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Introduction

Online Travel Agencies (OTAs) like Expedia, Booking.com, Agoda, and MakeMyTrip dominate digital bookings—but pricing, availability, and offerings change constantly. For travel aggregators and service providers, this makes market benchmarking difficult.

Actowiz Solutions was engaged by a global travel tech company to extract real-time OTA data across 7 countries to enhance pricing, inventory strategy, and booking conversion.

Client Challenge

The-Client

The travel brand needed:

  • Hotel price benchmarking across OTA platforms
  • Flight price comparison across global routes
  • Car rental price and availability tracking
  • City-specific data for both peak and off-peak travel windows
  • A central dashboard for market trend analysis

Challenges faced:

  • Varying tax structures & fees per country
  • Multi-language interfaces
  • Geo-specific content (some listings shown only in specific IP regions)

Countries Covered

The-Client
  • USA
  • UK
  • UAE
  • India
  • Germany
  • Singapore
  • Australia

Solution Offered by Actowiz Solutions

Actowiz Solutions built a scalable scraping system to collect:

  • Hotel room prices, ratings, and amenities
  • Flight prices, duration, airlines, layover times
  • Car rental brand, price, vehicle type, location, and insurance options
  • Data was scraped every 4 hours, de-duplicated, normalized, and sent via API to the client’s data lake

Sample Data Extracted

Country OTA Platform Type Location Price Additional Info
USA Booking.com Hotel New York $229/night Free WiFi, 4.3⭐, Breakfast incl.
India MakeMyTrip Flight Delhi–Mumbai ₹5,799 Indigo, 2.5 hrs, Non-stop
UK Expedia Rental London £47/day Economy car, Insurance incl.
UAE Agoda Hotel Dubai AED 399 Rooftop pool, 4.0⭐, Near metro
Germany Skyscanner Flight Berlin–Munich €89 Lufthansa, 1.25 hrs, Direct
Singapore Kayak Hotel Marina Bay SGD 190 3.9⭐, Gym, Sea View
Australia Rentalcars.com Rental Sydney AUD 59/day SUV, Unlimited kms

Data Collection Features

  • Dynamic Pricing Capture: Logged hourly price shifts and seasonal trends
  • Multi-Currency Conversion: Normalized pricing into client’s base currency using real-time FX APIs
  • Geo-Located Scraping: Used residential proxies to simulate IPs from the 7 countries
  • Offer Code Identification: Extracted ongoing promo codes and platform-exclusive deals

Tech Stack Used

  • Python + Scrapy for core scraping logic
  • Selenium for dynamic pages and calendars
  • AWS Lambda + S3 + API Gateway for automated delivery
  • Google BigQuery + Power BI for analytics and dashboard visualization

Business Outcomes

1. Real-Time Competitive Insights
  • Monitored 5000+ OTA listings for price fluctuations and rating changes
  • Detected last-minute deals to feed into the client’s own offer engine
2. Conversion Optimization
  • Identified high-performing hotels and car rental packages by location and season
  • Improved listing strategy and call-to-action design based on competitor patterns
3. Seasonality Analysis
  • Generated region-wise pricing maps for off-season and peak-travel dates
  • Enabled advance planning and dynamic campaign launching
4. Geo-Specific Pricing Strategy
  • Aligned pricing strategy per country based on local competition and consumer patterns
  • Detected OTA platform price skimming trends across regions

Client Testimonial

"Actowiz Solutions gave us a pricing edge across continents. Their OTA scraping system gave us visibility into market gaps we couldn’t see before. We’ve since increased booking conversions by 22%."

— Director of Data Science, Global Travel Aggregator

Conclusion

With OTA platforms constantly changing prices, inventory, and offers, Actowiz Solutions equipped the travel brand with the tools to stay ahead. From flights and hotels to rentals, the power of real-time scraping helped the client optimize margins, boost conversions, and personalize strategy per region.

If you're in the travel, hospitality, or mobility space, our multi-country OTA scraping framework can unlock market insights that drive bookings and profitability.

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