Shopee Scraper API: How to Scrape Product Data from Shopee

Advanced Data Extraction Specialist
As the leading e-commerce platform in Southeast Asia and Taiwan, Shopee has a large amount of product information, which attracts many merchants and researchers to obtain data. However, manually collecting this data is not only time-consuming and laborious, but may also be affected by changes in website structure and limitations.
In order to improve efficiency, many users turn to automated tools like Shopee Scraper API. This article will introduce how to use different methods to crawl Shopee's product data, helping you easily extract the information you need, whether it is for market analysis, product comparison or inventory management
What is Shopee Scraping?
Shopee scraping is the process of extracting publicly available data from Shopee. While Shopee data scraping can involve both manual and automated activities, it is most often associated with automated processes.
These practices are usually performed by web crawlers or custom scripts that interact with Shopee's API.
The data can include various types of information, such as product details, prices, sales statistics, reviews, and seller profiles. Here is some information you can extract from Shopee:
- Product information: Includes details of products listed on Shopee, such as product name, description, images, and SKU.
- Pricing data: Information about product prices, including any discounts, promotions, or special offers.
- Sales data: Data related to the number of product sales, including sales rankings and historical sales trends.
- Customer reviews: Reviews left by buyers, including star ratings, text reviews, timestamps, and helpfulness votes.
- Seller profile: Information about sellers, such as their name, rating, number of products listed, and customer feedback.
- Shipping information: Data about shipping options, fees, and delivery times associated with a product or seller.
Method 1. Use Scrapeless Shopee Scraper API to Scrape Shopee Product Data
Scrapeless has developed a powerful AI-driven web scraping toolkit designed for enterprises to easily and efficiently access public web data.
With the Scrapeless Shopee Scraper API, you don't need to manually write crawler scripts or deal with complex anti-crawling mechanisms. Just call the API to easily obtain rich data including product name, price, sales, inventory, etc.
Main features:
- Low threshold for use, no professional development experience is required to get started quickly.
- Automatically handle dynamic loading problems to ensure a data crawling success rate of up to 99%.
- Support multiple e-commerce platforms, not limited to Shopee data crawling.
Login to Scrapeless and follow the simple steps to start scraping Shopee product data. Through our platform, you can easily extract important information such as price, sales volume, user reviews, etc., and quickly conduct market analysis and decision support.
Scrapeless has a high interface flexibility and supports customized data extraction solutions to meet diverse business needs. Whether it is market analysis or competitive product monitoring, it can help you quickly build a data pipeline, saving a lot of time and cost.
However, when using APIs, you still need to ensure that the use of data complies with the relevant regulations of the Shopee platform and data privacy regulations to avoid potential risks.
How to use Scrapeless Shopee API to scrape Shopee product data:
Step 1. Determine what data to scrape: Determine the goal of scraping Shopee. Do you want to extract Shopee data for sales, marketing analysis, or other purposes?
1.1 Determine the data format: Identify the type of Shopee data you want to scrape, such as product review data, Shopee live broadcast information, or Shopee search data.
1.2 Determine the scope of the scrape: Identify the target URLs that you want to scrape.
Step 2. Choose the data collection method: Choose a scraping technology that corresponds to your technical expertise, such as a scraping API or a scraping tool. Here we recommend using the Scrapeless Shopee Scraping API.
Step 3. Login to Scrapeless, then click on "Scraping API." Next, select "Shopee" to enter the Shopee scraping page.
Step 4. Drop down the Action list to select the data type to scrape, and you can customize the proxy region.
Step 5. Click Start Scraping to start scraping, and the scraping results will be displayed on the right. Scrapeless only charges for successful requests.
