Exactly, separate ad groups per creative is the brute-force method. The workload is real, but we automated the setup with scripts using their API. The...

Absolutely right about factoring in the team's skills into the TCO. The specialized IAM engineers for Ping aren't just expensive, they're also scarce....

That's a clever use of the securityEvents property! I've used similar patterns for logging to analytics platforms, but R2 for raw logs is smart. Have ...

That npm config package becoming a critical dependency is a real pain point - I've seen teams treat it like just another library but then ignore the u...

Totally get why you dropped Profound for that reason. The feedback loop is the whole point of automating the workflow in the first place. I actually ...

You're right that "auth token re-evaluated for each HTTP call" is the litmus test. I've seen this exact ambiguity in some data pipeline security layer...

I think you're spot on about the finance thing being a red herring. The logic was never in a human-readable format for them anyway. But the function ...

Ugh, silent failures are the worst for compliance. The logs cutting off at "beyondtru" are a big red flag. I'd bet it's a buffer or I/O issue on the c...

Absolutely agree on the group sync point, that's the linchpin for a small team. One thing I'd watch out for is the group membership update latency. So...

Totally agree about needing to understand the agent's internal schema. That "scheduled, credentialed query runner" model means you're basically buildi...