It amazes me that companies are still struggling with test data provisioning especially with all the advances in Continuous Delivery. It is a complex and broad topic of course with no silver bullet to date. I have specialized in this space for the last decade but everything I worked on prior to that contributes to my apparent knack for the TDM challenge. I have been identifying, extracting, creating, loading and manipulating data for a variety of reasons and these turn out to be the fundamental building blocks for a TDM solution. Automating all these steps is key to meeting the current need for speed in continuous delivery pipelines while reducing risk and cost and increasing quality. Products: - CA Test Data Manager (Grid-Tools) - most recent 10 years Test Data Management (TDM): - Synthetic Data Generation - Gold Copy with Cloning - Data Privacy, Data Masking- Sub-setting Information Lifecycle Management (ILM): - Structured data archiving for relational databases