How to Use Shopee Scraping API
Daniel Tarasov
Daniel Tarasov Published: 2025/12/23

Shopee is an extremely popular e-commerce platform with countless sellers and goods available. To properly operate in such a competitive market, you need to make informed decisions. API for scraping Shopee can effortlessly provide you with all of the required data required for the proper analysis and market research. So let’s look at how to use API in action.

What Is Shopee Scraping API and How It Works?

The API for scraping Shopee resources is not an official tool but rather a set of useful methods for automated data collection. In basic terms, a special tool imitates a browser that interacts with the backend servers of Shopee to collect all of the useful data needed for you. It works by sending requests and cutting only the needed info from the responses. This way you can collect prices, titles, ratings, etc. In other words, this option can help you to fully automate the collection process and overall increase the speed of this process.

Why Use Shopee Scraping API Instead of Manual Scraping?

When comparing these two options, you need to consider both the limitations and benefits that they can bring. For manual scraping, you need to keep in mind that it is usually not that efficient and overall slow. Plus, this type of scraping can’t provide you with the real-time data. Plus, it’s hard to scale and start to scrape several merchants at the same time, for example.

On the other hand, the Scraping API for Shopee can eliminate most of these problems while fully automating the process. In other words, with our API, you can automatically transform raw web data into structured and useful information for analysis. All of this is also paired with the accuracy, scalability and high speeds. 

How to Set Up Shopee Scraping API

Typically set up processes contain these basic steps. First of all, you need to find the right tool for your specific scope of work. In other words, you need to choose the library and tools. For example, you can look at Python with libraries like requests, BeautifulSoup, scrapy, or Selenium.

Then you will need to acquire a set of reliable proxies or look for the provider that has a proxy pool. This is critical for successful scraping of any resource. Using requests from a single IP will quickly get you blocked. You need a pool of residential proxies to rotate your IP address and mimic organic traffic from different locations. This is where a quality residential proxies provider becomes essential.

Now you can install all the necessary libraries and set up your code to start managing proxy rotation, headers, and request delays. Then you also need to analyze Shopee’s URL structure for product listings, seller pages, and search results to understand what endpoints to scrape.

How to Scrape Shopee Products Using API

To start the scraping itself, you need to target the product listings and detailed pages. For listings you can just send requests to the specific category or simply the URL. Then our API will parse the response and collect images, prices, names of shops and other data. 

For detailed info you may need to go to each product-specific card. There you start collecting full product info like detailed descriptions, specifications, colors, sizes, discounts and other info. 

How to Scrape Shopee Sellers and Stores

Harvesting of the data profiles of the Shopee sellers can bring lots of useful insights into the performance of the competitors. You can target the main page of the needed shop to get info about the overall rating of the shop, the number of followers, basic performance metrics, etc. With this information structured for it, it is extremely easy to conduct market analysis and find new points for growth.

How to Scrape Shopee Reviews and Ratings

Reviews serve as the main source for analysis of the sentiment of real users. You can get access to the reviews by parsing and scraping the specific sections of the site. 

This way you will be able to collect the reviewer’s nickname, date of the review, photos, stars and review text. With such scraping, you can easily build a project that will help you to find all of the main flaws and customer pains. 

Shopee Scraping API Code Examples

To start using the API for Shopee scraping, you can follow these steps. Sign up for the PrivateProxy and get your API key. Then you can use a simple API call. For example, try using this piece of code:

import requests

# Your API credentials from the service

API_KEY = “your_api_key_here”

PRODUCT_ID = “1234567890”  # Shopee product ID

# Simple API request

api_url = f”https://api.scrapingservice.com/shopee/product?id={PRODUCT_ID}&key={API_KEY}”

response = requests.get(api_url)

if response.status_code == 200:

    data = response.json()

    # Access structured data directly

    print(f”Product: {data[‘product’][‘name’]}”)

    print(f”Price: {data[‘product’][‘price’]}”)

    print(f”Seller: {data[‘product’][‘shop_name’]}”)

    print(f”Rating: {data[‘product’][‘rating’]}”)

    # Save to file

    import json

    with open(‘product_data.json’, ‘w’) as f:

        json.dump(data, f, indent=2)

    print(“Data saved successfully!”)

else:

    print(f”API Error: {response.status_code}”)

How to Handle Shopee Anti-Bot Protection

Shopee uses advanced and robust anti-scraping measures that can lead to IP blocking. To overcome these limitations, you can use providers with large datacenter proxies instances to always have clean and fresh IPs. Then it is also wise to use rotation and switch proxies in some periods of time. 

