Hello @Akhilesh Pachipulusu
Thank you for posting this concern on this community space.
I was reading your case scenario description and I was reading the following article that I thought it might be work for your environment.
https://blog.cellenza.com/en/data/using-spark-with-kubernetes-k8s/
I hope that can be useful for you.
Looking forward to your feedback,
Cheers,
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