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Collect Shoestring flight data, hotel prices, availability, ratings, and travel listings at scale. Combine flight data scraping and hotel price monitoring through an Shoestring travel data API for businesses today.
TRUSTED BY 150+ TRAVEL, OTA & HOSPITALITY TEAMS TO WATCH Shoestring 24/7
Getting started
Shoestring data scraping is the automated collection of publicly listed information from Shoestring — hotel, flight and package listings, pricing, discounts, room or seat-level availability, cancellation policy, category data, ratings and reviews — turned into structured, revenue-ready datasets. This approach replaces manual, listing-by-listing and date-by-date checking with one repeatable pipeline covering every market, property and route you or your competitors list on, from full-catalog Shoestring hotel data extraction to flight-route price comparison.
Rather than tracking rates manually property by property, teams use Retail Scrape's unified Travel Scraper to run Shoestring room price comparison at scale — proxies, CAPTCHA handling and layout monitoring are handled for you, so your team works with clean output, not the collection process.
Data coverage
Retail Scrape's Shoestring data pipelines cover every data point travel, OTA and hospitality teams typically track on Shoestring, from a single property or route to a full destination across markets.
Hotel listings, amenities, room type and specifications, accessible via our Shoestring hotel data API and catalog detail extraction.
Shoestring hotel price monitoring and Shoestring flight price tracking, tracked through stays, routes and date ranges.
Shoestring hotel availability data and room or seat-level stock status, covering cancellation policy and minimum-stay per listing.
Star ratings, review counts and sentiment trends per property and route, tracked over time for quality and reputation monitoring.
Bestseller properties and routes, so you know which Shoestring listings are gaining demand within each category.
Rate-plan tracking across Shoestring, including sold-out and limited-availability status refreshed continuously.
Catalog
Full catalog data extraction across an entire destination or category on Shoestring, not just one-off property lookups. Useful for teams that need an Shoestring dataset at scale: property names, descriptions, images and amenity data to power catalog audits, content extraction, or cross-platform comparison.
Pricing
Shoestring price tracking combined with cross-platform rate monitoring across stays and routes — track Shoestring rates alongside Booking.com and Agoda listings to build one unified pricing intelligence feed. Feeds directly into our Pricing Intelligence and Dynamic Pricing Intelligence.
Reputation
Shoestring property reviews and ratings scraping extracts star ratings, review counts and review text structured for sentiment analysis, quality monitoring, or competitive comparison across a destination.
Market data
Our Shoestring data services give you listing-level data on Shoestring — who's selling, at what rate, and how Shoestring competitor price analysis compares against other platforms. Core data for our Rate Parity Monitoring and Buy Box & Seller Monitoring solutions.
Visibility
Search ranking and category data scraping together — track keyword position and bestseller-property rank movement on Shoestring to understand what's gaining or losing visibility, backed by re-crawls that never miss a change.
Travel market intelligence
Our Shoestring data pipeline turns activity on the platform into signals your team can act on — the same data that powers our Travel Data Intelligence Solutions platform. Patterns our pipelines surface most often on Shoestring:
Pricing
Shoestring hotel competitor analysis shows a property's rate on Shoestring and its nearest competitor can diverge by 8%+ within a day during a demand spike. Teams checking rates by hand weekly are routinely missing the window to react.
Watch: cross-platform rate + promotion togetherDestination demand
Category performance data shows the top-booked Shoestring property for a destination is often not the top performer in a neighbouring market.
Watch: category performance by destinationListing content
Property names, photos and amenity descriptions get revisited by competing brands constantly. Static listings tend to lose search position over a few months.
Watch: listing change alerts over timeAvailability
Travelers increasingly compare room or seat availability and cancellation terms before price. Availability status is worth tracking alongside every Shoestring rate point.
Watch: availability alerts + rate change alertsUse cases
Feed live Shoestring rate and promotion data into your revenue team's workflow or repricing engine.
Compare catalogs, pricing and ranking against Booking.com, Hotels.com, Agoda and other OTAs.
Benchmark property names, photos and amenity descriptions against top-ranking Shoestring listings.
Track destination trends using Shoestring travel data across routes and properties over time.
Detect outdated pricing and rate-parity violations the moment they appear on Shoestring.
Identify underserved routes and destinations by comparing property and route-level availability across a market.
Why teams choose us
What travel, OTA and hospitality teams gain by moving off manual tracking and DIY scripts for Shoestring.
See rate, availability and ranking changes within minutes instead of finding out days later.
Layout changes, proxies and CAPTCHAs are handled for you, across every Shoestring category.
Every record ships in the same structured schema, ready for BI tools and models.
Track your catalog and competitors' side by side against Shoestring, not in separate systems.
Fixed plan pricing instead of variable infrastructure and engineering time.
From a handful of properties to a full multi-market Shoestring catalog, without re-architecting your pipeline.
Sample output
Every record ships clean and consistently typed — no HTML fragments, no guesswork.
| # | Listing ID | Property / Route | Platform | Location | Category | Price | Regular Price | Rating | Reviews | Availability | Last Update |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 01 | EX-1182934 | Marriott Marquis, Times Square | Shoestring | New York, USA | Hotel | $299 | $349 | 4.4★ | 6,140 | 4 Rooms Left | 2026-08-21 09:09 AM |
| 02 | EX-2247710 | Flight, JFK–LAX (Delta) | Shoestring | New York, USA | Flight | $221 | $249 | 4.2★ | 720 | Low Seats | 2026-08-21 09:12 AM |
| 03 | EX-3315528 | Shangri-La Hotel, Bangkok | Shoestring | Bangkok, Thailand | Hotel | ฿5,120 | ฿5,820 | 4.7★ | 4,980 | 3 Rooms Left | 2026-08-21 09:15 AM |
| 04 | EX-4402271 | Flight + Hotel Package, Cancún | Shoestring | Cancún, Mexico | Package | $689 | $799 | 4.5★ | 1,260 | Available | 2026-08-21 09:18 AM |
| 05 | EX-5519643 | Economy Car Rental | Shoestring | Orlando, USA | Car Rental | $38/day | $46/day | 4.3★ | 1,140 | Available | 2026-08-21 09:21 AM |
| 06 | EX-6608817 | Flight, LHR–DXB (Emirates) | Shoestring | London, UK | Flight | £512 | £549 | 4.6★ | 890 | Sold Out | 2026-08-21 09:24 AM |
Sample data shown — our Travel Scraping API returns full records with all scraped Shoestring fields.
Access Full Shoestring DatasetFAQ
Shoestring data scraping is the automated collection of publicly listed hotel, flight, package, pricing, discount, availability, rating and review information from Shoestring, turned into structured data for analysis or downstream systems.
Commonly extracted data includes Shoestring hotel and flight listings, room and seat-level pricing, promotions and discounts, availability and cancellation policy, ratings and reviews, and category-level catalog data.
Yes. We track Shoestring alongside Booking.com, Hotels.com, Agoda and other OTAs from a single unified pipeline scoped to any country, city, date range, category or property.
We collect only information that is publicly visible on Shoestring's storefront, apply rate-limiting, and give clients configurable controls so extraction fits their own compliance requirements.
Data is delivered as JSON or CSV over a REST API, scheduled feed, or direct warehouse delivery, with refresh intervals configurable from near real-time to daily snapshots.
Effortlessly managing intricacies with customized strategies.
Mitigating risks, navigating regulations, and cultivating trust.
Leveraging expertise from our internationally acclaimed team of developers
Reliable guidance and assistance for your business's advancement
