Fortunately, sourcing airfare data is somewhat easier that real estate data. There are a number of providers of this data, as well as paid and unpaid APIs. One challenging aspect of retrieving the data is that it requires a number of web requests. In the previous edition of this book, we outlined how to scrape data from Google's Flight Explorer page. This was the ideal presentation for seeing weeks of pricing data on one page for multiple cities. Unfortunately, that page has now been removed, and Google now provides a more typical search interface that requires the user to input the departure city, the destination city, start date, and end date. One fortunate feature that remains is the ability to input an entire region rather than a specific city. We'll make use of this in our scraping. An example of this can be seen in the following screenshot...
United States
Great Britain
India
Germany
France
Canada
Russia
Spain
Brazil
Australia
Singapore
Hungary
Ukraine
Luxembourg
Estonia
Lithuania
South Korea
Turkey
Switzerland
Colombia
Taiwan
Chile
Norway
Ecuador
Indonesia
New Zealand
Cyprus
Denmark
Finland
Poland
Malta
Czechia
Austria
Sweden
Italy
Egypt
Belgium
Portugal
Slovenia
Ireland
Romania
Greece
Argentina
Netherlands
Bulgaria
Latvia
South Africa
Malaysia
Japan
Slovakia
Philippines
Mexico
Thailand