🛒 Temu Product Scraper | $3/1K | Demand Score, Profit Margin

Real-time Temu product scraper plus 14 layers of dropshipping intelligence: USD-normalized prices, parsed sold counts, demand score 0-100, profit margin estimator, hot product score, auto-categorization, trend detection, risk flags, and one-click research links — all in one $0.003/product call.

Built for dropshippers, Shopify migrators, Amazon arbitrage sellers, niche store builders, affiliate marketers, and product trend analysts.

✨ What you get for $0.003 per product

⭐ Core (Temu)

• Title, current price, original price, discount %
• Rating, reviews count, sold count (Temu's signature metric)
• Shop / seller, description, category
• Shipping info, availability, main image, image gallery, variants

💵 Price normalizer (USD-converted)

• priceUsd, originalPriceUsd, priceLocal, currency
• 10 currencies: USD/EUR/GBP/CAD/AUD/JPY/INR/BRL/MXN/PLN
• discountPct, savingsUsd

🔥 Sold count + reviews count parsed to integers

• 10K+ → soldCountInt: 10000
• 1.2M+ → soldCountInt: 1200000
• soldCountTier — viral / hot / warm / cool / cold

📊 Demand score (0-100) + tier + reasons

Composite of sold × rating × reviews × discount aggressiveness:

• demandTier — cold / warm / hot / scorching
• demandScoreReasons[] — explainable signals

💰 Profit margin estimator

Assumes retail = Temu cost × markup (configurable, default 3×):

• estimatedRetailUsd — suggested Shopify/Amazon price
• estimatedGrossProfitUsd, estimatedProfitMarginPct
• arbitrage_tier — low / medium / high / unicorn (≥65% margin + ≥10K sold)

🎯 Hot product score (0-100) + tier + reasons

The "should I add this to my Shopify?" composite — combines demand, margin, free shipping, photos, variants, and risk penalties.

🏷️ Auto-categorization (15 categories)

electronics / fashion_women / fashion_men / fashion_unisex / home_kitchen / home_decor / home_garden / beauty / baby_kids / toys_games / pet_supplies / sports_outdoor / automotive / office_school / tools_hardware

🚀 Trend detection

• isTrending — sold ≥ 10K AND rating ≥ 4.4

⚠️ Risk flags

• riskLowReviews, riskNewListing, riskPoorRating, riskSeasonal
• riskCount

📦 Image gallery + Variants

• images[] (up to 10), imagesCount
• variants{color: [...], size: [...]}, colorOptions, sizeOptions

🚚 Shipping parser

• freeShipping boolean
• freeShippingThresholdUsd
• shippingDaysMin, shippingDaysMax

📞 One-click research links

• aliexpress_search_url — find original supplier
• amazon_search_url — check competitor pricing
• ebay_search_url, google_shopping_url
• tiktok_search_url — viral content potential
• youtube_review_search_url — "[product] review"
• pinterest_search_url — organic traffic potential

📊 Free aggregate KV records on bulk runs

SUMMARY — avg/median/min/max price, by_category, by_demand_tier, by_arbitrage_tier, total units sold across run, trending count, free-shipping count.

TOP_PRODUCTS — top 20 products sorted by hotProductScore (your daily "best dropshipping picks" digest).

📦 Input

Basic

{
  "productUrls": [
    "https://www.temu.com/wireless-bluetooth-earbuds-g-601099527041816.html",
    "601099527041999"
  ]
}

Dropshipping prospecting (recommended preset)

{
  "productUrls": ["..."],
  "minHotProductScore": 60,
  "onlyFreeShipping": true,
  "retailMarkup": "3.5",
  "exportFormat": "shopify-csv"
}

Returns only products scoring ≥60 with free shipping, ready as a Shopify Product CSV for direct import.

Multi-format outputs

exportFormat	Result
default	Full JSON (40+ fields)
shopify-csv	19-column Shopify Product CSV row (Handle, Title, Body HTML, Variant Price, Image Src, SEO Title, ...)
google-merchant	Google Shopping feed row (id, title, link, image_link, price, brand, ...)

All input parameters

Field	Default	Description
productUrls	required	Temu URLs or numeric IDs
extractEnrichment	true	All 14 enrichment layers
extractOutreachLinks	true	One-click research URLs
retailMarkup	"3.0"	Markup for retail estimate
minDemandScore	0	Drop below threshold
minHotProductScore	0	Drop below threshold
onlyTrending	false	Keep only trending products
onlyFreeShipping	false	Keep only free-shipping
exportFormat	default	default / shopify-csv / google-merchant
writeSummary	true	KV aggregates
topProductsN	20	TOP_PRODUCTS size
extractTitle/Price/...	true	Field toggles
maxConcurrency	3	Parallel scrapes (1-8)
timeout	180	Seconds per product

📖 Sample Output

{
  "success": true,
  "productUrl": "https://www.temu.com/wireless-bluetooth-earbuds-g-601099527041816.html",
  "productId": "601099527041816",
  "title": "Wireless Bluetooth Earbuds with Charging Case",
  "shopName": "TopTech Store",
  "category": "Electronics > Audio > Earbuds",
  "autoCategory": "electronics",

  "priceText": "US$10.99",
  "priceUsd": 10.99,
  "currency": "USD",
  "originalPriceUsd": 24.99,
  "discountPct": 56,
  "savingsUsd": 14.00,

