Large backlogs feel measurable, but they mix duplicates, stale assets, low-value noise and genuine exposure. Treating every line equally ensures the queue grows faster than teams can reduce risk.
Volume hides the decision
Scanner findings are evidence inputs, not units of risk. Collapse duplicates around the service, root cause and treatment campaign so teams can act once and validate broadly.
Age is context, not priority
Old high-priority exposure is dangerous; old irrelevant noise is administrative debt. Combine age with exploitability, reachability and consequence.
Fix the inflow system
Remove false positives, improve authenticated coverage, route to the right owner and prevent recurrence through build pipelines and platform standards.
Practical next steps
- Separate active exposure from hygiene debt.
- Archive findings for retired or unowned assets after governance checks.
- Group remediations by owner, platform and root cause.
- Set a weekly capacity limit for the highest-value work.