I think the key part is about aligning incentives and outcomes - if your security and compliance departments are only judged on "were we breached, did we pass our audits" then there's a risk they won't weigh the tradeoffs associated with the decisions around controls implemented to achieve those outcomes.
To use a ridiculous extreme you can't breach a web app that isn't exposed to the internet, but the users can't access it either.
If you can connect/balance those goals to other metrics around cost and productivity, usability, and a realistic threat model, as guardrails then you incentatize cross-team collaboration to achieve the shared org outcomes.