Scrape new and used vehicle listings, dealer inventory, real-time pricing, specifications, EMI offers, and consumer reviews from CarDekho, CarWale, OLX Autos, Cars24, and 100+ automotive platforms. Structured auto data for pricing intelligence, dealer tools, and market research.
Automotive data scraping is the automated extraction of structured vehicle intelligence from car listing portals, OEM websites, dealer inventory systems, and automotive review platforms. Each listing is a rich data record: make, model, variant, manufacturing year, mileage, fuel type, transmission, colour, location, seller type, asking price, days on market, and seller contact signals. Aggregating this at scale across new and used vehicle markets gives dealers, OEMs, fintech companies, and market researchers the structured intelligence they need to price confidently, understand market movements, and identify commercial opportunities.
India's automotive market has distinct characteristics that make local platform expertise essential. CarDekho, CarWale, OLX Autos, Cars24, and Spinny are the dominant digital platforms for used car discovery, each with different inventory depth, pricing dynamics, and seller segments. New car pricing โ with OEM price lists, dealer discounts, exchange offers, and EMI schemes โ lives primarily on OEM websites and dealer aggregators. DataFlirt covers both layers with platform-specific scrapers built for each source's unique structure.
Pricing intelligence is the most commercially immediate application of automotive data. Used car prices on platforms like CarDekho and OLX Autos update daily as new listings appear, prices are revised, and inventory sells through. Days-on-market data โ how long a vehicle has been listed โ is a powerful demand signal: vehicles with high days-on-market indicate pricing above market clearing levels. DataFlirt's scrapers capture this temporal dimension, giving clients a dynamic, continuously updated view of market clearing prices rather than static snapshots.
Electric vehicle data is a fast-growing dimension. Tata Nexon EV, MG ZS EV, Ola Electric, and the expanding EV segment carry pricing, range, charging specifications, and subsidy eligibility data that requires specialised collection. DataFlirt tracks the EV segment specifically โ new vehicle pricing and spec data, subsidy structures, charging network coverage, and the nascent used EV market as early-generation vehicles enter secondary markets.
Comprehensive extraction built for reliability, accuracy, and scale.
Scrape make, model, variant, year, mileage, fuel type, transmission, colour, location, seller type, price, and listing age for every relevant listing.
Track asking prices, price revisions, and days-on-market changes across platforms with full historical price trajectory per listing.
Monitor dealer-specific inventory โ what they have, how it is priced, and how fast it moves โ for competitive dealer intelligence.
Extract OEM price lists, variant specifications, ex-showroom prices, dealer offers, exchange bonuses, and EMI scheme details.
Collect owner reviews, expert ratings, and reliability signals for models from automotive review platforms.
Track EV model pricing, range specifications, subsidy eligibility, charging network data, and the growing used EV market.
Every field you need, structured and ready to use downstream.
A proven process that turns any source into clean structured data โ reliably.
{ "status": "success", "source": "cardekho", "scraped_at": "2025-03-21T09:00:00Z", "listing": { "id": "CD-BLR-204821", "make": "Maruti Suzuki", "model": "Brezza", "variant": "ZXi Plus AT", "year": 2023, "km_driven": 18400, "price_inr": 1095000, "fuel": "Petrol", "transmission": "Automatic", "city": "Bengaluru", "seller_type": "Individual" } }
Built on proven open-source tools and cloud infrastructure โ no vendor lock-in.
City and region-specific listing collection with location-accurate pricing data โ critical for markets where prices vary significantly by geography.
Diff-based monitoring identifies price revisions, new photos, spec updates, and de-listing events with timestamped change logs.
Vehicle specifications normalised to a consistent taxonomy โ standardised fuel types, transmission names, and body style categories across sources.
Dedicated extractors for EV-specific fields: range (km), battery capacity, charging time, connector type, and FAME subsidy eligibility.
Seller type identified and segmented โ dealer inventory tracked separately from individual seller listings for distinct market analysis.
Days-on-market, price revision history, and estimated market value derived from listing data as enriched analytical signals.
From solo analysts to enterprise data teams โ here's how organizations use this data.
With over 4 million used cars changing hands annually and new vehicle launches at record pace, automotive intelligence has never been more valuable. DataFlirt delivers the daily, structured vehicle market data โ from CarDekho listing depths to OEM price lists to EV transition signals โ that dealers, OEMs, and financial institutions need to price correctly, compete effectively, and stay ahead of a market that does not stand still.
Start free and scale as your data needs grow.
For small teams and projects getting started with data.
For growing teams with serious data requirements.
For large organizations with custom requirements.
Everything you need to know before getting started.
Join data teams worldwide using DataFlirt to power products, research, and operations with reliable, structured web data.
