Founder summary
Speed, owner clarity, customer trust and what must happen next.
Open-source-friendly stacks can work well when someone owns tuning, review and remediation. The recipe should keep tooling simple, prove that findings are reviewed, and add an evidence workflow so low cost does not become low accountability.
Shielda fits when open-source tools produce useful signals but the team needs ownership, evidence packs and short reports.
Speed, owner clarity, customer trust and what must happen next.
Subscription cost, quote risk, hidden owner time and audit surprises.
Evidence freshness, traceability, owners, review cadence and caveats.
Coverage gaps, integrations, remediation ownership and operational risk.