keywordbarrage/apotea-scraper

Python Code:

import sqlite3
from datasets import load_dataset
import pandas as pd

# Method 1: Load via Hugging Face datasets library (sample data)
# This loads a verified sample from the Hugging Face Hub repository
dataset = load_dataset("daas-intelligence/enterprise-sku-depletion-and-waf-telemetry")
print("Hub Sample Record:", dataset["train"][0])

# Method 2: Load zero-latency local pre-indexed SQLite deliverable (enterprise pipeline)
# Assuming 'enterprise_feed.sqlite' is delivered to your S3/GCS bucket or local storage
# For enterprise customers, this file is continuously updated via the 1,500 USDT/mo SLA pipeline.
conn = sqlite3.connect("enterprise_feed.sqlite")
df = pd.read_sql_query("SELECT sku_id, product_title, retail_price_sek, stock_status, timestamp FROM apotea_sku_stream ORDER BY timestamp DESC LIMIT 10", conn)
print("\nSample from local SQLite database:")
print(df)

# Don't forget to close the connection
conn.close()

Dataset Card:

---

pretty_name: "Enterprise High-Frequency Apotea SKU Depletion & WAF Telemetry Feed (1,500 USDT SLA Retainer)" annotations_creators: - machine-generated language: - en - tr license: apache-2.0 task_categories: - tabular-classification - time-series-forecasting tags: - apotea-se - e-commerce-intelligence - sku-depletion-time-series - cloudflare-bot-management-bypass - pre-indexed-sqlite - 1500-usdt-sla-retainer size_categories: - 10K<n<100K configs: - config_name: default data_files: - split: train path: "data/train-.parquet" - split: validation path: "data/val-.parquet"

Enterprise High-Frequency Apotea SKU Depletion & WAF Telemetry Feed

This repository contains a 1,000-row verified sample of the Apotea SKU depletion feed. Full high-frequency real-time stream is delivered via our enterprise 1,500 USDT/mo SLA pipeline.

Dataset Summary & B2B Motivation

For CTOs, quantitative hedge funds, and e-commerce leaders, maintaining resilient data pipelines against sophisticated anti-bot defenses is a continuous battle. Traditional scraping pipelines often crumble under the weight of upstream bot mitigation updates, leading to HTTP 403 errors, TLS fingerprint bans, and broken proxy pools. This apotea-se dataset provides a critical solution by offering a production-grade, bypass-proof data feed for Apotea, Sweden's largest online pharmacy.

Our service abstracts away the complexity of navigating Cloudflare Bot Management and Enterprise Turnstile Shield, which Apotea.se actively employs. We provide verified, structured data on SKU inventory, pricing, and velocity, delivered directly to your data infrastructure with zero maintenance burden. This ensures continuous access to vital market intelligence, enabling your teams to focus on downstream analytics and strategic decision-making, rather than on brittle scraper repair. Our enterprise stream delivery is backed by a guaranteed 1,500 USDT/month SLA Retainer, ensuring 99.9% uptime and data integrity.

Zero-Code Enterprise Deliverables Matrix

We provide four enterprise-grade data formats designed for seamless ingestion into any B2B data architecture:

1. Pre-indexed SQLite (.sqlite): A self-contained, single-file database for instant local querying. It comes with pre-built indices on sku_id, retail_price_sek, and timestamp for blazing-fast analytical queries without requiring any database setup or external dependencies. Ideal for quick analysis and prototyping.
2. Snappy Parquet: Optimized columnar storage format for high-performance ingestion into cloud data warehouses like Snowflake, Google BigQuery, and AWS Athena. Parquet files are highly compressed and efficient for analytical workloads, minimizing storage and query costs.
3. Zero-Dependency Offline DataGrid (.html): An interactive, self-contained HTML table viewer for business stakeholders. No SQL knowledge or API keys required. Simply open the file in any web browser to explore, filter, and sort the dataset, making data accessible to non-technical teams.
4. CDC JSONL Stream: Change Data Capture (CDC) format delivered as JSON Lines for real-time updates. This stream is perfectly suited for enterprise RAG (Retrieval Augmented Generation) pipelines, vector database updates, and event-driven architectures, ensuring your AI models and search indexes always have the freshest data.

