Data has gravity. Compute should follow it.

Large datasets are slow, awkward, and sometimes restricted from moving. Code and compute are far more portable.

That's why the sensible design usually runs the workload where the data already lives, instead of hauling terabytes across networks to reach a GPU.

Before choosing where to run a job, ask where the data sits. It often answers the question for you.