The north star for data observability solutions is to reduce the time to detect and resolve data quality issues. By using machine learning, data observability solutions gain an understanding of what is considered normal activity for a business’s data, and send alerts if a deviation occurs. MMC Ventures have identified 26 start-ups and opensource projects in this space, all with a unique approach.

Learn more about data quality with APERIO in the Appendix.