📦 TikTok Trending Products Scraper

Discover the hottest trending product categories on TikTok ads across 50+ countries. Analyze performance metrics like CTR, CVR, CPA, Impressions, and engagement data. Find winning product niches for e-commerce, dropshipping, and ad campaigns — all without a TikTok account!

📋 Table of Contents

• 🚀 Features
• 🎯 Use Cases
• ⚡ Quick Start
• 📊 Input Parameters
• 📤 Output Format
• 📦 Product Data Extracted
• 📈 Performance & Reliability
• 💡 Best Practices
• ❓ FAQ
• 🔗 Related Actors

🚀 Features

📦 Complete Product Intelligence

• ✅ No Login Required — Discover trending products without a TikTok account
• ✅ 50+ Countries — Filter trending products by region (US, UK, DE, FR, JP, and many more)
• ✅ 3-Level Category Hierarchy — Full breakdown from top-level category to specific product type
• ✅ Keyword Search — Find specific product categories by keyword
• ✅ Real-Time Data — Access the latest trending product data from TikTok's Creative Center

📊 Comprehensive Metrics

• ✅ Popularity Tracking — Number of ad posts and popularity change percentage
• ✅ CTR & CVR — Click-Through Rate and Conversion Rate for every product category
• ✅ CPA & Cost — Cost Per Action and total ad spending data
• ✅ Engagement Data — Likes, Shares, Comments, and Impressions
• ✅ View Rates — 6-second view rate for ad performance analysis
• ✅ Cover Images — Product cover image URLs when available

🎯 Use Cases

Use Case	Description	Benefits
🛍️ Dropshipping Research	Find products trending in TikTok ads	Discover winning products before they saturate
📈 E-commerce Strategy	Analyze product category performance	Invest in high-CVR, low-CPA product niches
🔍 Market Intelligence	Track product trends across countries	Understand regional demand before launching
🎯 Ad Campaign Planning	Identify high-performing product niches	Lower your CPA by targeting proven categories
📊 Competitor Analysis	See which product categories have the most ad activity	Benchmark your niche against the market
📉 Trend Detection	Monitor post_change for rising/declining categories	Jump on trends early, exit declining ones

⚡ Quick Start

1️⃣ Top Trending Products (US, Last 7 Days)

{
  "period_type": "last",
  "last": "7",
  "country_code": "US",
  "order_by": "post",
  "maxResults": 100
}

2️⃣ Find High-Converting Product Niches

{
  "period_type": "last",
  "last": "30",
  "country_code": "US",
  "order_by": "cvr",
  "order_type": "desc",
  "maxResults": 50
}

3️⃣ Search for Specific Products

{
  "period_type": "last",
  "last": "7",
  "country_code": "GB",
  "keyword": "skincare",
  "order_by": "ctr",
  "maxResults": 200
}

4️⃣ Cheapest CPA Products This Month

{
  "period_type": "last",
  "last": "30",
  "country_code": "US",
  "order_by": "cpa",
  "order_type": "asc",
  "maxResults": 100
}

📊 Input Parameters

Configuration Options

Parameter	Type	Default	Description
period_type	String	"last"	Time period type: last (predefined range), week, or month
last	String	"7"	Time range for 'last' period: 1 (Yesterday), 7 (7 days), 30 (30 days)
week	String	""	Specific week start date in YYYY-MM-DD format (when period_type is "week")
month	String	""	Specific month in YYYY-MM format (when period_type is "month")
country_code	String	"US"	Country ISO code (e.g., US, GB, DE, FR, JP)
ecom_type	String	"l3"	Product level: l3 (detailed product) or l2 (broader subcategory)
order_by	String	"post"	Sort by metric (post, ctr, cvr, cpa, cost, like, share, comment, impression, play_six_rate)
order_type	String	"desc"	Sort direction: desc (highest first) or asc (lowest first)
first_ecom_category_id	String	""	Comma-separated category IDs to filter (e.g., "605196,602284")
keyword	String	""	Search keyword to filter products
page	Integer	1	Start extraction from this page
maxResults	Integer	100	Maximum number of products to retrieve (0 for all)
limit	Integer	20	Results per page per request (Max 20)

