Dirty Air Filter (#1 cause)
Clogged filter = restricted airflow = furnace overheats = high-limit safety switch shuts gas off. Furnace cools, fires again, overheats again. DIY: Swap filter. Wait 24 hours for full recovery. If it persists, deeper issue.