How to Scrape TikTok Shop Reviews with Python

Extract reviews data from TikTok Shop

🐍 Using Python

Overview

Learn how to scrape TikTok Shop reviews using Python. This comprehensive guide will walk you through the entire process, from setup to implementation.

What You'll Learn

  • • Setting up your development environment
  • • Installing the required HTTP client
  • • Authenticating with the ScrapeCreators API
  • • Making requests to TikTok Shop
  • • Handling responses and errors
  • • Best practices for production use

What You'll Get

  • • Access to reviews data
  • • JSON formatted responses
  • • Real-time data access
  • • Scalable solution
  • • Error handling patterns
  • • Performance optimization tips

Prerequisites

1. API Key

First, you'll need a ScrapeCreators API key to authenticate your requests.

Sign up at app.scrapecreators.com to get your free API key with 100 requests.

2. Development Environment

Make sure you have the following installed:

  • • Python and its dependencies
  • • A code editor (VS Code, Sublime, etc.)
  • • Basic understanding of API requests
  • • Command line interface access

Step 1: Install HTTP Client

Requests is a simple HTTP library for Python

pip
pip install requests

Step 2: API Implementation

Now let's make a request to the TikTok Shop API using Python. Replace YOUR_API_KEY with your actual API key.

Python
import requests

API_KEY = 'YOUR_API_KEY'

def scrape():
    headers = {
        'x-api-key': API_KEY,
        'Content-Type': 'application/json'
    }

    params = {
        'url': 'https://www.tiktok.com/shop/pdp/cat-nail-clipper-by-potaroma-adjustable-sizes-built-in-file-safe-for-kittens-cats/1731578642912612516',
        'product_id': '1731578642912612516',
        'page': '1'
    }

    try:
        response = requests.get(f'https://api.scrapecreators.com/v1/tiktok/shop/product/reviews', headers=headers, params=params)
        response.raise_for_status()

        data = response.json()
        print('Response:', data)
        return data
    except requests.exceptions.RequestException as e:
        print('Error:', e)
        return None

# Usage
result = scrape()

Step 3: Testing Your Code

API Parameters

This endpoint accepts the following parameters:

urlOptional(string)

The URL of the product (required if product_id is not provided)

Example: https://www.tiktok.com/shop/pdp/cat-nail-clipper-by-potaroma-adjustable-sizes-built-in-file-safe-for-kittens-cats/1731578642912612516

product_idOptional(string)

The ID of the product (required if url is not provided)

Example: 1731578642912612516

pageOptional(number)

The page number of the reviews

Example: 1

Run Your Code

Execute your script to test the API connection. You should see a JSON response with TikTok Shop reviews data.

✅ Success: You should receive a structured JSON response containing the requested data.

Expected Response

Here's an example of the JSON response you'll receive:

