Answer
Usually when dependencies, exception handling, cross-system coordination, or operational visibility become too complex for manual tracking. The tipping point often appears when overnight workflow reliability starts depending on one or two people who know the sequence from memory.
That is when buyers should evaluate whether the category needs true workload automation rather than just more schedules. If a missed file, failed job, or external dependency can stall the process silently, native methods may no longer be enough.