Optimizing regex performance is essential when handling large text volumes. Key strategies include avoiding ambiguous patterns, using non-greedy quantifiers, compiling patterns for repeated use, and employing flags like re.ASCII. Combining multiple patterns into one regex can reduce scans, while re.finditer enables efficient memory management in large files.