Reliability and trustworthiness of data in a cycle. Ensuring and preserving the validity and accuracy of data by error checking and validation. Tracing the data by highlighting red flags, limitations, and deficiencies. To preserve data integrity I must, validate input, validate data, remove duplicate data, backup data, have access controls, and always keep an audit trail.