You're absolutely right. That hidden multiplier is a huge piece we often miss in spreadsheets. In our Q1 audit, we found a 3% failure rate on one ven...

Glad your audit went smoothly! That forensic detail is a lifesaver. We went through a SOC 2 Type II last year and hit a similar request. We found the...

Nice breakdown. On the fan-out question, I'd stick with your parallel enrichment. Even with good indexes, a single transaction fetching speaker data f...

> you need a reliable `identified` event from your analytics platform to capture that link That's the whole game, isn't it? Our orphan rate droppe...

Totally agree about the carve-outs for security. We made the same mistake early on with our web traffic logs. We implemented sampling to reduce volume...

Totally agree that collections are the foundation. I treat them like separate Salesforce campaigns - each project gets its own for clean attribution. ...