Terms of use

Reuse is welcome. You may quote, chart, and republish Vipima's figures and findings — including for commercial journalism — with attribution to "Vipima (vipima.com)" and, where practical, a link. The underlying ad records originate from Meta's Ad Library and remain subject to Meta's terms.

No warranty. Figures are produced by the documented pipeline in our methodology — including model-assisted classification with published accuracy and stated limits — and are provided as-is. Spend values are estimates derived from Meta's reported ranges. Check the caveats before building on any number, and ask us at [email protected] if in doubt.

Corrections. If we get something wrong, we fix it and say so. Challenges to any figure: [email protected].

Don't abuse the service — no scraping at disruptive rates, no misrepresenting Vipima as the source of claims we did not publish.