[sknzl]

If you start scaling and running more than one instance, each instance would run the same periodic jobs. Shouldn't periodic jobs be off loaded to a queue and worker(s) to process to the messages?

[strzibny]

With Beam, you form a cluster. It's a stateful system, so you leave only one node to do this scheduling...