| { |
| "pipeline_id": "octoparse-temu-pricing-v2", |
| "pipeline_version": "2.0.0", |
| "data_provider": "Octoparse Managed Data Service", |
| "data_provider_url": "https://www.octoparse.com/managed-data-service", |
| "data_nature": "real", |
|
|
| "collection": { |
| "platform": "Temu (m.temu.com)", |
| "vertical": "E-commerce — General Merchandise", |
| "collection_method": "Managed cloud pipeline — rotating residential proxies, TLS fingerprint randomization, Akamai challenge bypass, dynamic DOM extraction", |
| "anti_bot_systems_bypassed": [ |
| "Akamai Bot Manager (TLS/JA3 fingerprinting)", |
| "Temu device fingerprinting", |
| "Dynamic price rendering (JavaScript-rendered DOM)", |
| "Signed CDN image URL rotation" |
| ], |
| "products_scraped": 85, |
| "skus_scraped": 382, |
| "avg_skus_per_product": 4.5, |
| "price_range_usd": { "min": 2.14, "max": 219.72 } |
| }, |
|
|
| "pricing_signals": { |
| "skus_with_original_price": 120, |
| "skus_with_original_price_pct": 0.314, |
| "avg_discount_pct": 0.2948, |
| "max_discount_pct": 0.8189, |
| "note": "sku_original_price is only shown by Temu when a strikethrough price is actively displayed. Absence of original_price does not mean no discount — it means Temu is not surfacing the comparison price at this moment." |
| }, |
|
|
| "processing": { |
| "columns_dropped": [ |
| "shipping_fee (100% null)", |
| "logistics_info (100% null)", |
| "source_file (internal pipeline metadata)" |
| ], |
| "stub_rows_dropped": 3, |
| "stub_row_reason": "Rows with null sku_id had no usable SKU-level data", |
| "derived_fields_added": ["discount_pct"], |
| "schema_normalization": "Flat table split into products.parquet (SPU-level) + skus.parquet (SKU-level), joined on spu_id", |
| "id_typing": "spu_id and sku_id cast to string to prevent int64 overflow in downstream systems", |
| "output_format": "Apache Parquet (Snappy compression)" |
| }, |
|
|
| "quality_notes": { |
| "sale_attr_sparsity": "sale_attr_* columns are mutually exclusive — each SKU uses at most 1-2 of the 7 attribute columns. Use sale_property_summary for a consolidated view.", |
| "goods_property_summary_variability": "~178 unique property keys across 85 products. Key naming inconsistent (e.g. 'Season' vs 'Seasoon'). Parse with tolerance for typos.", |
| "price_snapshot": "All prices are point-in-time snapshots. Temu prices update frequently (promotions, flash sales, algorithm-driven dynamic pricing)." |
| }, |
|
|
| "enterprise_pipeline_note": "For production-scale Temu monitoring (hourly price capture, 10K+ SKUs, multi-category, delivery to Snowflake/S3), contact: https://www.octoparse.com/managed-data-service" |
| } |
|
|