Sample Response
{
  "success": true,
  "credits_remaining": 33701168,
  "has_more": true,
  "total_reviews": "5967",
  "product_reviews": [
    {
      "review_id": "7449648277383333678",
      "product_id": "1729412793274503379",
      "sku_id": "1729480195115684051",
      "reviewer_id": "7118466497416561707",
      "review_rating": 4,
      "review_time": "1734506431877",
      "is_verified_purchase": true,
      "is_incentivized_review": false,
      "product_name": "OLOV Beard/Hair Shaver for Men - All-in-One Mens Grooming Kit with Trimmer for Beard, Nose, face, Cordless Hair Clippers Electric Razor, Black Comfort",
      "reviewer_name": "W**n",
      "reviewer_avatar_url": "https://p16-common-sign.tiktokcdn-us.com/tos-useast8-avt-0068-tx2/8a5ef54ee47fd27614d4d576879cd630~tplv-tiktokx-cropcenter:100:100.jpg?dr=9640&refresh_token=6e5d3b6e&x-expires=1771009200&x-signature=1HE0d6u3ZL2NY%2FWG88r8zUltKS4%3D&t=4d5b0474&ps=13740610&shp=a5d48078&shcp=5f8d3399&idc=useast5",
      "review_text": "Product arrived intact no issues. Love all the attachments. Cuts very very well. Charges quick and efficiently. The only reason I gave a 4 was listening to the reels it’s supposed to be nip free. That was a lie, I nipped my balls and that’s not fun. I took pics other than that great product.",
      "display_image_url": "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/c9460bee85df472a8455f33df693cb8d~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
      "review_images": [
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/c9460bee85df472a8455f33df693cb8d~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/86ca79beec2744f2b24944320dc54183~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/c23968b8ce354373811d9f583798d7dc~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/114d32cfff304a16b77c42de6b38bbc8~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/f75adcbf5f3a48df966d5c4b709b1b1f~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839"
      ],
      "sku_specification": "Black",
      "review_country": "US"
    },
    {
      "review_id": "7449933365429487403",
      "product_id": "1729412793274503379",
      "sku_id": "1729480195115684051",
      "reviewer_id": "7069790017161298986",
      "review_rating": 5,
      "review_time": "1734572786348",
      "is_verified_purchase": true,
      "is_incentivized_review": false,
      "product_name": "OLOV Beard/Hair Shaver for Men - All-in-One Mens Grooming Kit with Trimmer for Beard, Nose, face, Cordless Hair Clippers Electric Razor, Black Comfort",
      "reviewer_name": "N**n",
      "reviewer_avatar_url": "https://p16-common-sign.tiktokcdn-us.com/tos-useast5-avt-0068-tx/455d12c1591e41a482bfd31866fc3df5~tplv-tiktokx-cropcenter:100:100.jpg?dr=9640&refresh_token=1859a901&x-expires=1771009200&x-signature=R7rbh3FBfRaj14VxWhPdQ2J1v10%3D&t=4d5b0474&ps=13740610&shp=a5d48078&shcp=5f8d3399&idc=useast5",
      "review_text": "Amazing product very high quality and looks very good One problem is my first time using it below the belt I nicked my self most likely bc I never used it B4 n wasn't careful other than that amazing product would recommend received all items shown all work good imo worth the buy (No I'm not sum ai)",
      "display_image_url": "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/b528a2f1272f4b24af497ae44a44f441~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
      "review_images": [
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/b528a2f1272f4b24af497ae44a44f441~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/83443ff950ed42eaab0c3ede4736445b~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/71d4abb17dcb4c5aa59092db383a87d8~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839"
      ],
      "sku_specification": "Black",
      "review_country": "US"
    },
    {
      "review_id": "7535169519766095629",
      "product_id": "1729412793274503379",
      "sku_id": "1729553962947023059",
      "review_rating": 5,
      "review_time": "1754418389294",
      "is_verified_purchase": true,
      "is_incentivized_review": false,
      "product_name": "OLOV Beard/Hair Shaver for Men - All-in-One Mens Grooming Kit with Trimmer for Beard, Nose, face, Cordless Hair Clippers Electric Razor, Black Comfort",
      "reviewer_name": "b**n",
      "review_text": "its a good home kit for men, it got all necessary needs and for a good price, ( recommended🧼 )",
      "display_image_url": "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/2ee9ed056bf94dbc8951eb6db0d6a2a6~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
      "review_images": [
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/2ee9ed056bf94dbc8951eb6db0d6a2a6~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p19-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/7c419f87e4804f5c8721db3c9833e264~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/2809968e7cb247ffb5f01ad3e4de5c9f~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/51632cbc1433444788fb85beaa6fc019~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839"
      ],
      "sku_specification": "Gold",
      "review_country": "US"
    },
    {
      "review_id": "7514713260093114154",
      "product_id": "1729412793274503379",
      "sku_id": "1729480195115684051",
      "review_rating": 1,
      "review_time": "1749655549764",
      "is_verified_purchase": true,
      "is_incentivized_review": false,
      "product_name": "OLOV Beard/Hair Shaver for Men - All-in-One Mens Grooming Kit with Trimmer for Beard, Nose, face, Cordless Hair Clippers Electric Razor, Black Comfort",
      "reviewer_name": "D**🃏",
      "review_text": "These are not actual size hair clippers... They are smaller trimmers... Cheap product... Clipper head was broken, out of box... there was some tiny pieces of hair on them as if they were used... the lil oil bottle had a hole in it, all the oil drained out & got on everything. Would not recommend...",
      "display_image_url": "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/24fec74a43ac4280b728a9834c40d8b2~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
      "review_images": [
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/24fec74a43ac4280b728a9834c40d8b2~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p19-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/51e75c89e22e4f298f01a22a1b923c5f~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/fac8e67cb1c54af0ae09a15fa15252d2~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/4cdc642892f647c4aa53616259c76b2f~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839"
      ],
      "sku_specification": "Black",
      "review_country": "US"
    },
    {
      "review_id": "7488447318287697707",
      "product_id": "1729412793274503379",
      "sku_id": "1729480195115684051",
      "reviewer_id": "7402437626568377386",
      "review_rating": 5,
      "review_time": "1743540026729",
      "is_verified_purchase": true,
      "is_incentivized_review": false,
      "product_name": "OLOV Beard/Hair Shaver for Men - All-in-One Mens Grooming Kit with Trimmer for Beard, Nose, face, Cordless Hair Clippers Electric Razor, Black Comfort",
      "reviewer_name": "H**n H**y",
      "reviewer_avatar_url": "https://p16-common-sign.tiktokcdn-us.com/tos-useast8-avt-0068-tx2/17bfcaa335206f3cd543c65d5b1c299f~tplv-tiktokx-cropcenter:100:100.jpg?dr=9640&refresh_token=b404adc3&x-expires=1771009200&x-signature=J7gh%2F0ae7q52rAIPPXd22DojumA%3D&t=4d5b0474&ps=13740610&shp=a5d48078&shcp=5f8d3399&idc=useast5",
      "review_text": "Arrived sooner than I thought! Very excited to use this, not damaged at all, perfectly boxed, everything is in the box, it is amazing",
      "display_image_url": "https://p19-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/58bddee9a90b4f07b08199d211213b0a~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
      "review_images": [
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/58bddee9a90b4f07b08199d211213b0a~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p19-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/4a00f2191d26451b997a1c5b1ceae1e3~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/f4547fe0014f41c08fad7e4317e9029a~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839",
        "https://p16-oec-general-useast5.ttcdn-us.com/tos-useast5-i-omjb5zjo8w-tx/140196376e2e4928bb6529c8731b4ac1~tplv-fhlh96nyum-crop-webp:300:300.webp?dr=12190&t=555f072d&ps=933b5bde&shp=8dbd94bf&shcp=607f11de&idc=useast5&from=2378011839"
      ],
      "sku_specification": "Black",
      "review_country": "US"
    }
  ],
  "review_ratings": {
    "review_count": "5967",
    "overall_score": 4.4,
    "rating_result": {
      "1": "475",
      "2": "161",
      "3": "289",
      "4": "740",
      "5": "4302"
    }
  }
}

