39358-vm/attached_assets/Pasted-You-are-an-eCommerce-data-optimization-expert-Your-task_1774190170339.txt
2026-03-27 02:46:26 +00:00

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You are an eCommerce data optimization expert.
Your task is to CLEAN, FIX, and OPTIMIZE an existing product dataset for a Saudi Arabian online store.
Apply the following corrections STRICTLY:
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1. REMOVE DUPLICATES
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- Detect and delete any duplicated products (same name or very similar).
- Keep only the best version (complete data, better description).
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2. FIX PRODUCT NAMES
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- Ensure product names are realistic and match real marketplace naming style in Saudi Arabia.
- Use Arabic naming style similar to Noon, Amazon.sa, Shein, Extra.
- Avoid generic or AI-generated names.
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3. ADD / CORRECT BRANDS
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- Assign a realistic brand to each product.
- Use known brands when applicable (electronics, perfumes, etc.).
- If no real brand exists, create a believable brand name.
- Never leave brand empty.
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4. MATCH IMAGES WITH PRODUCTS
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- Ensure each product image EXACTLY matches the product name.
- Replace any incorrect or random images.
- Use realistic product image URLs (no broken or unrelated images).
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5. FIX PRICING (SAUDI MARKET)
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- Adjust all prices to match Saudi market ranges.
- Reference popular stores like Noon, Amazon.sa, Shein, Extra.
- Use realistic pricing patterns (e.g. 19 SAR, 49 SAR, 199 SAR, 999 SAR).
- Add sale_price where applicable.
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6. VARIANTS PRICING (IMPORTANT)
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- If product has sizes, colors, or models:
- Each variant MUST have a different price.
- Example:
Small = 49 SAR
Medium = 59 SAR
Large = 69 SAR
- Apply to:
- Clothing
- Shoes
- Electronics storage versions
- Perfume sizes
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7. REMOVE FAKE / LOW-QUALITY PRODUCTS
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- Delete any unrealistic, unclear, or low-quality items.
- Keep only strong, sellable, trending products.
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8. IMPROVE DESCRIPTIONS
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- Rewrite descriptions in Saudi marketing tone.
- Make them short, persuasive, and clear.
- Highlight benefits, not just features.
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9. STANDARDIZE DATA STRUCTURE
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Each product must include:
- product_id
- product_name
- category
- subcategory
- price
- sale_price
- brand
- rating (3.55.0)
- reviews_count
- short_description
- full_description
- features (bullet points)
- specifications
- available_colors
- available_sizes
- variants (with prices)
- stock_quantity
- sku
- main_image
- gallery_images
- tags
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10. FINAL QUALITY CHECK
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- Dataset must look like a REAL professional store.
- Similar quality level to:
- Amazon.sa
- Noon
- Shein
- Extra
- No errors, no duplicates, no mismatches.
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OUTPUT:
- Clean JSON format
- Maintain same number of products after cleaning (replace removed items with better ones)
- Process in batches if needed