You are tasked with repairing and rerunning a failed Databricks job that processes large datasets. The job failed due to a memory error. Describe the steps you would take to diagnose the issue, modify the job settings, and ensure successful rerun of the job.

Simulated

Increase the memory allocation for the cluster, review the code for memory-intensive operations, and rerun the job.

57.1%

Reduce the dataset size, keep the cluster memory allocation unchanged, and rerun the job.

5.2%

Add more worker nodes to the cluster, optimize the code for memory usage, and rerun the job.

17.1%

Switch to a different cluster type with higher memory capacity, refactor the code to handle memory more efficiently, and rerun the job.

20.7%

Databricks Certified Data Engineer - Professional