📤 Output Format

📦 Product Data Structure

{
  "source": "tiktok_trending_products",
  "url_title": "Baby-Walkers",
  "ecom_type": "l3",
  "first_category_id": "602284",
  "first_category": "Baby & Maternity",
  "second_category_id": "878216",
  "second_category": "Baby Furniture",
  "third_category_id": "891016",
  "third_category": "Baby Walkers",
  "cover_url": "https://p19-cc-sign-sg.tiktokcdn.com/...",
  "post": 56,
  "post_change": 10,
  "impression": 14600,
  "cost": 266,
  "ctr": 6.98,
  "cvr": 7.95,
  "cpa": 7.46,
  "like": 37,
  "share": 3,
  "comment": 0,
  "play_six_rate": 14.95
}

📦 Product Data Extracted

🏷️ Category & Product Info

Element	Description	Details
Product Title	URL-friendly product category name	e.g., "Baby-Walkers", "Bath-Toys"
Category Hierarchy	3-level breakdown of product classification	Top category → Subcategory → Product type
Category IDs	Numeric IDs for each category level	Useful for filtering and cross-referencing
Cover Image	Product cover image URL	Available for some product categories

📈 Performance & Metric Data

Metric	Description	Details
Post (Popularity)	Number of active ad posts in the category	Higher = more advertisers competing
Post Change	Percentage change in popularity	Positive = growing trend, negative = declining
CTR	Click-Through Rate (%)	How compelling the product ads are
CVR	Conversion Rate (%)	How well clicks convert to purchases
CPA	Cost Per Action	Average cost to acquire a customer
Cost	Total ad spending in the category	Higher cost = larger market
Impressions	Total ad views	Indicates market reach
Likes / Shares / Comments	Engagement metrics	Measures audience interest
6s View Rate	Percentage of viewers watching 6+ seconds	Indicates ad hook effectiveness

📈 Performance & Reliability

🔄 Reliability Features

• ✅ Auto-Retry & Backoff — Handles temporary connection hiccups gracefully
• ✅ Dynamic Pagination — Seamlessly loops through all pages of results
• ✅ Batch Processing — Efficiently pushes data in batches of 10 items
• ✅ Fail-Safes — Early exits if maximum results limit is reached

💡 Best Practices

✅ Recommended Usage

1. Start Small — Use maxResults: 20 first to verify your filters work correctly before running large scrapes.
2. Sort by CVR for Winners — Products with high CVR indicate strong purchase intent — great for dropshipping.
3. Watch the post_change — Positive values = growing trends (get in early), Negative values = declining (avoid or exit).
4. Compare CPA & CVR Together — Low CPA + High CVR = the sweet spot for profitable product niches.
5. Use Country-Specific Data — Regional trends differ significantly; US trends don't always apply to UK/EU.
6. Filter by Category — Use first_ecom_category_id to focus on specific verticals and reduce noise.

⚠️ Important Notes

• The API uses standard ISO 2-letter country codes (e.g., US, GB, DE).
• Metrics like CTR, CVR, and CPA are estimated values from TikTok's Creative Center data.
• Cover image URLs are CDN-hosted and may expire after some time; download them promptly if needed.
• When using period_type: "week", the date should be a Monday (week start) in YYYY-MM-DD format.

❓ FAQ

Q: Do I need a TikTok account?

A: No, this tool uses specialized endpoints and does not require login, cookies, or account access.

Q: What's the difference between l2 and l3 ecom_type?

A: l3 (Product) gives you the most detailed product categories (e.g., "Baby Walkers"), while l2 (Subcategory) gives broader categories (e.g., "Baby Furniture"). Use l3 for specific product research and l2 for market overview.

Q: How do I interpret post_change?

A: It shows the percentage change in the number of ad posts. A value of 10 means 10% more ads compared to the previous period. Negative values indicate declining interest.

Q: Can I filter multiple categories at once?

A: Yes, use comma-separated category IDs in the first_ecom_category_id field (e.g., "605190,602264" for Automotive & Baby categories).

Q: How often is the data updated?

A: TikTok's Creative Center updates trending product data regularly. Using period_type: "last" with last: "1" (Yesterday) gives you the most recent data.

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🔗 Related Actors

Actor	Description
📊 TikTok Top Ads Spy	Scrape top-performing TikTok ads with video URLs, CTR, likes, and creative data

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