  "rating": 4.8,
  "soldCountText": "50K+",
  "soldCountInt": 50000,
  "soldCountTier": "hot",
  "reviewsCountInt": 12000,

  "freeShipping": true,
  "freeShippingThresholdUsd": 10,
  "shippingDaysMin": 5,
  "shippingDaysMax": 12,

  "images": [
    "https://img.temu.com/o/abc.jpg",
    "https://img.temu.com/o/def.jpg",
    "..."
  ],
  "imagesCount": 8,
  "variants": {
    "color": ["Black", "White", "Blue"],
    "size": ["Standard"]
  },
  "variantsCount": 4,

  "demandScore": 85,
  "demandTier": "scorching",
  "demandScoreReasons": [
    "50,000+ sold (hot)",
    "4.8★ exceptional",
    "12,000+ reviews",
    "-56% discount on volume mover"
  ],

  "estimatedRetailUsd": 32.97,
  "estimatedGrossProfitUsd": 21.98,
  "estimatedProfitMarginPct": 66.7,
  "arbitrage_tier": "unicorn",
  "assumedMarkup": 3.0,

  "hotProductScore": 88,
  "hotProductTier": "scorching",
  "hotProductReasons": [
    "high demand (85)",
    "66% margin",
    "free shipping",
    "good photos",
    "variants available"
  ],

  "isTrending": true,
  "riskLowReviews": false,
  "riskNewListing": false,
  "riskCount": 0,

  "outreachLinks": {
    "aliexpress_search_url": "https://www.aliexpress.com/wholesale?SearchText=Wireless+Bluetooth+Earbuds+with+Charging+Case",
    "amazon_search_url": "https://www.amazon.com/s?k=Wireless+Bluetooth+Earbuds+with+Charging+Case",
    "tiktok_search_url": "https://www.tiktok.com/search?q=Wireless+Bluetooth+Earbuds+with+Charging+Case",
    "youtube_review_search_url": "https://www.youtube.com/results?search_query=Wireless+Bluetooth+Earbuds+review"
  }
}

💼 Use cases

🥇 Dropshipping product research

• Filter hotProductTier = "scorching" for best Shopify candidates
• Filter arbitrage_tier = "unicorn" for ≥65% margin + ≥10K sold
• Use tiktok_search_url to validate viral potential
• Use aliexpress_search_url to find original supplier (often cheaper)

💰 Shopify migration (one-click)

{ "productUrls": [...], "exportFormat": "shopify-csv" }

Returns Shopify Product CSV rows ready to upload via Admin → Products → Import.

📊 Google Shopping ads feed

{ "productUrls": [...], "exportFormat": "google-merchant" }

Drop straight into Google Merchant Center.

📈 Trend spotting

• Filter isTrending = true for daily fresh hot products
• Use TOP_PRODUCTS digest for sales-ops dashboard

🔍 Niche category prospecting

• extractCategory: true + autoCategory filter
• Find best beauty / pet / home picks

⚠️ Risk audit

• riskCount > 0 flags: low reviews, new listings, poor rating, seasonal
• Drop these before bulk-importing

💰 Pricing

Volume	Cost
1 product	$0.003
100	$0.30
1,000	$3.00
10,000	$30.00

Pay only for successfully scraped products.

⚡ How it works

1. Submit product URLs to a real-time rendering engine on Apify infra
2. The engine returns structured fields (title, price, sold count, ...)
3. Two-pass enrichment: 14 derived layers computed from the response
4. Apply server-side filters (minHotProductScore, onlyTrending, etc.)
5. Export in default / shopify-csv / google-merchant shape
6. Write SUMMARY + TOP_PRODUCTS to KV store (free)

Typical: ~15-30 seconds per product.

❓ FAQ

Q: Do I need a Temu account? A: No. The actor scrapes public product pages.

Q: How accurate is estimatedProfitMarginPct? A: It's a heuristic based on a configurable markup. Default 3× is the industry rule for Amazon/Shopify dropshipping. eBay/Mercari dropshippers should use 1.8-2.2; niche/branded stores use 4-6. Set via retailMarkup.

Q: How accurate is soldCountInt? A: Temu shows bucketed values like "10K+", "50K+". The parser converts these to the lower bound (10K+ → 10000). Set soldCountIsBucket: true in the output to indicate this is an approximation.

Q: Can I get the actual photos for Shopify import? A: Yes — set extractImages: true to get up to 10 image URLs per product in the images[] field. Shopify CSV export uses these automatically.

Q: Does it work for non-US Temu (eu.temu.com / temu.de)? A: Yes — the actor parses prices in 10 currencies (EUR/GBP/CAD/...) and auto-converts to USD for sortable comparison.

Q: Why are some products success: false? A: Temu is sensitive to aggressive parallelism. Lower maxConcurrency to 2-3 and rerun. Failed requests are still pushed (with success: false) but don't trigger pay-per-event charging.

🔗 Related Actors

• TikTok Shop Scraper — paired Asian marketplace coverage
• Amazon Product Scraper — competitor pricing
• Shopify Store Analyzer — analyze your Shopify competitors
• Newegg Product Scraper — electronics-focused alt

📞 Support

Open an issue on the actor's Apify page or message via Apify.