A distinctive popping sound at the start or stop of a furnace can indicate issues with the furnace's ductwork. It usually happens when the ductwork is too small for the heating system.
If left unattended, it can lead to other issues like increased energy consumption, frequent breakdowns, mold growth within the ductwork, etc. Technicians from HVAC repair can fix the issue in no time.