Unpopular opinion: Secret scanning creates more noise than value.

Let's be honest. We've all been sold a bill of goods on secret scanning, haven't we? The promise is seductive: automated guardians scouring your commits, protecting you from the existential dread of a credential leak. The reality, in my experience configuring this across a dozen sales and revops stacks, is a deluge of automated panic that trains everyone to ignore alerts altogether.

The core issue is the spectacularly low signal-to-noise ratio. GitHub Advanced Security, and every other tool that bolts this on, casts a net so wide it catches every minnow while convincing you the ocean is full of sharks.

* It screams about a `SECRET_KEY` in a `settings.py` file that is, in fact, a developer's local override file that will never leave their machine.
* It has a meltdown over a `slack_webhook_url` placeholder in a Notion-runbook template, formatted as a code block for documentation purposes.
* It flags every single `AWS_ACCESS_KEY_ID` in your repository history, including those in branches that were purely experimental and died three years ago, creating a backlog of "critical" issues that are anything but.

The operational cost is hidden but massive. You either:
* Spend countless engineering or ops hours triaging, verifying, and dismissing these false positives.
* Dilute the process by expanding the "allowed reviewers" list, which means junior devs or non-technical team members are now adjudicating security alerts they don't understand.
* Blunt the tool entirely with a growing list of custom regex patterns to ignore, which inevitably will let a real secret slip through the cracks later.

The ultimate irony? The most dangerous secrets—the ones in production environment variables, in a misconfigured S3 bucket, or in a salesperson's exposed Google Sheet—are completely invisible to this type of scanning. We're creating a compliance checkbox ("Yes, we have secret scanning") while the actual attack vectors evolve elsewhere. We feel secure because the dashboard is lit up with resolved, low-priority alerts, all the while the crown jewels are sitting on a third-party SaaS platform with 2FA disabled.

So we pay the premium for Advanced Security, we absorb the productivity hit, and we gain a false sense of confidence. The real value, it seems, is in being able to *say* you're doing it, not in the material reduction of risk. The industry standard, in this case, feels like a standard built for the vendors, not for the teams actually dealing with the fallout.

Anyone else reached a point of cynical resignation with their secret scanning alerts, or have you found a way to make this thing actually work without crying wolf five hundred times a day? 🤷