Broadcasting join tables to all executors to reduce shuffle during state updates.

Using a stateful operation that stores state in local memory for faster access.

Configuring checkpointing to HDFS to ensure fault tolerance.

Disabling write-ahead logs to increase the throughput of the streaming application.

Increasing the number of shuffle partitions to maximize parallelism.