Explain how data integrity is maintained in a multi-source data environment.

Data integrity ensures data accuracy and consistency across multiple sources by validating data formats, removing duplicates, and conducting regular audits. For example,Ensuring that data from different CRM systems remains consistent by cross-checking and cleaning the data.