How GuestFavorites Works

Understanding our data-driven approach to Airbnb market data

Collect
Process
Detect
Millions of data points, daily

Our Core Pipeline

How we collect, structure, and compute Airbnb market metrics.

Every day, from public calendars

Data Collection

GuestFavorites collects data from Airbnb listings on a daily basis. We gather basic information that's publicly available on Airbnb: calendar availability, prices, reviews, and minimum stay requirements. This daily collection helps us track changes in the market over time.

Additionally, we partner with property managers who share their Airbnb insights directly with us. This unique collaboration provides an extra layer of accuracy to our data, allowing us to validate our findings and offer even more precise market data.

Millions of data points, daily

How We Process the Data

Our system processes millions of data points each day to detect meaningful changes in the market. We analyze new bookings, price adjustments, guest reviews, and updates to stay requirements through our sophisticated algorithms. This comprehensive analysis reveals intricate patterns in market behavior.

We look for patterns like: Which dates are getting booked? How do prices change before and after bookings? What are the typical booking windows in your area? How special events affect your market?

Our key differentiator

Booking Detection in Action

See how our algorithm analyzes calendar availability changes and calculates the true reservation revenue by summing up nightly rates.

Baseline Metric

Day 1: Base Availability & Nightly Prices

Our daily crawler records individual nightly rates before any calendar changes. This historical pricing baseline is saved in our database.

Premium 2BR Penthouse

Madrid, Spain

Algorithms

30+ rules active

M
T
W
T
F
S
S
9 $120
10 $120
11 $120
12 $120
13 $150
14 $160
15 $140
16 $120
17 $120
18 $120
19 $120
20 $120
21 $120
22 $120
Aggregation Flow

From Raw Data to Market Metrics

How we aggregate millions of daily data points into actionable dashboards, maps, and insights.

1. Data Aggregation

We combine daily calendar tracks, historical rates, review indexes, and partner data for millions of listings.

Calendar States
Live Updates
Price Indexes
Tracked Rates
Guest Review Match
Verified Bookings
Partner Data
Enriched Feeds

2. Location Roll-up

We group listings by location and compute dozens of market metrics for each area, including occupancy, ADR, and revenue.

Location Occupancy 84%

3. Interactive Dashboards

We deliver interactive market dashboards, revenue charts, and occupancy heatmaps on your market view.

ADR $154
Revenue $48k

Put this pipeline to work

Everything above runs daily across thousands of markets. Here is what that looks like in practice.

Evaluate a market

Compare occupancy, revenue, and supply before buying or launching.

Benchmark your listing

See how similar properties perform and where you stand locally.

Follow demand over time

Watch seasonal patterns and market shifts with data refreshed every day.