Boogie Data vs PriceLabs
For short-term rental investors and analysts choosing a data source. PriceLabs works today and has the longer history; Boogie Data's API and MCP server open soon, and our history is short (since September 2026). What we offer is a lower starting price, $5 a month for one town in one dataset, over a REST API and an MCP server for AI agents. Every PriceLabs fact below links to its source and the date we read it. To hear when they open, join the waitlist.
Who each is for
- PriceLabs: Hosts and property managers who set nightly prices, with market dashboards alongside its Dynamic Pricing tool.
- Boogie Data: Investors, analysts and AI agents who want town-level rental data as rows, priced per town.
Where PriceLabs is stronger
- Dynamic pricing for your own listings, which we do not offer. (hello.pricelabs.co, checked 2 November 2026)
- Two years of past market data and projections up to a year ahead. (hello.pricelabs.co, checked 2 November 2026)
- A documented API and an MCP server (AI Connector) that work today; ours open at launch. (developers.pricelabs.co, checked 2 November 2026)
- A free Market Dashboard when you add a listing to Dynamic Pricing. (hello.pricelabs.co, checked 2 November 2026)
Where Boogie Data is stronger
- Lower starting price, for a smaller unit: $5 a month for one town in one dataset, or $9 a month for every town in one dataset (planned), against the PriceLabs Market Dashboard at $9.99 a month (its stated starting price). Theirs is a whole-plan price; ours is per town, per dataset, so add up the towns and datasets you need before comparing. (hello.pricelabs.co, checked 2 November 2026)
- Local short-term rental rules per town (permit required, permit caps, moratoriums) with a source link and the date we last checked them, sold as a separate dataset.
Side by side
| Boogie Data | PriceLabs | Source, checked on | |
|---|---|---|---|
| Who it is for | Investors, analysts and AI agents who want town-level rental data as rows, priced per town. | Hosts and property managers who set nightly prices, with market dashboards alongside its Dynamic Pricing tool. | hello.pricelabs.co, checked 2 November 2026 |
| Price | $5 a month ($50 a year) for one town in one dataset: everything we have collected for that town, kept current, over the API and MCP. $9 a month ($90 a year) for every town in one dataset. Each dataset is priced separately, so add up the towns and datasets you need. A one-time download of one town's last 7 days in one dataset is $2. Planned launch prices; nothing is for sale yet. Pricing | Market Dashboard plans start at $9.99 a month. | hello.pricelabs.co, checked 2 November 2026 |
| Free option | A fixed sample and one free month per dataset when the API opens; free tools now. | One free Market Dashboard, no credit card, when you add a listing to Dynamic Pricing. | hello.pricelabs.co, checked 2 November 2026 |
| API | REST API with dataset, slice and row calls; opens at launch. REST docs | Yes: Customer API, Revenue Estimator API and RM Partner API, with an OpenAPI 3.1 specification; no API price on its developer pages. | developers.pricelabs.co, checked 2 November 2026 |
| MCP or AI-agent access | Yes: an MCP server with the same calls as the API; opens at launch. MCP docs | Yes: an MCP server (AI Connector), with a guide to connecting Claude. | developers.pricelabs.co, checked 2 November 2026 |
| History | Short: Airbnb listing and calendar observations since September 2026, and Inside Airbnb snapshots since June 2026. Each is a separate dataset with its own price; town rental rules are another. | Two years of past market data; projections up to one year ahead. | hello.pricelabs.co, checked 2 November 2026 |
| Updates | Collected every night; each town is revisited daily or weekly. | Updated daily. | hello.pricelabs.co, checked 2 November 2026 |
PriceLabs facts are from its own public pages on the date shown in each row; prices and plans change, so check the source before you decide. Boogie Data prices are planned launch prices.
What we don't have yet
History starts in September 2026 (Inside Airbnb snapshots in June 2026). We have no app or dashboard and no revenue estimate for a single address: the data comes as rows over the API and MCP.
Next step
- Join the waitlist to hear when the API and MCP server open, or email info@boogiedata.com to ask whether we cover the towns you need.
- Read the free market reports: dated, with sample sizes, under CC BY 4.0.
- See how the calls will work in the REST quickstart, or how to connect an agent in the MCP docs.
- Read who this data helps, the methodology and the planned prices.