Verify Response Structure

Check that your response includes the expected fields:

  • ✓success(boolean)
  • ✓credits_remaining(number)
  • ✓has_more(boolean)
  • ✓total_reviews(string)
  • ✓product_reviews(object)
  • ... and 1 more fields

Best Practices

1

Error Handling

Implement comprehensive error handling and retry logic for failed requests. Log errors properly for debugging.

2

Caching

Cache responses when possible to reduce API calls and improve performance. Consider data freshness requirements.

3

Security

Never expose your API key in client-side code. Use environment variables and secure key management practices.

Performance Tips

Batch Requests

When scraping multiple reviews, consider batching requests to maximize throughput while staying within rate limits.

Async Processing

Use asynchronous processing in Python to handle multiple requests concurrently and improve overall performance.

Common Use Cases

Market Research

Analyze TikTok Shop reviews to understand market trends, competitor analysis, and audience insights.

Content Analytics

Track performance metrics, engagement rates, and content trends across TikTok Shop reviews.

Lead Generation

Identify potential customers and business opportunities throughTikTok Shop data analysis.

Troubleshooting

Common Errors

401 Unauthorized

Check your API key is correct and properly formatted in the x-api-key header.

402 Payment Required

You ran out of credits and need to buy more.

404 Not Found

The resource might not exist or be private.

500 Server Error

Temporary server issue. Implement retry logic with exponential backoff.

Frequently Asked Questions

How much does it cost to scrape TikTok Shop reviews?

ScrapeCreators offers 100 free API calls to get started. After that, pricing starts at $10 for 5k requests with volume discounts available.

Is it legal to scrape TikTok Shop data?

Scraping publicly available data is fair game, and we only collect public data. So anything that you can see in an incognito browser is what we collect.

How fast can I scrape TikTok Shop reviews?

There is no rate limit! So you can scrape as fast as you want!

What data format does the API return?

All API responses are returned in JSON format, making it easy to integrate with any programming language or application.

Can I use this with other Python frameworks?

Yes! This tutorial focuses on core Python HTTP concepts that work with any framework. The API calls remain the same regardless of your specific Python setup.

How do I handle large datasets?

For large datasets, implement pagination, use streaming responses where available, and consider storing data in a database for efficient querying.

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