Daraz Scraper + AI Seller Trust Analysis (PK, BD, NP, LK, MM)

Scrape Daraz products across 5 South Asian countries with AI-powered seller trust analysis. Detect fake reviews, score seller reliability, and find the best value products — from Pakistan, Bangladesh, Nepal, Sri Lanka, and Myanmar.

Who Is This For?

• Buyers — Verify a seller is legit before ordering. Catch fake-review rings.
• Resellers & dropshippers — Source products with AI trust scoring baked in
• Market researchers — Track pricing and brand share across South Asia's largest marketplace
• Brands — Monitor knockoffs and price positioning in PK/BD/NP/LK/MM markets
• Cross-country arbitrage — Compare prices of the same product across 5 countries

Features

• 5 countries — Pakistan, Bangladesh, Nepal, Sri Lanka, Myanmar
• Auto currency conversion — local prices + USD
• 3 modes — search, category, product URLs
• Full product data — name, price, rating, seller info, images, highlights
• Reviews — full text with reviewer and verified-purchase tags
• AI Seller Trust — trust score, fake review risk, seller reliability, warnings
• AI Market Report — value picks, dropshipping potential, price insights
• CSV-friendly output — ready for Excel, Google Sheets, or your CRM

Use Cases

1. Verify Seller Before Buying (Fake Detection)

{
    "scrape_type": "product",
    "product_urls": ["https://www.daraz.pk/products/..."],
    "country": "pk",
    "get_reviews": true,
    "max_reviews_per_product": 10,
    "ai_analysis": true
}

AI output:

{
    "ai_trust_score": 72,
    "ai_fake_review_risk": "medium",
    "ai_seller_reliability": "average",
    "ai_verdict": "Seller has mixed signals. High rating count but review velocity suggests some incentivized feedback. Product itself appears genuine.",
    "ai_warnings": [
        "30% of reviews use near-identical phrasing",
        "Seller registered <6 months ago with unusually high volume",
        "No verified-purchase badge on 4 of 10 recent reviews"
    ]
}

2. Find Best Deals in a Category

{
    "scrape_type": "category",
    "category_url": "https://www.daraz.pk/smartphones/",
    "country": "pk",
    "max_products": 50,
    "ai_market_report": true
}

Returns 50 phones with AI market summary: best value picks, brand share, pricing outliers.

3. Cross-Country Price Comparison

{
    "scrape_type": "search",
    "search": "wireless earbuds",
    "country": "bd",
    "max_products": 30,
    "get_reviews": true,
    "ai_analysis": true
}

Run for each country (pk, bd, np, lk, mm) and compare — same product often has very different prices across markets.

4. Brand Monitoring

{
    "scrape_type": "search",
    "search": "Samsung Galaxy",
    "country": "pk",
    "max_products": 40,
    "get_reviews": true,
    "ai_analysis": true
}

Track how your brand is priced and reviewed. AI flags potential knockoffs being sold under the brand name.

5. Simple Product Lookup (no AI)

{
    "scrape_type": "product",
    "product_urls": [
        "https://www.daraz.pk/products/p9-i683608788.html"
    ],
    "get_reviews": false
}

Fast price + rating check without reviews or AI cost.

AI Seller Trust Analysis

When ai_analysis is enabled, every product is analyzed by Claude (via OpenRouter) and enriched with:

Field	Description
ai_trust_score	Overall trust 0-100
ai_fake_review_risk	low / medium / high
ai_seller_reliability	unreliable / average / reliable / highly_reliable
ai_verdict	2-3 sentence explanation
ai_warnings	Up to 3 red flags (fake review patterns, suspicious seller history, etc.)

AI needs get_reviews enabled for fake-review detection to work well.

AI Market Report

When ai_market_report is enabled, the full dataset is analyzed once and you get a market-wide summary pushed to the dataset + saved as AI_MARKET_ANALYSIS in the Key-Value Store:

• Market summary — pricing landscape, brand mix, category health
• Value picks — specific products with strong quality-to-price ratio
• Dropshipping potential — products with margin-friendly pricing vs global markets
• Price insights — median, outliers, discount patterns

Pricing

Event	Price
Product scraped	$8.00 / 1,000
Review scraped	$0.50 / 1,000
AI Seller Trust Analysis	$4.00 / 1,000
AI Market Report	$1.00 / 1,000 analyzed
Platform usage	Free

Typical Run Costs

Use Case	Products	Reviews	AI	Total
Quick search (20 products)	$0.16	—	—	$0.16
Category browse (50 products + 5 reviews each)	$0.40	$0.13	—	$0.53
Seller trust audit (20 products + reviews + AI)	$0.16	$0.10	$0.08	$0.34
Market analysis (100 products + AI report)	$0.80	—	$0.10	$0.90
Full pipeline (50 products + reviews + AI + report)	$0.40	$0.25	$0.25	$0.90

Output Fields

Each product in the dataset includes:

Field	Description
name	Product title
product_link	Direct product URL
price.local_currency	Local currency code (PKR, BDT, NPR, LKR, MMK)
price.price_local	Price in local currency
price.price_usd	Auto-converted USD price
price.old_price_local	Original price before discount
price.discount	Discount percentage
rating_info.rating	Average rating (0-5)
rating_info.rating_count	Total ratings
images	Array of product image URLs
number_of_reviews	Reviews scraped
reviews	Array of review objects (text, reviewer, date, verified)
ai_trust_score	AI trust score (if enabled)
ai_fake_review_risk	AI fake review risk level
ai_seller_reliability	AI seller reliability rating
ai_verdict	AI reasoning
ai_warnings	Array of red flags

Tips

• Use a residential proxy for the target country — Daraz serves different content and pricing per country. PK proxy for Pakistan, BD proxy for Bangladesh, etc.
• Start small — Test with max_products: 20 and a known product URL to verify data quality
• Enable reviews for AI — Fake-review detection depends on review signals; without reviews, AI has less to work with
• Reviews sweet spot is 5-10 — More reviews adds cost without making trust scoring much more accurate
• Combine AI + market report — Per-product AI flags this seller; market report shows which categories/brands are trustworthy

Keywords

Daraz scraper, Daraz Pakistan scraper, Daraz Bangladesh scraper, Daraz Nepal scraper, Daraz Sri Lanka scraper, Daraz product scraper, Daraz review scraper, Daraz price scraper, South Asia e-commerce scraper, Daraz seller trust, fake review detection Daraz, Daraz AI analysis, Daraz fake product detection, cross-country price comparison