🏥 Doctolib Pro Scraper - Healthcare Market Intelligence

Extract comprehensive healthcare professional data from Doctolib across France 🇫🇷, Germany 🇩🇪, and Italy 🇮🇹

Optimize your healthcare data extraction with our advanced Apify actor, designed for scraping detailed information about medical professionals, practices, and facilities across all Doctolib platforms.

---

🌟 Key Features

• ✅ Multi-Country Support: France, Germany, and Italy (Selectable via Input)
• 🔍 Deep Data Extraction: 15+ data points including Phone, Emails, and Expertise
• 🚀 High Performance:
  • Cloudflare Bypass: Auto-solving of "Verify you are human" challenges.
  • Cost Optimized: Strict resource blocking (images/fonts) for minimal bandwidth usage.
  • Resilient: Auto-retries, hydration waiting, and proxy rotation.
• 📊 Market Intelligence: Demand scores, wait times, practice size estimates
• 🎯 Expertise Tags: Detailed medical specialties and procedures
• 🌐 Multi-Language: Handles French, German, and Italian content
• 💼 Business Ready: Export to JSON or CSV for analysis

---

💰 Pricing

Flexible & Transparent Pay only for the data you extract. No subscriptions.

• Start Cost: $0.04 per run
• Result Cost: $0.015 per comprehensive profile

Volume Discounts: Available for large-scale enterprise needs.

---

📋 Usage Instructions

Input Parameters

{
  "search_queries": [
    "Dentiste Paris",
    "Cardiologue Lyon"
  ],
  "domain": "fr",
  "max_results": 50,
  "proxy_config": {
      "useApifyProxy": true,
      "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

Parameters:

• search_queries (required): Array of search queries (e.g., "Dentiste Paris").
• domain (required): Country domain to scrape. Options: "fr", "de", "it".
• max_results (optional): Maximum profiles to scrape per query (default: 30).
• proxy_config (required): Must be RESIDENTIAL proxies to bypass Cloudflare.

---

📊 Output Data Structure

The actor provides a Custom Overview Table in the Apify Console for quick analysis. Default Overview Columns: Name, Specialty, City, Phone, Wait Time (Days), Next Slot, URL.

Complete Profile Information

Basic Information

• doctor_name: Full name with title (e.g., "Dr. Jean Dupont")
• specialty: Medical specialty
• profile_url: Direct link to Doctolib profile
• profile_image: Profile photo URL
• phone: Contact phone number
• city: Practice city
• zip_code: Postal code
• google_maps_url: Google Maps link for address
• accepts_new_patients: Boolean - accepting new patients
• registration_number: Professional registration (RPPS/LANR)

Deep Intelligence (deep_intel)

• opening_hours_raw: Array of opening hours by day

  [
    "Lundi : 09h00 - 13h00, 14h00 - 19h00",
    "Mardi : 09h00 - 19h00"
  ]
  

• languages: Spoken languages (e.g., ["Français", "Anglais"])
• payment_methods: Accepted payment types
• insurance_types: Insurance and billing information
  • France: ["Conventionné", "Carte Vitale acceptée"]
  • Germany: ["Gesetzlich Versicherte", "privat Versicherte", "Selbstzahlende"]
• accessibility: Accessibility features
• expertise_tags: Detailed procedures and specialties (5-20 tags)
• team_members: Other practitioners at the location

Market Signals (market_signals)

• demand_score: Market demand level ("Low", "Moderate", "High", "Critical")
• wait_time_days: Days until next available appointment
• practice_size_estimate: Number of practitioners
• next_available_slot: ISO datetime of next appointment

