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Numbeo Cost of Living Scraper

A robust Apify Actor designed to scrape cost of living data from Numbeo. It traverses the website starting from the main page, navigates through country pages, and extracts detailed cost data from city pages.

Targeted Keywords

• Primary: Cost of Living Scraper, Numbeo Scraper, Price Data Extraction, Economic Data Crawler
• Secondary: City Cost Comparison, Global Pricing Data, Inflation Tracking, Relocation Cost Analysis

Features

✅ Comprehensive Crawling: Automatically discovers countries and cities from the main directory. ✅ Detailed Data Extraction: Scrapes prices for: * Restaurants * Markets (Groceries) * Transportation * Utilities * Sports & Leisure * Childcare * Clothing & Shoes * Rent * Property Prices * Salaries & Financing ✅ Structured Output: Returns clean JSON data with city, country, and itemized costs. ✅ Resilient: Uses crawlee for robust HTTP handling and browser-like headers to avoid blocking.

Input

Output Example

{
"url":"https://www.numbeo.com/cost-of-living/in/Paris",
"city_name":"Paris",
"country_name":"France",
"costs":[
{
"item":"Meal, Inexpensive Restaurant",
"price":"15.00 €"
},
{
"item":"Domestic Beer (0.5 liter draught)",
"price":"7.00 €"
}
// ... more items
]
}

Usage

Simply run the actor. By default, it will start at the Numbeo Cost of Living main page and traverse the entire directory. You can also provide specific country or city URLs in start_urls to limit the scope.