Some common challenges in web analytics for e-commerce websites include data accuracy and reliability, data privacy and security, data interpretation, and technical implementation. To overcome these challenges, it is important to ensure accurate data tracking, comply with privacy regulations, develop data analysis skills, and seek technical support when needed.