Hello @Rashmi22
Thanks for posting your query.
Basically, Kafka is not dependent on HDFS service and brokers uses its own disks for storing the kafka data. So, in Kafka side there wont be any issues. But make sure you dont have any interruption on other services like Zookeeper (critical dependent for Kafka)
Thanks,
Satz