We extract residential and commercial listings, rental yields, deposit trends, and property metadata from NoBroker. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Residential Rent objects from nobroker.in. All fields typed and schema-versioned.
"property_id": "8a9fb329", "title": "2 BHK In Standalone Building For Rent In HSR Layout", "rent_amount": 32000, "deposit_amount": 150000, "bhk_type": "2 BHK", "furnishing": "Semi-Furnished", "sqft": 1100, "locality": "HSR Layout Sector 2"
| # | property_id | title | rent_amount | deposit_amount | bhk_type | sqft |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Buy & Sell objects from nobroker.in. All fields typed and schema-versioned.
"property_id": "8b2cd910", "title": "3 BHK Apartment For Sale In Sobha City", "price": 18500000, "price_per_sqft": 10571, "bhk_type": "3 BHK", "property_type": "Apartment", "possession_status": "Ready to Move", "city": "Bangalore"
| # | property_id | title | price | emi_estimate | price_per_sqft | bhk_type |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Commercial objects from nobroker.in. All fields typed and schema-versioned.
"property_id": "8c4df112", "title": "Office Space For Rent In Koramangala", "rent_amount": 150000, "carpet_area": 2500, "building_type": "Independent Commercial Building", "washrooms": 2, "power_backup": true, "lease_type": "Company Lease"
| # | property_id | title | rent_amount | deposit_amount | building_type | carpet_area |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for PG & Hostels objects from nobroker.in. All fields typed and schema-versioned.
"pg_id": "pg92341", "pg_name": "Sri Sai PG", "rent_amount": 8500, "room_type": "Double Sharing", "food_included": true, "gender_allowed": "Male", "ac_available": false, "notice_period": "30 Days"
| # | pg_id | pg_name | rent_amount | deposit_amount | room_type | food_included |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Locality Trends objects from nobroker.in. All fields typed and schema-versioned.
"locality_name": "HSR Layout Sector 2", "city": "Bangalore", "avg_rent_1bhk": 18500, "avg_rent_2bhk": 34000, "avg_rent_3bhk": 52000, "transit_score": 8.5, "lifestyle_score": 9.1
| # | locality_name | city | avg_rent_1bhk | avg_rent_2bhk | avg_rent_3bhk | transit_score |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our NoBroker scraper handles the complex map-based search rendering, infinite scrolls, and anti-bot systems to extract accurate property intelligence across major Indian cities.
Title, rent, deposit, sqft, facing, floor, property age, and exact coordinate locations for every active listing.
Map listings to specific micro-markets and extract society names to build master project databases.
Capture furnishing details, tenant preferences, pet rules, and parking availability directly from the listing.
Track asking prices, EMI estimates, and price-per-sqft metrics for residential sales.
Dedicated extraction schemas for office spaces, retail shops, and co-living PG accommodations.
Extract benchmark rental rates and locality scores computed by NoBroker algorithms.
Capture high-resolution image URLs for machine learning validation or visual display.
Operate pipelines across Bangalore, Mumbai, Pune, Chennai, Hyderabad, and Delhi NCR simultaneously.
Track listing availability, delistings, and price drops over time with daily change detection.
Brief in. Clean data out.
Provide target cities, micro-markets, property types, and transaction types (rent vs buy).
We configure Scrapy / Playwright crawlers, handle map-based infinite scroll, and rotate Indian residential proxies.
Schema validation, coordinate boundary checks, and null-rate monitoring before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Real estate aggregators deploy aggressive rate limiting and map-based rendering. Here is how we maintain steady extraction.
NoBroker search results rely heavily on React hydration and map-based API cursors. We run full browser sessions to trigger infinite scroll events and capture the underlying JSON payloads that headless HTTP clients miss entirely.
Real estate portals aggressively block data centre IPs and enforce strict geo-fencing. We route all requests through ISP-grade Indian residential proxies with realistic browser fingerprints to mimic human browsing behaviour.
Commercial spaces, PGs, and residential apartments use entirely different DOM structures. Our extraction logic dynamically detects the property type and applies the correct schema to ensure zero data loss.
Owners often list the same property multiple times. We hash coordinates, square footage, and floor numbers to identify duplicates and provide a clean, normalised dataset.
We maintain a state file of all active listings. Subsequent runs only push diffs, allowing you to track exactly when a property drops its rent or goes off the market.
Enrich master property databases with direct-from-owner listings and accurate coordinate data.
Model rental yields, deposit ratios, and capital appreciation across specific micro-markets.
Benchmark competitor pricing, deposit requirements, and amenity standards in target neighbourhoods.
Track housing density, gentrification trends, and rent inflation at the sector level.
Build lead generation models based on listing velocity and availability dates.
Feed automated valuation models (AVMs) with live market data and Rent-O-Meter benchmarks.
"NoBroker contains the highest density of owner-direct real estate listings in India - but extracting it requires navigating heavy React hydration and strict rate limits."
Most teams underestimate the investment required: reliable NoBroker scraping requires Indian residential proxies, full JavaScript rendering for map views, and daily maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis - not the infrastructure.
Everything supported by our nobroker.in scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, infinite scroll events, and interaction flows.
We maintain pools of Indian residential ISP proxies. Rotation happens per-request with sticky sessions where required to navigate rate limits.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About nobroker.in scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated property data. We do not extract personal data, bypass OTP walls, or violate user privacy.
No. NoBroker gates owner contact details behind an OTP verification wall and a paid credit system. We only extract publicly visible metadata.
We support all major Indian markets active on NoBroker, including Bangalore, Mumbai, Pune, Chennai, Hyderabad, Delhi NCR, Gurgaon, and Noida.
We use a deterministic hashing algorithm based on geo-coordinates, square footage, floor number, and property age to identify and merge duplicate listings.
Yes. By extracting both rental and sale listings in the same locality, you can calculate live rental yields and track them over time.
We typically configure daily runs for high-velocity markets like Bangalore and Mumbai, ensuring you capture new listings and price drops within 24 hours.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off city dump or a continuous rental yield feed across India - we scope, build, and operate the pipeline. Tell us what you need.