Dataset Schema & Data Dictionary

The apotea-sku-stream table captures comprehensive product and telemetry data from Apotea.se:

Column Name	Type	Nullability	Description
sku_id	String	NOT NULL	Unique identifier for the product/SKU.
timestamp	Timestamp	NOT NULL	UTC timestamp of when the data record was collected.
product_title	String	NOT NULL	Full title of the medicine or product.
brand	String	NULLABLE	Brand name of the product (e.g., Alvedon, Ipren).
marketing_authorization_holder	String	NULLABLE	Entity holding the marketing authorization for the pharmaceutical product.
nordic_article_number	String	NULLABLE	6-digit Nordic Article Number (Vnr / Varunummer).
ean_13_barcode	String	NULLABLE	Global EAN-13 barcode for the product.
category_main	String	NULLABLE	Main product category (e.g., Receptfritt, Vitaminer & Kosttillskott).
category_sub	String	NULLABLE	Sub-category of the product (e.g., Hudvård, Barn & Förälder).
retail_price_sek	Float	NOT NULL	Current retail price in Swedish Krona (SEK), VAT included.
unit_price_sek_per_unit	Float	NULLABLE	Comparative unit price (e.g., kr/st, kr/ml).
campaign_discount_percentage	Float	NULLABLE	Percentage discount if the product is on a campaign.
stock_status	String	NOT NULL	Current stock availability (e.g., "In stock", "Temporarily out of stock").
warehouse_processing_speed_days	Integer	NULLABLE	Estimated warehouse processing time in days.
active_pharmaceutical_ingredient	String	NULLABLE	Active Pharmaceutical Ingredient (API / Verksamt Ämne).
strength	String	NULLABLE	Strength of the API (e.g., "500 mg").
dosage_form	String	NULLABLE	Form of administration (e.g., "Tablett", "Oral lösning").
package_size	String	NULLABLE	Description of the package size.
total_unit_count	Integer	NULLABLE	Total number of units in the package.
mpa_compliance_badges	String	NULLABLE	Swedish Medical Products Agency (Läkemedelsverket) compliance badges or notes.
usage_instructions	String	NULLABLE	Usage instructions for the product.
contraindications	String	NULLABLE	Contraindications for product use.
storage_guidelines	String	NULLABLE	Storage temperature and other guidelines.
age_restrictions	String	NULLABLE	Age restrictions for purchasing/using the product.
delivery_options	String	NULLABLE	Available Nordic Climate-Smart Delivery Options (e.g., DHL, PostNord).
source_url	String	NOT NULL	The original URL from Apotea.se where the data was extracted.
detected_waf	String	NULLABLE	Detected Web Application Firewall / anti-bot solution (e.g., "Cloudflare Bot Management").
tls_ja4_signature	String	NULLABLE	JA4 TLS fingerprint of the client used for extraction, indicating anti-bot evasion success.
delivery_status	String	NOT NULL	Internal status of the data delivery (e.g., "SUCCESS", "CHALLENGE_RESOLVED").
price_delta_24h_sek	Float	NULLABLE	Change in retail_price_sek over the last 24 hours (derived).
stock_level_delta_24h	Integer	NULLABLE	Change in inferred stock level over the last 24 hours (derived, based on availability status).
depletion_velocity_score	Float	NULLABLE	Calculated score indicating how quickly a SKU is depleting based on historical observations.

