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We're a small SaaS team moving quickly and trying to get a better handle on application security without slowing down releases. Has anyone found a workflow that actually gets developers to fix issues instead of ignoring scanner noise?

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The thing that tends to matter most is whether the tool can route fixes into the workflow developers already use. If it only creates a giant security backlog, it usually becomes noise. I would look for three things: ownership that maps to the team or developer who can actually fix it, enough context to understand why the issue matters, and remediation steps that show up where engineering already works. Tools like Arnica are built around that kind of developer-first flow, but the broader filter is whether it reduces friction instead of adding another dashboard people need to check.