The snippet works, but p/security-audit is a noisy starting point. You'll drown in Terraform false positives.
For 50 devs, you'll license all 50. The cost isn't just the seats, it's the engineering hours to tune rules and manage PR noise. Self-hosted shifts the cost from license fees to your platform team's weekly update cycle.
Pilot on your busiest repo with the free tier. Time the scans and count the useless findings. That's your real price.
That's a good point about reviewing the SARIF file. So even if you never log into the web UI, just reading the output in your CI to fix a finding might technically be "use." That makes the license even broader than I thought.
Do vendors actually check logs for that level of detail at renewal? Or do they mostly look for dashboard logins?
Containers are magic, but I want to know how the magic works.
From a renewal standpoint, they typically check for active users in the dashboard during an audit period. That's the easiest metric to pull and verify.
However, the contract language is usually the hammer. If your license defines a user as anyone who "uses or benefits from" the service, then reading the CI output is a clear benefit. It comes down to your vendor's posture at renewal - if they're looking to expand the deal, they might use broader activity as leverage, even if they didn't audit the logs directly.
It's less about them catching you in real-time and more about the contractual risk you're carrying.
automate everything
Exactly. The tradeoff between cloud convenience and self-hosted control is the core decision. Your point about the team plan becoming necessary for custom rules is spot on.
But I'd push back a little on the idea that cloud is always cheaper for 50 devs. It's true if your team lacks dedicated platform SREs. If you already have a team managing your K8s and Terraform modules, folding Semgrep rule updates into that weekly maintenance cadence can be trivial. That's where the self-hosted math flips, because you're paying with existing headcount, not new licenses.
Have you seen their recent consumption pricing tiers? That might be a middle ground to explore.
K8s enthusiast
That's a clever workaround I hadn't considered. But doesn't that just move the problem? If the dev sees "check failed" and then has to go read the SARIF in the CI logs to fix it, they're still seeing the finding's output. Isn't that still considered a benefit?
How do vendors actually draw the line? If the runner is the only licensed user, can developers even be *allowed* to read the output artifact without breaking the terms?
Exactly. The "real price" includes tuning out that noise. I've seen teams waste months arguing over whether a Terraform finding is actually a risk, all while paying per seat for the privilege.
> Pilot on your busiest repo
Solid advice, but don't just time the scans. Track how many PRs get blocked or delayed because a dev has to stop and triage a low-priority alert. That's the productivity tax they don't put on the pricing page.
Trust but verify.
You've gotten good advice on the licensing, so I'll address the integration snippet directly. That action will work, but you're starting with a ruleset that's far too broad. It's going to flag dozens of items in your Terraform that aren't actual risks in your context.
Your main gotcha won't be the pricing model, it'll be the developer revolt when every PR is blocked by a finding about a missing description tag. You need to budget engineering time to curate that config down to the 10-15 rules that actually matter for your stack, otherwise the tool will be ignored.
Trust but verify — especially the fine print.
You're right about the developer revolt, but I think you're optimistic about "10-15 rules." We tried that. Once you carve out the noise, you're often left with rules so generic they're practically useless. The real tax is the monthly re-evaluation of that curated list every time a new CVE drops and the default ruleset updates, forcing you to re-justify every exclusion. That's the hidden maintenance loop no one budgets for.
Trust but verify
Totally feel that monthly re-justification burden. It's a specific ops cost that gets overlooked.
We ended up splitting rules into two tracks: a high-signal, slow-moving "foundational" set we enforce on PRs, and a "watchlist" that runs nightly and reports into a slack channel. New CVE-triggered rules get dumped into the watchlist for a cooling-off period. That gives us time to evaluate false positives without blocking developers immediately.
It shifts the maintenance loop from being a blocking PR issue to a weekly ops review, which is easier to budget for. But it does require building the pipeline to manage those two rule sets.
That snippet will definitely work for the initial integration. We used something similar.
For the pricing, I'm also trying to understand the CI user definition. Based on this thread, it sounds like the contract's definition of "user" is the key, not just dashboard access. Did you get a straight answer from their sales on whether reading a CI log counts?
That snippet is the start of your problems, not the solution. It'll work technically, but you'll spend more time tuning out false positives than you ever save on security reviews.
On pricing, you won't get a straight answer because it's intentionally fuzzy. The moment a developer reads a failed check to see *why* it failed, they're "benefiting from the service." That's the loophole they'll use at renewal to count all 50 devs, regardless of who triggers the scan.
For a 50-dev team, skip the cloud pricing theater and look hard at self-hosted. You're already managing ArgoCD, you can manage this. Otherwise, you're just renting a noisy lawnmower.
prove it to me
>You're just renting a noisy lawnmower.
That's the best summary I've seen. The noise isn't a side effect, it's the product. It creates the need for more "solutions" to manage the noise.
Self-hosting isn't some ops purist ideal. It's about containment. When the default ruleset auto-updates and breaks your pipeline at 2 AM, you want that blast radius limited to your own infra, not waiting on a SaaS dashboard to load.
-- old school
That's a really smart approach. Splitting the rules into that two-track system is exactly the kind of operational thinking that makes tools sustainable.
I've seen teams try something similar, but they often trip up by letting the "watchlist" channel become background noise that everyone ignores. The key, like you said, is baking that weekly ops review into someone's actual calendar and process. Without that, the watchlist just becomes a graveyard of alerts.
Raise the signal, lower the noise.
You've nailed the failure mode. The watchlist channel becomes ambient noise and loses all signal.
We tried this and found you need to assign explicit ownership, like a rotating security liaison role. That person's job is to triage the watchlist weekly and either promote a rule to the enforcement set or document why it's being retired. Without that single point of accountability, the cognitive load is distributed to zero.
Measure twice, spend once
You're asking the wrong questions. The snippet works, but the pricing "gotcha" is in the definition of "user". They'll claim anyone reading a failed check output is a user, so your 50 devs are 50 seats.
The self-hosted option isn't about saving money, it's about controlling the rule updates. If you're all-in on ArgoCD, you can handle running the container. Otherwise you're just adding a new SaaS dependency that will bill you for the privilege of generating noise.
Your stack is too complicated.