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How to Scrape Food Delivery Data for Competitive Intelligence

Learn how to scrape food delivery data from platforms like ShopeeFood, GrabFood, and GoFood to uncover pricing trends, customer reviews, and market insights. Discover the tools, challenges, and how MrScraper can simplify the process.
How to Scrape Food Delivery Data for Competitive Intelligence

Food delivery platforms are packed with valuable public data — from menu prices to customer reviews. Whether you're a business owner, data analyst, or developer, the ability to scrape food delivery data gives you access to real-time insights that can support smarter decisions and product strategies.

Why Scraping Food Delivery Data Matters

Data from platforms like ShopeeFood, GrabFood, GoFood, and others helps businesses:

  • Track and compare pricing across competitors
  • Analyze customer feedback and popularity of dishes
  • Monitor delivery fees and service availability in different areas
  • Understand market trends across locations and cuisines
  • Power apps or dashboards with live restaurant and menu listings

This kind of data supports operations in sectors like F&B, logistics, market research, and local commerce.

What You Can Extract

The typical food delivery dataset includes:

  • Restaurant names and addresses
  • Menu items and categories
  • Item prices, discounts, and availability
  • Delivery time estimates and fees
  • Ratings, reviews, and customer photos
  • Hours of operation and service zones

This data can be localized by city, neighborhood, or even pinned geolocation.

Scraping Challenges You Might Face

Scraping food delivery data is rewarding, but not without its challenges:

  • JavaScript-heavy platforms that need rendering tools
  • Geo-restricted content based on IP or GPS
  • Anti-bot mechanisms like rate-limiting or CAPTCHAs
  • Frequent layout changes due to app updates

Handling these issues requires a smart scraping setup, proper error handling, and rotating proxies.

Tools You Can Use to Scrape

Many developers use:

  • Requests, BeautifulSoup, or Selenium for basic tasks
  • Playwright or Puppeteer for interacting with dynamic sites
  • Rotating proxy services to avoid bans
  • Headless browsers to simulate user activity

However, building and maintaining this infrastructure takes time and effort.

Let MrScraper Handle It for You

If you need a reliable solution to scrape food delivery data at scale, MrScraper is here to help.

We support data extraction from platforms like ShopeeFood, GrabFood, GoFood, and others. Our tools are built to:

  • Rotate proxies and bypass geo-blocking
  • Handle headless browsing and JavaScript rendering
  • Deliver clean, structured data in JSON or CSV
  • Scale across multiple cities or countries

Whether you're benchmarking prices or building your own food delivery comparison tool, MrScraper has the infrastructure to support your goals.

Conlusion

Scraping food delivery data opens up countless possibilities—from pricing intelligence to customer sentiment tracking. While the process comes with technical hurdles, you don’t have to solve them alone. With MrScraper, you get fast, accurate, and scalable data collection—without the headache.

Explore more at MrScraper.com and tell us what kind of food delivery data you’re looking for—we’ll take care of the rest.

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The mission to make data accessible to everyone is truly inspiring. With MrScraper, data scraping and automation are now easier than ever, giving users of all skill levels the ability to access valuable data. The AI-powered no-code tool simplifies the process, allowing you to extract data without needing technical skills. Plus, the integration with APIs and Zapier makes automation smooth and efficient, from data extraction to delivery.


I'm excited to see how MrScraper will change data access, making it simpler for businesses, researchers, and developers to unlock the full potential of their data. This tool can transform how we use data, saving time and resources while providing deeper insights.

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This tool sounds fantastic! The white glove service being offered to everyone is incredibly generous. It's great to see such customer-focused support.

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MrScraper is a tool that helps you collect information from websites quickly and easily. Instead of fighting annoying captchas, MrScraper does the work for you. It can grab lots of data at once, saving you time and effort.

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Product Hunt user

Now that I've set up and tested my first scraper, I'm really impressed. It was much easier than expected, and results worked out of the box, even on sites that are tough to scrape!

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MrScraper sounds like an incredibly useful tool for anyone looking to gather data at scale without the frustration of captcha blockers. The ability to get and scrape any data you need efficiently and effectively is a game-changer.

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