dbt Labs × Car and Classic
dbt Labs x Car and Classic, 10x faster reports and 8 hours saved weekly on data incidents
10x report load time improvement with Snowflake
Data distrust to data-driven confidence
Members read free
Unlock the full breakdown
Enter your email to open every case study in the library: the full screenshot, why it works, and the one thing worth stealing. One email unlocks all of them.
Free. No spam. Unsubscribe anytime.
You're in — enjoy the library.
Why it works
The case study is specific throughout: named tools replaced, a concrete before-state of 30-second-plus query times and untrusted metrics, and two distinct headline numbers anchoring the results. The trust narrative thread runs cleanly from broken-before to fixed-after, which gives the efficiency gains emotional weight. The piece doubles as a mild Clarity story because the before-state included genuine blindness around marketing attribution, but the headline leads with performance numbers, so Efficiency wins the tie-break.
Steal this
The 'James is now the one catching the issues' inversion: framing a monitoring tool's value as a shift in who holds the power in an organization (data team tells stakeholders, not the reverse) makes an abstract reliability benefit feel personally motivating to any data practitioner reading.
Click to enlarge ↗ This is editorial commentary and curation. The case study, screenshot, and all metrics are dbt Labs's published work; we link to the source and lead with our analysis.