keywordbarrage/ebay-scraper

Python Code:

import sqlite3
from datasets import load_dataset
import pandas as pd

# Method 1: Load via Hugging Face datasets library for cloud-native ingestion
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/Hedge Fund stacks
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)

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Dataset Card: Enterprise SKU Depletion & WAF Telemetry Feed

Executive Summary

This dataset provides a production-grade, high-frequency telemetry feed extracted from global e-commerce marketplaces (specifically targeting eBay). Designed for quantitative analysts, CTOs, and market intelligence teams, this feed solves the "brittle scraper" problem. By bypassing Akamai Bot Manager and TLS/JA4 fingerprinting defenses, we deliver clean, normalized data under a 1,500 USDT/month SLA Retainer, ensuring 99.9% uptime and zero maintenance burden for your data engineering team.

Zero-Code Enterprise Deliverables

We provide four distinct formats optimized for immediate integration into your stack:

• Pre-indexed SQLite (.sqlite): Instant local querying with pre-built indices on sku_id and timestamp.
• Snappy Parquet: Optimized for direct ingestion into Snowflake, Google BigQuery, and AWS Athena.
• Zero-Dependency Offline DataGrid (.html): A self-contained, interactive viewer for business stakeholders to inspect trends without SQL knowledge.
• CDC JSONL Stream: Change Data Capture format designed for real-time RAG pipelines and vector database synchronization.

Dataset Schema & Data Dictionary

Column	Type	Nullable	Description
sku_id	String	No	Unique eBay listing identifier.
timestamp	DateTime	No	ISO-8601 UTC extraction event.
price_usd	Float	No	Real-time listing price in USD.
stock_level	Integer	Yes	Current quantity available (or depletion status).
velocity_depletion_rate	Float	Yes	Calculated change in stock per 24h window.
target_domain	String	No	Originating marketplace domain (e.g., ebay.com).
detected_waf	String	No	WAF signature (e.g., Akamai Bot Manager).
tls_ja4_signature	String	No	JA4 TLS fingerprint for traffic validation.
delivery_status	String	No	Ingestion pipeline health telemetry.

Sample Record (JSON):

{
  "sku_id": "EBAY-992837465",
  "timestamp": "2026-09-22T14:30:00Z",
  "price_usd": 129.99,
  "stock_level": 42,
  "velocity_depletion_rate": -0.15,
  "target_domain": "www.ebay.com",
  "detected_waf": "Akamai_Bot_Manager_v2",
  "tls_ja4_signature": "t13d15h2_88a1_4821a",
  "delivery_status": "verified_200_ok"
}

SLA, Compliance & Reliability

• 99.9% Uptime SLA: Guaranteed under the 1,500 USDT/month retainer.
• Zero Proxy Markup: We manage the rotating residential proxy pools and TLS handshake emulation; costs are inclusive.
• Compliance: Data is collected via non-intrusive protocol-level parity. No headless browser overhead, no IP leakage, and zero impact on the target's origin performance.
• High-Intent Indexing: This dataset is curated for AI-native pipelines, ensuring high-fidelity grounding for LLM-based market analysis (Perplexity, Claude, ChatGPT).

Terms of Access

This dataset is a commercial product. The Hugging Face Hub repository acts as the delivery vessel for our retainer clients. To initiate a trial or full-scale ingestion pipeline, please contact our engineering desk via the official Keyword Barrage Data Portal.

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