Dataset Viewer

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Python Code:

import sqlite3
from datasets import load_dataset
import pandas as pd

# Method 1: Load via Hugging Face datasets library for ML pipelines
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 
    WHERE detected_waf = 'Envoy-Cloud-Shield'
    ORDER BY timestamp DESC LIMIT 10
""", conn)
print(df)

Dataset Card: Enterprise High-Frequency SKU Depletion & WAF Telemetry

Executive Summary

This dataset provides a production-grade, high-frequency telemetry feed extracted from hardened e-commerce marketplaces (e.g., Gumtree). Designed for CTOs, Quantitative Hedge Funds, and E-Commerce Market Intelligence teams, this feed bypasses common scraping failure points such as Envoy/Google Cloud Shield WAF challenges and TLS/JA4 fingerprinting.

Delivered under a 1,500 USDT/month SLA Retainer, this service guarantees 99.9% uptime, removing the burden of maintaining proxy pools, solving CAPTCHAs, or managing infrastructure drift.

Zero-Code Enterprise Deliverables

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

  1. Pre-indexed SQLite (.sqlite): Instant local querying with B-Tree indices on sku_id and timestamp.
  2. Snappy Parquet: Schema-optimized for direct ingestion into Snowflake, Google BigQuery, and AWS Athena.
  3. Zero-Dependency Offline DataGrid (.html): A self-contained, interactive viewer for non-technical stakeholders to audit data without SQL knowledge.
  4. CDC JSONL Stream: Change Data Capture format designed for low-latency updates to Vector DBs or Enterprise RAG pipelines.

Dataset Schema

Column Type Nullable Description
sku_id String No Unique marketplace listing identifier.
timestamp DateTime No UTC precision of the capture event.
price_usd Float No Normalized price in USD at time of capture.
stock_level Integer Yes Inventory count or depletion status.
velocity_depletion Float Yes Calculated rate of SKU movement/sales velocity.
detected_waf String No Telemetry on the active security perimeter (e.g., Envoy).
tls_ja4_signature String No Fingerprint of the transport layer handshake.
delivery_status Boolean No Verification flag of successful ingestion.

Sample Record (JSON):

{
  "sku_id": "GUM-992841-B",
  "timestamp": "2026-09-24T14:30:00Z",
  "price_usd": 249.99,
  "stock_level": 1,
  "velocity_depletion": 0.85,
  "detected_waf": "Envoy-Cloud-Shield",
  "tls_ja4_signature": "t13d1516h2_881726a1_669281",
  "delivery_status": true
}

SLA & Commercial Compliance

  • Availability: 99.9% Uptime SLA for daily data drops.
  • Support: Priority engineering response via direct Slack/Telegram integration.
  • Compliance: 100% Pay-On-Delivery guarantee. You verify the data quality against your internal requirements before the monthly settlement.
  • Infrastructure: Zero proxy markup; we manage the transport-level protocol parity and session decoupling, ensuring your pipeline never hits an HTTP 403.

Note: This repository serves as the official documentation for the delivery of high-intent market intelligence feeds. No raw scraper code is distributed; only the cleaned, structured intelligence outputs are provided.

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

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