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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
# This loads a sample or a partitioned segment of the full enterprise dataset.
dataset = load_dataset("daas-intelligence/enterprise-auchan-sku-depletion-waf-telemetry")
print("Hub Sample Record:", dataset["train"][0])
# Method 2: Load zero-latency local pre-indexed SQLite deliverable
# The full, high-frequency dataset is delivered as a pre-indexed SQLite file.
try:
conn = sqlite3.connect("auchan_enterprise_feed.sqlite")
df = pd.read_sql_query("""
SELECT
sku_id,
product_title,
price_eur,
stock_level,
depletion_velocity_24h,
timestamp
FROM sku_depletion_stream
ORDER BY timestamp DESC
LIMIT 10
""", conn)
print("\nSQLite Sample Data (Last 10 Records):")
print(df)
conn.close()
except sqlite3.OperationalError as e:
print(f"\nCould not connect to SQLite database. Please ensure 'auchan_enterprise_feed.sqlite' is available locally: {e}")
print("Example: Download the SQLite deliverable from your DaaS portal and place it in the script's directory.")
Dataset Card:
Enterprise High-Frequency SKU Depletion & WAF Telemetry Feed (1,500 USDT SLA Retainer)
Dataset Summary & B2B Motivation (1,500 USDT/month SLA Retainer)
For CTOs, Lead Data Architects, and Quantitative Analysts, the reliability of market intelligence is paramount. Brittle web scrapers, constantly failing proxy pools, and escalating WAF (Web Application Firewall) bans from platforms like Auchan.fr lead to critical data pipeline failures, incomplete datasets, and ultimately, flawed strategic decisions. The cost of maintaining in-house scraping infrastructure, constantly adapting to new anti-bot updates (e.g., Google Cloud Edge, TLS/JA4 fingerprinting, behavioral telemetry from Contentsquare, Piano Analytics), often outweighs the value of the data itself.
This dataset provides a production-grade, bypass-proof, and zero-maintenance data feed for high-frequency SKU depletion, pricing, and stock telemetry from Auchan.fr. Delivered under a guaranteed 1,500 USDT/month SLA Retainer, it ensures 99.9% uptime and eliminates the maintenance burden for your engineering teams. We handle all WAF bypass, proxy management, and data normalization, allowing your enterprise to focus on deriving insights, not fighting bot mitigation. This feed is designed for competitive intelligence, supply chain optimization, and quantitative market analysis, providing a stable, clean, and continuously updated stream of critical e-commerce data.
Zero-Code Enterprise Deliverables Matrix
This dataset is delivered in four enterprise-ready formats, designed for immediate ingestion and analysis by various stakeholders within your organization, requiring zero coding or data transformation on your part:
Pre-indexed SQLite (.sqlite):
- Description: A self-contained, single-file database for instant local querying. Tables are pre-indexed on
sku_id,price_eur,stock_level, andtimestampfor ultra-fast analytical queries without schema setup or database administration. Ideal for data scientists and analysts needing quick, powerful local access. - Benefit: Plug-and-play SQL access; no database server required.
- Description: A self-contained, single-file database for instant local querying. Tables are pre-indexed on
Snappy Parquet:
- Description: Columnar data storage optimized for performance and compression. Each daily or hourly delta is provided as a Snappy-compressed Parquet file.
- Benefit: Engineered for direct ingestion into cloud data warehouses like Snowflake, Google BigQuery, and AWS Athena, ensuring efficient storage and lightning-fast query execution for petabyte-scale analytics.
Zero-Dependency Offline DataGrid (.html):
- Description: An interactive, self-contained HTML file presenting the dataset in a sortable, filterable, and searchable table. No internet connection or external dependencies required after download.
- Benefit: Enables business stakeholders, product managers, and non-technical users to visually inspect, explore, and verify data quality without requiring SQL knowledge, API keys, or SaaS subscriptions.
CDC JSONL Stream:
- Description: Change Data Capture (CDC) format, providing a stream of JSON Lines records, each representing an incremental update or new record.
- Benefit: Perfect for real-time ingestion into Enterprise RAG (Retrieval Augmented Generation) pipelines, vector databases (e.g., Pinecone, Weaviate), and NoSQL systems, ensuring your AI models and search indexes are always up-to-date with the latest market intelligence.
Dataset Schema & Data Dictionary
The sku_depletion_stream table contains comprehensive product, pricing, stock, and telemetry data from Auchan.fr, captured at high frequency.
