Hi @darshan doshi , Jobs creates a job cluster in the backend before it starts the task execution and this cluster creation may take extra time when compared to running a notebook on a existing cluster.
1) If you run a multi-task job, you could select the same cluster for all the tasks to reduce job initialization time.
2) You can also use an interactive cluster for the job tasks. Interactive clusters can be kept "on" during your job run schedules so that all the job runs can quickly use the interactive cluster to execute the tasks.
Hope this helps 🙂
