keywordbarrage/shein-scraper

Python Code:

import sqlite3
from datasets import load_dataset
import pandas as pd

# Method 1: Load via Hugging Face datasets library for cloud-based RAG indexing
dataset = load_dataset("enterprise-data-labs/enterprise-sku-depletion-and-waf-telemetry")
print("Hub Sample Record:", dataset["train"][0])

# Method 2: Load zero-latency local pre-indexed SQLite deliverable for BI/Analytics
conn = sqlite3.connect("enterprise_feed.sqlite")
df = pd.read_sql_query("SELECT sku_id, price_usd, stock_level, depletion_velocity FROM sku_stream ORDER BY timestamp DESC LIMIT 10", conn)
print(df)

Dataset Card:

Dataset Summary: Enterprise SKU Depletion & WAF Telemetry

This dataset provides a production-grade, high-frequency telemetry feed extracted from hardened e-commerce environments (tr.shein.com). Designed for quantitative analysts, supply chain architects, and AI/ML teams, this feed solves the "brittle scraper" problem by providing pre-processed, normalized inventory and pricing data that bypasses Akamai Bot Manager and AWS WAF challenges.

Delivery under a guaranteed 1,500 USDT/month SLA Retainer ensures 99.9% uptime, zero maintenance, and enterprise-grade data hygiene.

Zero-Code Enterprise Deliverables

We provide four distinct formats optimized for diverse data architectures:

1. Pre-indexed SQLite (.sqlite): Instant local querying with B-tree indices on sku_id and timestamp.
2. Snappy Parquet: Optimized schema for Snowflake, Google BigQuery, and AWS Athena ingestion.
3. Zero-Dependency Offline DataGrid (.html): A self-contained, interactive viewer for business stakeholders to audit inventory movement without SQL knowledge.
4. CDC JSONL Stream: Change Data Capture format for triggering downstream RAG pipelines and vector DB updates.

Dataset Schema

Column	Type	Nullable	Description
sku_id	STRING	No	Unique product identifier (e.g., sz2401...)
timestamp	DATETIME	No	UTC tick of extraction
price_usd	FLOAT	No	Real-time retail price
stock_level	INTEGER	Yes	Current quantity on hand
velocity_depletion_rate	FLOAT	Yes	24h rolling average stock decay
detected_waf	STRING	No	WAF signature (Akamai/AWS)
tls_ja4_signature	STRING	No	Transport-layer fingerprint
delivery_status	BOOLEAN	No	Verification of successful session

Sample JSON Record

{
  "sku_id": "sz2401239485",
  "timestamp": "2026-09-22T14:30:00Z",
  "price_usd": 12.99,
  "stock_level": 482,
  "velocity_depletion_rate": 4.2,
  "detected_waf": "Akamai Bot Manager 3.0",
  "tls_ja4_signature": "t13d15h2h3_82a392",
  "delivery_status": true
}

SLA & Compliance

• 99.9% Uptime Guarantee: Managed proxy rotation and session orchestration handled server-side.
• Pay-On-Delivery: All enterprise engagements require a verified sample audit prior to the release of full datasets.
• Zero Proxy Markup: No hidden costs for residential or data-center IP rotation; all costs are inclusive of the $1,500/mo SLA retainer.
• Compliance: Data is strictly normalized and deduplicated, ensuring zero noise or orphan records in your RAG pipelines.

For enterprise inquiries or to request a custom schema integration, contact the Keyword Barrage Data Engineering Team.

https://www.keywordbarrage.com/scrapers/shein-scraper.html

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📦 Turnkey 4-in-1 Data Delivery & Standalone Offline Viewers

Every dataset includes a pre-indexed SQLite DB, structured JSON, flat CSV, and our proprietary Zero-Dependency Interactive HTML DataGrid. Double-click to search, sort, and filter tens of thousands of records offline—zero SQL, zero SaaS subscriptions, and zero API keys required.

Live Interactive Deliverable Demos (No Setup Required):

• 📊 Universal Multi-Vendor Showcase — Live search, faceted multi-variant filtering & delta analytics.
• 🛍️ Shopify Direct-to-Consumer Grid — High-velocity catalog indexing & SKU tracking.
• 🎨 Etsy Marketplace Grid — Handmade seller taxonomy, real reviews & fee calculations.