The same way you can rotate user agents and manage cookies. All of this is better to be paired with the rate limiting for the proper mimicking of the real user behavior.

Data Quality and Parsing Best Practices

To properly validate collected data, you can check for missing fields, remove the HTML tags, and use standard formats. Overall, it is best to have a developed system for storing collected data in needed formats. 

It is also important to track the changes in the Shopee structure to adapt to the changes on the go. This is also why it is important to have a trustworthy API that will not crash after one error in response.

Shopee Scraping API Performance Optimization

To optimize scraping performance with an API, you can try to send several requests in parallel if it’s possible. This option can dramatically increase speed. Then it is also important to use private proxy servers that offer efficient rotation of proxies. They are offering high uptimes and fast connections with minimal latency. For example, you can look at the residential or datacenter rotating proxies options.

In some cases, geo-targeting also can be useful. You can use proxies that are located in your region or near it. This way you will always have a stable and fast connection for any of your tasks.

Legal and Ethical Considerations of Shopee Scraping

To keep your scraping within legal and ethical boundaries, it is important to follow the following rules. First of all, you need to check the robots.txt file. It’s not legally binding to strictly follow this file, but still it is best to. 

Overall, you can scrape only the free and publicly available data. So do not try to collect the private user information or data from the logged-in parts of the sites without consent. At the same time, do not overload the sites with your requests. Use rate limiting to both stay ethical and protect your connection from blocks. 

Last but not least, comply with the existing terms of service of Shopee or other platforms. Scraping publicly available data is legal in most jurisdictions, but it is ultimately best to double-check about all of the risks. 

Common Problems and Errors When Using Shopee Scraping API

When using a scraping API, you can face a number of different errors, so let’s look at the main ones: 

Errors 403/429 with HTTP. They indicate blocking of your IPs or simply rate limiting. You solve this problem with proxy rotation or slowing down the scraping speed on your end. 

CAPTCHAS: If you see it, it usually means that your fingerprints have been detected and flagged. You can try to use a more developed regular or static residential proxies provider. Alternatively, you can try to use CAPTCHA-solving solutions, but overall it will increase the scraping time.

Another problem appears when you have missing or incorrect data. This can happen when the structure of the pages is changing. You can update the selection of your parsing sources to get the right result.

Slow response times can appear due to the slow proxies with high latency. This can be solved by finding the provider with the better performance in your region.

Advanced Shopee Scraping API Use Cases

The Shopee Scraping API or other resources can be used in many different business tasks. For example, dynamic price monitoring is almost impossible without a proper scraper. With the API option you will be able to track the price changes daily or even hourly automatically.

The same way API will be useful for the analysis of the market trends. Collect new listings and sales data to identify info about new positions and market trends.

Review overview is another niche for API use. You can automatically collect all of the needed comments from the targeted listings. This way you can quickly analyze the response from the audience and find customer pains.

All the same tools can be used for the monitoring of the competitors’ stocks, pricing and strategies. This can help you to stay ahead of the competition each time. 

But, to stay ahead, you also need to learn the product’s origins. With API you can track the basic chains to learn about popular variants and to make informed decisions. 

Choosing the Best Shopee Scraping API Provider

When you don’t want to build a scraper from scratch, an API will be the best opportunity to get the full range of scraping options without the usual hassle. When choosing such a service, you need to consider several main things:

First of all, you need to look for the provider with the reliable and wide proxy network behind their back. Specifically, the premium residential proxies with high uptime results will be the best choice for the scraping tasks.

Then you need to check if the provider can cover all of the data points that you require. For example, look for the options of collecting reviews, seller info and other data pieces. All of this also needs to be paired with the legal and ethical compliance. You need to be sure that the provider can operate ethically and compliantly with current legal regulations.

Final Thoughts on Using Shopee Scraping API

Using a Shopee scraping API can become a true game changer for making informed decisions in e-commerce. Technical setup can be too complicated at some points, but the results can bring you significant leverage over the competition. In any of the cases, API or custom scraper, you need to remember about the responsible and sustainable approach when scraping. The key is to scrape responsibly, use high-quality proxies, and focus on extracting actionable insights that drive real business growth.

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