Data integrity translates into the consistency, completeness, and accuracy of data. It is required in all aspects of biopharmaceutical development and manufacturing, including emerging technologies like block chain, as you introduce them into your Quality Management Systems. Consistency, standardization, and traceability are some of the many issues we face when it comes to data integrity. Once