Common pitfalls in working with timedelta include misunderstandings of negative durations, total seconds calculation, and floating-point arithmetic. Developers should be cautious with naive vs. aware datetime objects and ensure proper type handling during operations. Awareness of these issues leads to more robust code in Python.