Based on the documentation, Amazon EMR serverless seems to accepts only Spark and Hive as job driver. Is there any support for custom Hadoop jar for map reduce jobs on serverless similar to EMR ?
That's correct. EMR serverless currently only supports Spark and Hive jobs, so no MapReduce.