Edited -- State of Test Data Management Tools Test Data Needed Modern DevOps teams need high quality test data based on real production data sources for software testing early in the SDLC. This helps development teams bring high-quality applications to market at an increasingly competitive pace. Data for DevOps Though many organizations have adopted agile software development and DevOps methodologies, there has been an underinvestment in test data management tools—which has constrained innovation.