One intelligence layer. Complete pipeline autonomy. Zero firefighting

Most enterprises know exactly what their Snowflake bill is. Almost none have calculated what they spend keeping the pipes clean. That second number is usually bigger, and unlike the platform cost, most of it is structurally avoidable. The hidden cost stack This is what large enterprises with significant data infrastructure investment are actually spending. A note on the Gartner data quality figure: the $12.9,15M