Databricks all-purpose clusters are often misused for scheduled jobs, causing them to remain active during idle periods after task completion. By monitoring cluster events via the API and implementing workspace policies to enforce jobs compute for scheduled work, organizations can significantly reduce costs while keeping all-purpose clusters available for interactive development.