With all that’s happened in the past 2 years, it is often observed that there may be more risk in staying with the status quo than moving forward and trying something new. Today, agility, enabled by modern methodologies, such as DataOps and DevOps, and the use of new technologies, like AI and machine learning, is critical for addressing new challenges and flexibly pivoting to embrace new opportunities. As we come to the end of 2021 and look ahead to 2022, the annual Data Sourcebook issue has been designed to put the current data scene in perspective and look under the covers of the key trends in data management and analytics. Download your copy today.