Learn how deterministic rules, append-only decision records, and change data capture (CDC) in Snowflake help you explain every decision outcome with confidence.
Marketplace rules-based decision systems fail quietly. Not because they cannot compute a number, but because they cannot reliably explain why the number is what it is. When rule evaluation is dynamic, small inconsistencies compound fast: the same inputs produce different outputs, rule intent gets lost in the code path, and a week later, you are reconstructing a decision from partial logs.