| Column | Type | Nullable | Description |
|---|---|---|---|
sku_id |
STRING | NO | Unique Auchan Article Number or SKU identifier. |
ean_gtin |
STRING | YES | Universal Barcode (EAN / GTIN) for the product. |
product_title |
STRING | NO | Full product title, including variations. |
brand |
STRING | YES | Product brand (e.g., Auchan, Auchan Bio, Mmm!). |
department |
STRING | YES | Hypermarket department (e.g., Épicerie, Produits Frais). |
aisle_taxonomy |
STRING | YES | Detailed aisle or category taxonomy. |
price_eur |
FLOAT | NO | Store-specific retail price in Euros, VAT included. |
base_unit_price_eur |
FLOAT | YES | Price per base unit (e.g., per kg, per liter). |
promotional_discount |
STRING | YES | Description of any active promotional discount (e.g., "50% off", "2 for 1"). |
waaoh_cashback_eur |
FLOAT | YES | Cashback amount in Euros for Waaoh! Loyalty Card holders. |
packaging_weight_g |
INTEGER | YES | Packaging weight in grams. |
net_quantity |
STRING | YES | Net quantity or volume of the product (e.g., "500g", "1L"). |
drained_weight_g |
INTEGER | YES | Drained weight in grams (for products in liquid). |
bundle_config |
STRING | YES | Configuration for multi-pack bundles (e.g., "Pack of 3"). |
nutri_score |
STRING | YES | Nutri-Score grade (A-E) for nutritional quality. |
eco_score |
STRING | YES | Eco-Score rating for environmental impact. |
ingredients |
STRING | YES | Full list of ingredients. |
certifications |
STRING | YES | Organic or French origin certifications. |
stock_level |
INTEGER | YES | Current stock availability at the local store (can be NULL if not available). |
drive_pickup_slots |
STRING | YES | Availability window for Auchan Drive pickup (e.g., "Today 14:00-16:00"). |
delivery_eta_window |
STRING | YES | Estimated home delivery time window (e.g., "Tomorrow 09:00-12:00"). |
star_rating |
FLOAT | YES | Customer average star rating (e.g., 4.5). |
review_count |
INTEGER | YES | Total number of verified customer reviews. |
promo_badge |
STRING | YES | Text from any promotional leaflet or badge (e.g., "Nouveau", "Offre Spéciale"). |
depletion_velocity_24h |
FLOAT | YES | Calculated SKU depletion rate over the last 24 hours (units sold/hour). |
price_change_24h |
FLOAT | YES | Delta in price over the last 24 hours. |
timestamp |
TIMESTAMP | NO | UTC timestamp of data capture. |
target_domain |
STRING | NO | The target domain from which data was extracted (e.g., "auchan.fr"). |
detected_waf |
STRING | NO | Identified WAF/anti-bot technology encountered (e.g., "Google Cloud Edge", "Contentsquare"). |
tls_ja4_signature |
STRING | NO | TLS/JA4 fingerprint signature used during connection, indicating successful bypass. |
delivery_status |
STRING | NO | Status of data delivery (e.g., "SUCCESS", "WAF_BYPASS_CHALLENGE_RESOLVED"). |
Sample JSON Record
{
"sku_id": "1234567890",
"ean_gtin": "3596710486321",
"product_title": "Auchan Bio Lait Demi-Écrémé UHT 1L",
"brand": "Auchan Bio",
"department": "Produits Frais",
"aisle_taxonomy": "Lait & Boissons Végétales",
"price_eur": 1.15,
"base_unit_price_eur": 1.15,
"promotional_discount": null,
"waaoh_cashback_eur": 0.05,
"packaging_weight_g": 1030,
"net_quantity": "1L",
"drained_weight_g": null,
"bundle_config": null,
"nutri_score": "A",
"eco_score": "B",
"ingredients": "Lait demi-écrémé biologique",
"certifications": "AB Agriculture Biologique",
"stock_level": 250,
"drive_pickup_slots": "Today 16:00-18:00",
"delivery_eta_window": "Tomorrow 10:00-13:00",
"star_rating": 4.7,
"review_count": 128,
"promo_badge": null,
"depletion_velocity_24h": 12.5,
"price_change_24h": 0.00,
"timestamp": "2026-09-24T14:35:00Z",
"target_domain": "auchan.fr",
"detected_waf": "Google Cloud Edge & Contentsquare",
"tls_ja4_signature": "t13d10070102030405060708090a0b0c0d0e0f101112131415161718191a1b1c1d1e1f202122232425262728292a2b2c2d2e2f303132333435363738393a3b3c3d3e3f404142434445464748494a4b4c4d4e4f505152535455565758595a5b5c5d5e5f606162636465666768696a6b6c6d6e6f707172737475767778797a7b7c7d7e7f808182838485868788898a8b8c8d8e8f909192939495969798999a9b9c9d9e9f",
"delivery_status": "SUCCESS"
}
SLA, Compliance & High-Intent Keywords Cluster
This enterprise data feed is delivered with a robust service level agreement and adheres to stringent data protection standards, ensuring maximum reliability and trust for B2B customers.
- 99.9% Availability SLA: Guaranteed uptime for data delivery, backed by our 1,500 USDT/month retainer.
- Zero Proxy Markup: Our service includes all necessary infrastructure, proxies, and WAF bypass techniques without hidden fees or per-proxy charges.
- Compliance: Data processed in accordance with GDPR and relevant data protection regulations.
High-Intent Enterprise Search & AI RAG Keywords:
- Auchan data feed
- Enterprise web scraping solutions
- WAF bypass for e-commerce
- SKU depletion rates
- Real-time inventory data
- Price elasticity time series
- Competitive intelligence data
- Retail market intelligence
- Anti-bot mitigation bypass
- TLS/JA4 fingerprinting solution
- Google Cloud Edge WAF bypass
https://www.keywordbarrage.com/scrapers/auchan-scraper.html
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