I have a dumb question. In what situation/use case would a k8s-celery based deployment be preferred vs just a k8s alone one?

the celery queues provide a way to do

op

level concurrency limits across all running jobs

celery will give you much better throughput in high volume scenarios

op

priorities are also supported using K8s-Celery