Put findings where developers already look
A finding in the pull request is fixed in minutes. The same finding in a quarterly report becomes a ticket nobody owns. Integrate SAST and dependency scanning into review, not into a separate portal.
Tune before you enforce
Turn new scanners on in report-only mode, remove noise and agree severity rules. Only then make gates blocking. Teams accept gates that are rarely wrong.
Remove standing secrets
Long-lived cloud keys in CI are one of the most common paths to a breach. Pipeline OIDC and short-lived workload identity remove the secret altogether.
Let evidence fall out of the process
If controls run automatically on every release, audit evidence is a by-product. That saves weeks of preparation and gives auditors something better than screenshots.