Sample JSON Record

{
  "sku_id": "APO-123456",
  "timestamp": "2026-09-24T10:30:00Z",
  "product_title": "Alvedon 500 mg Tablett",
  "brand": "Alvedon",
  "marketing_authorization_holder": "Haleon Sweden AB",
  "nordic_article_number": "004071",
  "ean_13_barcode": "7046260040719",
  "category_main": "Receptfritt",
  "category_sub": "Värk & Feber",
  "retail_price_sek": 49.50,
  "unit_price_sek_per_unit": 2.48,
  "campaign_discount_percentage": 0.0,
  "stock_status": "In stock",
  "warehouse_processing_speed_days": 1,
  "active_pharmaceutical_ingredient": "Paracetamol",
  "strength": "500 mg",
  "dosage_form": "Tablett",
  "package_size": "20 tabletter",
  "total_unit_count": 20,
  "mpa_compliance_badges": "Läkemedelsverket Godkänd",
  "usage_instructions": "1-2 tabletter var 4-6 timme, max 8 tabletter per dygn.",
  "contraindications": "Ej till barn under 12 år utan läkares ordination.",
  "storage_guidelines": "Förvaras i rumstemperatur.",
  "age_restrictions": "18+",
  "delivery_options": "DHL Express, PostNord",
  "source_url": "https://www.apotea.se/alvedon-500mg-20-tabletter",
  "detected_waf": "Cloudflare Bot Management",
  "tls_ja4_signature": "t13d1602010800000000000000000000000000000000000000000000000000000000",
  "delivery_status": "SUCCESS",
  "price_delta_24h_sek": 0.0,
  "stock_level_delta_24h": -5,
  "depletion_velocity_score": 0.75
}

SLA, Compliance & 26 High-Intent Keywords Cluster

Our enterprise data ingestion services are provided under a stringent 99.9% availability SLA, ensuring continuous, uninterrupted data flow from Apotea.se. We guarantee zero proxy markup, transparent pricing, and a fully managed pipeline that eliminates the need for internal scraper maintenance, IP pool management, or recurring pipeline refactoring.

This dataset and service are designed for demanding B2B applications, including:

• Apotea web scraping: Direct access to Apotea product data.
• Cloudflare bypass: Expertise in bypassing Cloudflare Bot Management and Enterprise Turnstile.
• Broken scraping pipeline fix: A reliable solution for persistent data ingestion failures.
• TLS fingerprint proof: Advanced techniques to maintain transport-level protocol parity and avoid TLS/JA4 bans.
• Enterprise data delivery: Production-grade, schema-ready datasets delivered on demand.
• Real-time inventory movement: Tracking stock levels and availability across Apotea.
• Pricing elasticity time-series: Historical data for price change analysis and forecasting.
• SKU depletion velocity: Quantifying how quickly products sell out for demand forecasting.
• Quantitative funds: Data tailored for financial modeling and alternative alpha signals.
• Market intelligence: Comprehensive insights into the Nordic online pharmacy market.
• API rate limits bypass: Full-page deep traversal, not reliant on public APIs.
• Zero-maintenance data feed: Offload infrastructure and monitoring to us.
• Daily dumps: Regular, scheduled delivery of full or delta datasets.
• Schema-ready: Data delivered in a structured, normalized format.
• 99.9% uptime guarantee: Assured service reliability under SLA.
• Zero proxy markup: Transparent cost structure.
• B2B data: Focused on enterprise-grade data needs.
• Alternative data: Unique datasets for competitive advantage.
• Competitive intelligence: Monitoring competitor product strategies and pricing.
• E-commerce data: Specialized for online retail analytics.
• Pharmaceutical data: Specific to the online pharmacy sector.
• Data analytics: Fueling your analytical platforms.
• Machine learning datasets: Ready for training and inference.
• Financial data feeds: For market analysis.
• Supply chain intelligence: Optimizing logistics and inventory.
• Retail data science: Driving insights for retail operations.

Our commercial contracts offer a 100% Pay-On-Delivery guarantee, allowing you to inspect and verify data quality from a custom sample before any payment is executed. Engagements are settled exclusively via USDT (TRC20 / BEP20 / ERC20), starting at a minimum of 1,500 USDT.

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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.