---

💡 Example Output

🇫🇷 French Profile Example

{
  "doctor_name": "Dr. Jean Dupont",
  "specialty": "Chirurgien-dentiste",
  "profile_url": "https://www.doctolib.fr/dentiste/paris/jean-dupont",
  "phone": "01 XX XX XX XX",
  "city": "Paris",
  "zip_code": "75016",
  "google_maps_url": "https://www.google.com/maps/search/?api=1&query=...",
  "accepts_new_patients": true,
  "next_available_slot": "2026-01-15T10:30:00.000+01:00",
  "registration_number": "10XXXXXXXX",
  "deep_intel": {
    "opening_hours_raw": [
      "Lundi : 09h00 - 13h00, 14h00 - 19h00",
      "Mardi : 09h00 - 19h00",
      "Mercredi : 09h00 - 19h00",
      "Jeudi : 09h00 - 19h00",
      "Vendredi : 09h00 - 19h00",
      "Samedi : 09h00 - 14h00"
    ],
    "languages": ["Français", "Anglais"],
    "payment_methods": ["Chèques, espèces et carte bancaire"],
    "insurance_types": ["Conventionné", "Carte Vitale acceptée"],
    "accessibility": "Accès handicapé / Ascenseur / Rez-de-chaussée",
    "expertise_tags": [
      "Blanchiment des dents",
      "Couronne dentaire",
      "Détartrage",
      "Implant dentaire",
      "Orthodontie"
    ],
    "team_members": [
      {
        "name": "Dr. Jean Dupont",
        "role": "Chirurgien-dentiste"
      }
    ]
  },
  "market_signals": {
    "demand_score": "High",
    "wait_time_days": 5,
    "practice_size_estimate": 1
  }
}

🇩🇪 German Profile Example

{
  "doctor_name": "Max Mustermann",
  "specialty": "Zahnarzt",
  "profile_url": "https://www.doctolib.de/zahnmedizin/berlin/max-mustermann",
  "phone": "030 XXXXXXXX",
  "city": "Berlin",
  "zip_code": "10707",
  "accepts_new_patients": true,
  "deep_intel": {
    "opening_hours_raw": [
      "Montag : 08:00 - 20:00",
      "Dienstag : 08:00 - 20:00",
      "Samstag : 09:00 - 19:00",
      "Sonntag : 10:00 - 18:00"
    ],
    "insurance_types": [
      "Gesetzlich Versicherte",
      "privat Versicherte",
      "Selbstzahlende"
    ],
    "accessibility": "Accès handicapé / Ascenseur",
    "expertise_tags": [
      "Amalgamsanierung / Amalgamentfernung",
      "CEREC (CEramic REConstruction)",
      "Kronen",
      "Veneers",
      "Ästhetische Zahnmedizin"
    ]
  },
  "market_signals": {
    "demand_score": "Moderate",
    "wait_time_days": 3,
    "practice_size_estimate": 1
  }
}

🇮🇹 Italian Profile Example

{
  "doctor_name": "Dott. Mario Rossi",
  "specialty": "Odontoiatra",
  "profile_url": "https://www.doctolib.it/odontoiatra/milano/mario-rossi",
  "city": "Milano",
  "accepts_new_patients": true,
  "deep_intel": {
    "opening_hours_raw": [
      "Lunedì : 09:00 - 18:00",
      "Martedì : 09:00 - 18:00",
      "Mercoledì : 09:00 - 18:00",
      "Giovedì : 09:00 - 18:00",
      "Venerdì : 09:00 - 18:00"
    ],
    "expertise_tags": [
      "Igiene dentale",
      "Sbiancamento dentale",
      "Ortodonzia",
      "Implantologia",
      "Estetica dentale"
    ]
  },
  "market_signals": {
    "demand_score": "Moderate",
    "wait_time_days": 2,
    "practice_size_estimate": 1
  }
}

---

🎯 Use Cases

💼 Business Intelligence

• Market Research: Analyze healthcare provider density by specialty and location
• Competitive Analysis: Track competitor availability and pricing
• Lead Generation: Build targeted lists for B2B healthcare services

🏥 Healthcare Operations

• Recruitment: Find practitioners for your medical facility
• Network Expansion: Identify partnership opportunities
• Service Gap Analysis: Discover underserved specialties in specific areas

📈 Data Analytics

• Demand Forecasting: Analyze wait times and availability trends
• Geographic Analysis: Map healthcare provider distribution
• Specialty Trends: Track emerging medical specialties and procedures

---

🚀 How to Use

Quick Start

1. Search on Doctolib: Go to Doctolib.fr, Doctolib.de, or Doctolib.it
2. Create Your Query: Note the specialty and location you want to scrape
3. Configure Actor: Enter your search queries in the input
4. Run: Click "Start" and wait for results
5. Export: Download data as JSON or CSV

Example Queries

France:

• "Dentiste Paris"
• "Médecin généraliste Lyon"
• "Cardiologue Marseille"

Germany:

• "Zahnarzt Berlin"
• "Hausarzt München"
• "Kardiologe Hamburg"

Italy:

