hello @GopiG ,
have you tried setting the executor's and the driver's params in spark-defaults.conf ?

spark.driver.extraJavaOptions -Duser.timezone=UTC
spark.executor.extraJavaOptions -Duser.timezone=UTC

you can set the default time zone UTC or any example you want like GMT+8 etc...

 cheers.