Where does PriceLabs Market Dashboards data come from?

What that means in practice

If you've ever cited a PriceLabs Market Dashboards figure in an article, you have implicitly cited Airbnb's listing graph, Vrbo's listing graph, and Key Data Dashboard's PMS-integrated booking dataset. PriceLabs' contribution is the aggregation, dashboard interface, comp-set construction, and the price-point at which each report is sold (starting at $9.99 for a 1,000-listing radius).

Why PriceLabs blends sources rather than collecting its own

PriceLabs' core business is dynamic pricing. According to the company's site, the platform powers pricing for "600,000+" listings and syncs to "Airbnb, Vrbo, Booking.com, and 160+ PMSs." Building an independent scraping or PMS-integration program would have duplicated infrastructure that already exists at AirDNA, Lighthouse (formerly Transparent), and Key Data. By licensing Key Data's PMS feed and supplementing with its own scraping of Airbnb and Vrbo public listings, PriceLabs gets a hybrid dataset without paying for two parallel pipelines.

The trade-off this introduces

The Key Data piece of the blend is observed booking data, pulled directly from PMS systems. The Airbnb and Vrbo pieces are scraped public listings, meaning blocked-versus-booked classification is statistical, not certain. A PriceLabs Market Dashboards "occupancy" number is therefore part-observed, part-modeled, weighted toward whichever side has more comparable listings in your selected radius. For most pricing decisions this is fine. For research where the methodology matters (academic studies, regulatory testimony, journalism that names a specific number), citing PriceLabs without naming the underlying sources understates the methodological complexity.

How to cite a PriceLabs number accurately

Two acceptable patterns:

Short form. "According to PriceLabs Market Dashboards (which aggregates Airbnb, Vrbo, and Key Data feeds), [the number]." This is what most journalism should use.

Long form. "PriceLabs Market Dashboards reports [the number]; the dashboard pulls listing-level data from Airbnb and Vrbo and PMS-sourced booking data from Key Data Dashboard." Best for technical or academic pieces where readers need to evaluate the source mix.

Avoid implying that PriceLabs is a primary collector of US-wide STR data. The pricing engine is theirs; the market dataset under Market Dashboards is licensed and aggregated.