Common pitfalls with Python's re.match include assuming patterns match anywhere in a string, ignoring leading whitespace, and misusing quantifiers. re.match checks only the start of a string, so re.search may be better for matching patterns anywhere. Proper pattern anchoring and whitespace handling are essential.