🍔 Scraping UberEats Restaurant Data with a High-Performance API (Menus, Prices, Ratings & More)

🚀 What Is the UberEats Scraper API?

The UberEats Scraper API provides programmatic access to restaurant data from UberEats using Playwright + Firefox automation. It addresses the lack of an official UberEats API, enabling developers to extract crucial information like menus, prices, ratings, and delivery details for building applications.

Why This Matters

Web scraping is often necessary when official APIs are unavailable, but maintaining robust scrapers is technically challenging and prone to breaking due to website changes. Poorly maintained scrapers can lead to inaccurate data, service disruptions, and potential legal issues; the cost of manual maintenance and error correction can quickly exceed $10,000 per year for a complex scraping task.

Key Insights

• Playwright + Firefox Automation: This combination provides a reliable and efficient method for dynamically rendering and extracting data from UberEats.
• Structured JSON Responses: Returning data in JSON format simplifies integration with various programming languages and applications.
• Proxy Support: Enables geo-targeting, IP rotation, and bypassing rate limits, crucial for maintaining scraper stability and avoiding blocks.

Working Example

{
"statusCode": 200,
"success": true,
"data": {
"name": "Chipotle Mexican Grill",
"rating": 4.5,
"reviewCount": 500,
"priceRange": "$$",
"categories": ["Mexican", "Fast Food"],
"menu": [
{
"name": "Burrito Bowl",
"price": 10.95,
"currency": "USD"
}
],
"deliveryTime": "25-35 min",
"deliveryFee": "$2.99"
}
}

Practical Applications

• Food Delivery Aggregators: Companies can use the API to compare prices and menus across different platforms.
• Competitor Monitoring Tools: Restaurants can track competitor pricing and offerings in real-time.
• Pitfall: Relying solely on scraping without considering terms of service can lead to IP bans or legal action.

References:

• https://dev.to/xemoro/scraping-ubereats-restaurant-data-with-a-high-performance-api-menus-prices-ratings-more-2nj4
• https://rapidapi.com/choukifahd/api/ubereats-restaurant-data-scraper-api