Data monitoring is the practice of proactively examining and assessing crucial business data against quality control guidelines to maintain a high, consistent standard of data quality proactively. Data monitoring processes are also used to assess compliance with rules and guidelines. These mechanisms include procedures for examining data to ensure it is complete, consistent, secure, accurate, and valid.