The Mashvisor Lookup API solves the biggest pain in Airbnb revenue modeling: dirty rental data, unreliable scrapers, and inconsistent revenue calculations. As a real estate data API, it returns complete, pre-modeled financial metrics in a single call. No scraping, no manual calculations, no custom data cleaning. Developers can build a full revenue model quickly using this production-ready rental data API.<\/span><\/p>\n For example, a developer building an investor dashboard can fetch monthly revenue, occupancy, and expenses for any U.S. market with a single request\u2014no scraping or manual modeling required. This makes Lookup one of the most efficient property data APIs available to PropTech teams.<\/span><\/p>\n This guide walks you through turning a single Lookup API response into a complete Airbnb revenue model.<\/span><\/p>\n Why Lookup is the core engine:<\/b><\/p>\n Prerequisites:<\/b><\/p>\n API Coverage:<\/b> United States (all 50 states) and international markets including Great Britain (GB), Canada (CA), Spain (ES), Australia (AU), United Arab Emirates (AE), France (FR), South Africa (ZA), Saudi Arabia (SA), Greece (GR).<\/span><\/p>\n Mashvisor\u2019s Lookup API provides a complete, production-grade data pipeline for Airbnb underwriting. A single request returns pre-modeled revenue, occupancy, ADR, RevPAR, expenses, NOI, cash flow, and cash-on-cash return, along with sample-size and data-quality indicators.\u00a0<\/span><\/p>\n This guide shows how to transform the Lookup response into a full revenue model, apply financing logic, implement statistical fallbacks across address\/zip\/city levels, and output investment-ready summaries suitable for PropTech applications, valuation engines, and automated underwriting workflows.<\/span><\/p>\n Example:<\/span><\/p>\n \u00a0<\/p>\n \u00a0<\/p>\n With the request structure established, the next step is understanding the shape of the response. Every part of the revenue model is derived directly from this JSON structure.<\/span><\/p>\n\n
Summary<\/b><\/h3>\n
II. How the Lookup API Works<\/b><\/h2>\n
A. Minimal API Request\u00a0<\/b><\/h3>\n
![\"How](\"https:\/\/www.mashvisor.com\/blog\/wp-content\/uploads\/2025\/12\/unnamed-1-1-1024x683.webp\")
<\/p>\n\n\n
\n import<\/span> requests<\/span>
<\/span>
<\/span>API_KEY = <\/span>\u2018your_api_key\u2019<\/span>
<\/span>BASE_URL = <\/span>\u2018https:\/\/api.mashvisor.com\/v1.1\/client\/rento-calculator\/lookup\u2019<\/span>
<\/span>
<\/span>def<\/span> get_market_data<\/b>(params, api_key=None):<\/span>
<\/span>\u00a0 \u00a0 <\/span>\u201c\u201d\u201dFetch Airbnb market data from Mashvisor API.\u201d\u201d\u201d<\/span>
<\/span>\u00a0 \u00a0 headers = {<\/span>\u2018x-api-key\u2019<\/span>: api_key <\/span>or<\/span> API_KEY}<\/span>
<\/span>\u00a0 \u00a0 response = requests.get(BASE_URL, params=params, headers=headers)<\/span>
<\/span>\u00a0 \u00a0 response.raise_for_status()<\/span>
<\/span>\u00a0 \u00a0 <\/span>return<\/span> response.json()<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nB. Supported Parameters<\/b><\/h3>\n
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<\/p>\nAnalysis levels:<\/b><\/h3>\n
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C. How Often Is the Historical Dataset Refreshed?<\/b><\/h3>\n
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<\/p>\n