• "Dentista Milano"
• "Medico generico Roma"
• "Cardiologo Napoli"

---

⚙️ Advanced Configuration

Performance Optimization

• Batch Processing: Processes queries in optimized batches
• Smart Caching: Reduces redundant API calls

Data Quality

• Multi-Source Extraction: Combines API and HTML data
• Fallback Mechanisms: Ensures maximum data capture
• Validation: Cleans and validates all extracted data

---

🔧 Technical Details

Supported Domains

• 🇫🇷 France: doctolib.fr
• 🇩🇪 Germany: doctolib.de
• 🇮🇹 Italy: doctolib.it

Export Formats

• JSON (default)
• CSV
• Excel
• XML

---

🤖 Integration with AI & MCP

This actor is Model Context Protocol (MCP) compatible, making it easy to use with AI assistants like Claude, OpenAI, and others via the Apify MCP Server.

🔌 How to Use with MCP

1. Install the Apify MCP Server:

   $npm install -g @apify/mcp-server
   

2. Start the Server:

   $mcp-server-apify
   

3. Use with your AI Assistant: The actor will be automatically discovered as a tool. You can simply ask:

   "Find 30 pediatricians in Milan using the Doctolib Scraper and summarize their availability."

🧠 Improved Context for AI

The input schema is optimized for LLMs to understand:

• search_queries: Automatically generated from your natural language request.
• domain: Automatically inferred from the cities mentioned (e.g., "Milan" -> "it", "Berlin" -> "de").

---

🌍 Multi-Language Documentation

Doctolib Pro Scraper - Intelligence du Marché de la Santé

Extrayez des données complètes sur les professionnels de santé depuis Doctolib en France, Allemagne et Italie.

Fonctionnalités:

• ✅ Support multi-pays (FR, DE, IT)
• 🔍 Extraction approfondie (15+ points de données)
• 📊 Intelligence marché (scores de demande, temps d'attente)
• 🎯 Tags d'expertise détaillés

Utilisation:

{
  "search_queries": ["Dentiste Paris", "Médecin généraliste Lyon"],
  "max_results": 50
}

Données extraites:

• Informations de base (nom, spécialité, contact)
• Horaires d'ouverture
• Langues parlées
• Types d'assurance acceptés
• Tags d'expertise (5-20 par profil)
• Signaux de marché (demande, disponibilité)

Doctolib Pro Scraper - Gesundheitsmarkt-Intelligence

Extrahieren Sie umfassende Daten über Gesundheitsfachkräfte von Doctolib in Frankreich, Deutschland und Italien.

Funktionen:

• ✅ Multi-Länder-Unterstützung (FR, DE, IT)
• 🔍 Tiefe Datenextraktion (15+ Datenpunkte)
• 📊 Marktintelligenz (Nachfrage-Scores, Wartezeiten)
• 🎯 Detaillierte Fachgebiets-Tags

Verwendung:

{
  "search_queries": ["Zahnarzt Berlin", "Hausarzt München"],
  "max_results": 50
}

Extrahierte Daten:

• Grundinformationen (Name, Fachgebiet, Kontakt)
• Öffnungszeiten
• Gesprochene Sprachen
• Akzeptierte Versicherungsarten
• Fachgebiets-Tags (5-20 pro Profil)
• Marktsignale (Nachfrage, Verfügbarkeit)

Doctolib Pro Scraper - Intelligence del Mercato Sanitario

Estrai dati completi sui professionisti sanitari da Doctolib in Francia, Germania e Italia.

Caratteristiche:

• ✅ Supporto multi-paese (FR, DE, IT)
• 🔍 Estrazione approfondita (15+ punti dati)
• 📊 Intelligence di mercato (punteggi di domanda, tempi di attesa)
• 🎯 Tag di competenza dettagliati

Utilizzo:

{
  "search_queries": ["Dentista Milano", "Medico generico Roma"],
  "max_results": 50
}

Dati estratti:

• Informazioni di base (nome, specialità, contatto)
• Orari di apertura
• Lingue parlate
• Tipi di assicurazione accettati
• Tag di competenza (5-20 per profilo)
• Segnali di mercato (domanda, disponibilità)

---

📄 License

This actor is provided as-is for data extraction purposes. Please ensure compliance with Doctolib's Terms of Service and applicable data protection regulations (GDPR, etc.) when using this tool.

---

Made with ❤️ for healthcare data professionals