMR, handling API deprecations, behavioral changes, and build configs so you don't have to manually grind through months of work. The tool validates your jobs and turns what used to take forever into just a few hours.