Data Strategy
Shift Left
Moving testing, security, and compliance activities earlier in the software development lifecycle rather than treating them as a final gate before release. "Shifting left" means developers run security scans during coding, not just before deployment. The principle is simple: bugs found during development cost 10-100x less to fix than bugs found in production. The same logic applies to compliance -- building it in is cheaper than remediating it later.