India Doctor & Clinic Scraper — Fees, Ratings & Verified Profiles

The only structured data source you need for Indian doctors. Ask Claude or ChatGPT "find me the top-rated cardiologists in Mumbai with consultation fees under ₹800" — this is the actor that makes that question answerable.

Pulls live data from Practo.com, India's largest healthcare platform with 100,000+ verified doctor profiles across every major city and specialty. Returns clean JSON ready for AI pipelines, CRMs, spreadsheets or dashboards.

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What you get

Every doctor record includes:

Field	Example
doctorName	Dr. Priya Sharma
specialty	Dermatologist
experienceYears	14
qualifications	MBBS, MD - Dermatology
consultationFee	800 (INR)
clinicName	Skin & Smile Clinic
clinicAddress	42, MG Road, Indiranagar, Bangalore
locality	Indiranagar
city	Bangalore
reviewCount	312
isVerified	true
onlineConsultationAvailable	true
profileUrl	https://www.practo.com/bangalore/doctor/...

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Why this beats every alternative

vs Google Maps — Maps shows clinics, not doctors. No fees, no qualifications, no specialty-level search. This actor returns the actual doctor behind the clinic with their credentials and pricing.

vs manual research — Practo has 100,000+ profiles. Manually collecting 50 doctors with fees, ratings and addresses would take days. This does it in minutes.

vs other scrapers — Built specifically for Practo's React/Redux architecture. Extracts data from the server-rendered state blob, not brittle HTML selectors that break every week.

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Example input

{
  "city": "Bangalore",
  "specialty": "dermatologist",
  "maxResults": 100,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

Works for any combination of:

Cities — Delhi, Mumbai, Bangalore, Hyderabad, Chennai, Pune, Kolkata, Ahmedabad, Jaipur, Chandigarh, Kochi, Lucknow, Nagpur, Indore, Surat, Visakhapatnam, Coimbatore and 10+ more.

Specialties — dentist, cardiologist, dermatologist, gynecologist, orthopedic-surgeon, pediatrician, general-physician, psychiatrist, neurologist, gastroenterologist, ophthalmologist, ent-specialist, urologist, oncologist, endocrinologist and 35+ more.

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Example output

[
  {
    "doctorName": "Dr. Sourabh Nagpal",
    "specialty": "Dentist",
    "experienceYears": 21,
    "qualifications": "BDS, MDS - Prosthodontist And Crown Bridge",
    "consultationFee": 500,
    "clinicName": "Matrix Dental & Skin Lounge",
    "clinicAddress": "14, Ground Floor, Poorvi Marg, Vasant Vihar, Delhi",
    "locality": "Vasant Vihar",
    "city": "Delhi",
    "rating": null,
    "reviewCount": 1701,
    "isVerified": true,
    "onlineConsultationAvailable": true,
    "profileUrl": "https://www.practo.com/delhi/doctor/dr-sourabh-nagpal-dentist",
    "phone": null
  }
]

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Use with AI agents

Ask Claude (via Anthropic API)

import anthropic
import apify_client

# 1. Scrape the data
client = apify_client.ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("fervent_bus/india-doctor-scraper").call(run_input={
    "city": "Mumbai",
    "specialty": "cardiologist",
    "maxResults": 50
})
doctors = list(client.dataset(run["defaultDatasetId"]).iterate_items())

# 2. Ask Claude anything about it
anthropic_client = anthropic.Anthropic()
message = anthropic_client.messages.create(
    model="claude-sonnet-5",
    max_tokens=1024,
    messages=[{
        "role": "user",
        "content": f"Which 5 cardiologists in Mumbai have the best reviews and offer online consultation? Data: {doctors}"
    }]
)
print(message.content[0].text)

Ask ChatGPT

import openai, json

openai_client = openai.OpenAI()
response = openai_client.chat.completions.create(
    model="gpt-4o",
    messages=[{
        "role": "user",
        "content": f"Summarise the dermatologist market in Bangalore — average fees, top-rated doctors, most common qualifications. Data: {json.dumps(doctors)}"
    }]
)
print(response.choices[0].message.content)

MCP tool definition (for any agent framework)

{
  "name": "find_doctors_india",
  "description": "Find doctors and clinics in any Indian city by specialty. Returns fees, ratings, qualifications and addresses.",
  "parameters": {
    "city": { "type": "string", "description": "Indian city e.g. Delhi, Mumbai, Bangalore" },
    "specialty": { "type": "string", "description": "Medical specialty e.g. cardiologist, dentist, dermatologist" },
    "maxResults": { "type": "integer", "default": 20 }
  }
}

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Real use cases

Healthcare sales & lead gen — Pharma reps, medical device companies and health-tech startups use this to build targeted lists of specialist doctors with clinic addresses for outreach.

Insurance network mapping — Build and verify provider directories. Cross-check which doctors and clinics are active in a city before adding them to a network.

Market research — Compare consultation fee ranges, doctor density and review volumes across cities. Essential for any healthtech product deciding where to launch.

Clinic aggregator / booking platform — Seed your own platform with real clinic and doctor data rather than building a directory from scratch.

AI health assistants — Let users ask natural-language questions like "Who is the best gynecologist in South Delhi with online consult under ₹500?" and power the answer with real data.

Academic research — Study healthcare access, fee distribution and specialist availability across Indian cities and tiers.

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Pricing

$0.004 per result — 1,000 doctor records for $4.

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Notes

• Requires Apify Residential Proxies — enable in the proxyConfiguration input (pre-filled). Practo blocks datacenter IPs.
• Specialty must match Practo's URL slugs: lowercase, hyphenated e.g. general-physician, orthopedic-surgeon.
• phone and rating are null in listing results — Practo doesn't expose phone numbers publicly and star ratings only appear on individual profile pages.
• Adds a 2–4s random delay between pages.

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Built with Apify · Camoufox · Source on GitHub