Hi Saurabh, we are experiencing the exact same issue: spark job with one janusgraph instance per partition calling a scylladb cluster. Our symptom is a ton of timeout exceptions due to missing QUORUM in read queries.
If you want to share your proposed solutions, we will be happy to try them.