If you need to integrate the Scrapeless Shopee Scraper API into your project, please refer to the following request code:
1. Product Detail Data
import requests
import json
API_KEY = ""
host = "api.scrapeless.com"
url = f"https://{host}/api/v1/scraper/request"
payload = json.dumps({"actor": "scraper.shopee","input": {"action": "shopee.product","url": "https://Shopee/2312312.10228173.24803858474"
}
})
headers = {'Content-Type': 'application/json','x-api-token': f'{API_KEY}'
}
response = requests.request("POST", url, headers=headers, data=payload)
print(response.text)
2. Product Search Data
import requests
import json
API_KEY = ""
host = "api.scrapeless.com"
url = f"https://{host}/api/v1/scraper/request"
payload = json.dumps({
"actor": "scraper.shopee",
"input": {
"action": "shopee.search",
"url": "https://shopee.co.th/api/v4/search/search_items?by=sales&keyword=baby%20pants&limit=30&newest=0&order=desc&page_type=search"
}
})
headers = {
'Content-Type': 'application/json',
'x-api-token': f'{API_KEY}'
}
response = requests.request("POST", url, headers=headers, data=payload)
print(response.text)
3. Live Data
import requests
import json
API_KEY = ""
session_id = ""
host = "api.scrapeless.com"
url = f"https://{host}/api/v1/scraper/request"
payload = json.dumps({
"actor": "scraper.shopee",
"input": {
"action": "shopee.live",
"url": f"https://live.shopee.co.th/api/v1/session/{session_id}/more_items?offset=0&limit=10"
}
})
headers = {
'Content-Type': 'application/json',
'x-api-token': f'{API_KEY}'
}
response = requests.request("POST", url, headers=headers, data=payload)
print(response.text)
After successful scraping, you can get a batch of Shopee related data. Next, you can process and analyze the data. Here are some common techniques for analyzing the scraped Shopee data:
1. Data cleaning: remove duplicate data, correct missing values, and standardize data formats (such as price and date format unification)
2. Natural language processing (NLP): Analyze text data extracted from user comments to understand consumer sentiment and feedback.
3. Data Visualization: Use graphs and charts to visualize data trends, such as price trends, product sales, and user review distribution.
Want to easily crawl Shopee data? Click to login to Scrapeless now. With just a few simple steps, you can get accurate product information and improve business analysis and decision-making efficiency.
Method 2. Obtain Shopee product data through manual search
Shopee provides a front-end search function. Sellers can enter the relevant product name in the Shopee search box to view the hot search terms and related products recommended by the system.
This information can help sellers understand the popular products and keywords in the current market, so as to make corresponding product adjustments and optimizations.
When searching, you can select specific categories to filter (such as "mobile phones" or "home furnishings") to narrow the search scope.
Is it legal to Scrape Shopee Data?
Scraping data publicly available on Shopee is generally legal as long as it complies with relevant laws and regulations (such as data protection laws and privacy laws). However, the legality of data scraping also depends on the following factors:
- The purpose of data collection
- Whether personally identifiable information (PII) is involved
Scrape Shopee product data Faqs
Read the following content to get more information on scraping Shopee product data.
1. How to extract product data from Shopee?
You can scrape product data from Shopee in a variety of ways, the most common of which is to use APIs or crawler tools. For example, using the Scrapeless API, you can quickly extract product prices, sales, inventory, reviews, and other data without the need for complex programming. You can also manually scrape web content using custom crawlers such as Scrapy or Selenium.
2. Does Shopee have an anti-crawler mechanism? How to avoid being blocked?
Yes, Shopee uses anti-crawler technology, such as IP blocking and verification codes, to prevent excessive crawling. To avoid being blocked, you can use a proxy server, adjust the request frequency, use random delays, or even use a crawler tool that simulates a browser to imitate manual operations.
3. How to scrape dynamic content on Shopee pages?
Shopee pages usually use JavaScript to dynamically load data, which makes it impossible for traditional crawlers (such as Scrapy) to scrape complete data. The solution is to use tools that support JavaScript rendering, such as Selenium or Scraper API, which can simulate the behavior of real browsers to load and crawl dynamically loaded content.
Want to get customized data scraping solutions or exclusive discounts for your enterprise? Join our Discord communityto claim your free trial!
Conclusion
In short, Scrapeless Shopee Scraper API is a powerful tool that can help you scrape Shopee products/search keywords/live streaming data. In addition, this article also provides a detailed step-by-step guide to scrape product data on Shopee. Log in for free to use Scrapeless Shopee Scraper and bring more competitiveness to your business!
Recommended Reading: Top Shopee Scraper APIs for Product, Search & Live Data
At Scrapeless, we only access publicly available data while strictly complying with applicable laws, regulations, and website privacy policies. The content in this blog is for demonstration purposes only and does not involve any illegal or infringing activities. We make no guarantees and disclaim all liability for the use of information from this blog or third-party links. Before engaging in any scraping activities, consult your legal advisor and review the target website's terms of service or obtain the necessary permissions.