keywordbarrage/wish-scraper

Python Code:

import sqlite3
from datasets import load_dataset
import pandas as pd

# Method 1: Load via Hugging Face datasets library for ML pipeline integration
dataset = load_dataset("daas-intelligence/enterprise-sku-depletion-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: Enterprise SKU Depletion & WAF Telemetry Feed

Executive Summary

This dataset provides a high-fidelity, production-grade telemetry feed extracted from major global e-commerce marketplaces. Designed for quantitative funds, CTOs, and market intelligence architects, this data solves the "brittle scraper" problem. By bypassing aggressive WAF (Cloudflare/Forter) defenses and TLS/JA4 fingerprinting hurdles, we deliver a stable, high-uptime data stream under a 1,500 USDT/month SLA Retainer. This ensures your downstream RAG pipelines and forecasting models receive consistent, noise-free inventory data without the burden of proxy maintenance or CAPTCHA resolution.

Enterprise Deliverables Matrix

We provide four distinct formats optimized for different stages of the data engineering lifecycle:

• Pre-indexed SQLite (.sqlite): Instant local querying for BI tools and ad-hoc analysis; indices pre-built on sku_id and timestamp.
• Snappy Parquet: Schema-optimized for direct ingestion into Snowflake, Google BigQuery, or AWS Athena.
• Zero-Dependency Offline DataGrid (.html): A self-contained, interactive viewer for business stakeholders to verify data quality without SQL knowledge.
• CDC JSONL Stream: Change Data Capture format designed for high-throughput updates to vector databases and RAG-enabled LLM pipelines.

Dataset Schema & Data Dictionary

Column	Type	Nullable	Description
sku_id	STRING	No	Unique merchant-assigned SKU identifier.
timestamp	DATETIME	No	UTC precision timestamp of telemetry capture.
price_usd	FLOAT	No	Current normalized retail price in USD.
stock_level	INTEGER	Yes	Current inventory count or availability tier.
depletion_velocity	FLOAT	Yes	Calculated rate of stock reduction (units/hour).
target_domain	STRING	No	Originating marketplace (e.g., wish.com).
detected_waf	STRING	No	Identified WAF/Bot-Defense signature (e.g., Cloudflare-Turnstile).
tls_ja4_signature	STRING	No	JA4 TLS fingerprint for security auditing.
delivery_status	BOOLEAN	No	Success flag for the ingestion transaction.

Sample Record (JSON):

{
  "sku_id": "WISH-88291-X",
  "timestamp": "2026-09-22T14:20:00Z",
  "price_usd": 12.99,
  "stock_level": 450,
  "depletion_velocity": 4.2,
  "target_domain": "wish.com",
  "detected_waf": "Cloudflare-Enterprise",
  "tls_ja4_signature": "t13d1516h2_8a2d12345678",
  "delivery_status": true
}

SLA, Compliance & Engagement

• 99.9% Uptime: Guaranteed via our managed infrastructure.
• Zero Proxy Markup: Direct-to-source engineering eliminates middleman proxy costs.
• Engagement: Commercial engagements are settled exclusively via USDT (TRC20/BEP20/ERC20) under a 1,500 USDT/month SLA.
• Verification: All clients receive a verified test-sample delivery for schema validation prior to payment execution.

Note: This dataset is intended for enterprise market intelligence, quantitative analysis, and retail inventory forecasting. Use constitutes acceptance of our commercial SLA terms.

https://www.keywordbarrage.com/scrapers/wish-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.