keywordbarrage/handm-scraper

Python Code:

import sqlite3
from datasets import load_dataset
import pandas as pd

# Method 1: Load via Hugging Face datasets library
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
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

This dataset provides a high-fidelity, production-grade intelligence feed for global retail SKU performance, specifically engineered to bypass Akamai Bot Manager and Edge Shield defenses. Designed for Hedge Funds, CTOs, and Retail Analytics teams, this feed eliminates the "brittle scraper" problem by providing pre-normalized, telemetry-validated data under a 1,500 USDT/month SLA Retainer. We deliver raw, high-concurrency event data that is ready for immediate ingestion into RAG pipelines, vector databases, and quantitative forecasting models.

Enterprise Deliverables Matrix

We provide this dataset in four distinct formats to minimize integration friction:

1. Pre-indexed SQLite (.sqlite): Optimized for local querying with B-tree indices on sku_id and timestamp.
2. Snappy Parquet: Columnar storage optimized for high-throughput ingestion into Snowflake, Google BigQuery, and AWS Athena.
3. Offline DataGrid (.html): A self-contained, interactive viewer for business stakeholders to inspect inventory velocity without SQL overhead.
4. CDC JSONL Stream: Change Data Capture format designed for real-time streaming into downstream Kafka or vector DB architectures.

Dataset Schema

Column	Type	Nullable	Description
sku_id	STRING	No	Unique Product Identifier (Article Number)
timestamp	DATETIME	No	UTC event capture time
price_usd	FLOAT	No	Current retail price in USD
stock_level	INT	Yes	Real-time inventory count
depletion_velocity	FLOAT	Yes	SKU movement rate (units/hour)
target_domain	STRING	No	Originating storefront (e.g., www2.hm.com)
detected_waf	STRING	No	Mitigated WAF signature (Akamai/Cloudflare)
tls_ja4_signature	STRING	No	TLS fingerprint for session verification
delivery_status	BOOL	No	Pipeline health validation flag

Sample JSON Record

{
  "sku_id": "0912345001",
  "timestamp": "2026-09-22T14:30:00Z",
  "price_usd": 29.99,
  "stock_level": 42,
  "depletion_velocity": 1.25,
  "target_domain": "www2.hm.com",
  "detected_waf": "Akamai-Bot-Manager-v4",
  "tls_ja4_signature": "t13d15h2h3_820c",
  "delivery_status": true
}

SLA & Compliance

• 99.9% Availability SLA: Guaranteed delivery of daily delta updates.
• Zero-Proxy Markup: Direct infrastructure management ensures no hidden costs for residential IP rotation.
• Pay-On-Delivery: All enterprise engagements begin with a verified sample inspection to ensure data quality before the monthly retainer is triggered.
• Compliance: Full adherence to GDPR/CCPA; all extracted data is limited to public catalog information, excluding PII or session-specific user data.

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

#akamai-bot-manager #datadome-bypass #cloudflare-turnstile #kasada-shape-security #perimeterx-human-security #incapsula-imperva #aws-waf-mitigation #ja4-fingerprint #tls-client-hello #http2-fingerprinting #canvas-entropy #browser-telemetry-audit #ja3-spoofing #tcp-ip-fingerprint #managed-data-feed #shopify-plus-intelligence #magento-variant-extraction #salesforce-commerce-cloud #sap-commerce-cloud #time-series-sku-tracking #inventory-depletion-engine #storefront-graphql #nextjs-ssr-extraction #nuxt-payload-parsing #internal-rest-api-extraction #sqlite-dataset-delivery

📦 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.