How would you design a distributed job scheduler like Quartz at scale?

A distributed scheduler uses leader election, persistent job store, and worker coordination.

Jobs are stored in a durable database or distributed store. A leader node assigns jobs to worker nodes. ZooKeeper or etcd can handle leader election. Scheduling uses cron expressions or event triggers. Idempotency is required to prevent duplicate execution in failure scenarios.