Common challenges during CRM integration include data migration issues, compatibility issues between systems, resistance to change among employees, and potential disruptions in business operations. These challenges can be mitigated by thorough planning, conducting compatibility assessments, involving key stakeholders, providing comprehensive training, ensuring data consistency, and leveraging support from experienced integration specialists.