Our inventory data is sourced from publicly available listings on franchised dealership websites. This ensures accuracy, consistency, and broad coverage across the U.S. automotive market.

Data delivery options include Snowflake share and flat file (CSV, Parquet, etc.) transfer to an S3 bucket or SFTP server.

Yes, we provide a rolling 13-month view of historical automotive inventory data, giving you a full 12 months of history at any time. For deeper analysis, one-time historical reports can extend back to January 2020, depending on brand.

Most customers are fully live in about one week. The onboarding process is simple: First, we align on the key metrics you want to surface and preferred formatting. Then, we confirm delivery and choose your destination (SFTP, S3, Snowflake, etc.). Next, we connect your feed and establish the automated data connection. And then you’re live! Once activated, the data begins flowing seamlessly into your environment, and you can start leveraging the insights.

Our structured inventory dataset integrates easily with common BI tools and modeling environments, such as Tabeau, Power BI, or Python/R. Teams use it for historical analysis, live reporting, and forecasting.

Common use cases include residual value forecasting, real-time market valuations, demand analysis, and market health tracking. Financial institutions often use the data for credit risk modeling and investment research, while industry analysts and vendors apply it to market studies, performance benchmarking, marketing applications, and dealership technology use cases.

Yes. We’re happy to provide a free sample inventory data file so you can review the structure, fields, and level of detail and hygiene.