Platform · Cars.com

Cars.com Data Scraping

On a new car, the MSRP is the manufacturer's, the price is the dealer's, and the badge is the marketplace's. Three sources on one card.

Cars.com data scraping covers new and used dealer inventory from the US marketplace run by Cars Commerce. On new cars, the MSRP is the manufacturer's and the listed price is the dealer's, so both are recorded with their source. Deal and verification badges are Cars.com's claims, recorded as displayed. Dealer identity comes from the listing. Private sellers' personal details are never collected, number plates are not collected from private listings, and a listing that disappears is not recorded as a sale.

US dealer inventory is the densest automotive dataset there is. Its value depends on keeping sources straight.

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Free pilot on your own Cars.com list, returned in 24 hours. No card, no trial clock — and you keep the sample data either way.

cars_com_sample.jsonl LIVE FEED

{"condition":"new","msrp":38995,"msrp_source":"manufacturer","listed_price":37480} {"badge":"as displayed","badge_source":"cars_com"} {"verification_label":"as displayed","verified_by_us":false}

illustrative sample rows · USthree sources on one listing · schema v1.0

Independence and trademarks. Actowiz Solutions is not affiliated with, endorsed by or connected to Cars.com or its owners. Cars.com and related marks belong to their respective owners, used here only to name the publicly accessible source this service collects from.

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Cars.com at a glance

How we handle Cars.com specifically

Platform-specific handling, not a generic retail template pointed at a different domain.

Marketplace: Cars.com — Cars Commerce (NYSE: CARS)
Listers: Dealers, around 19,000
New cars: MSRP and dealer price, both recorded
Badges: Cars.com's claims, as displayed
Verification: Dealer Verified Listings (2026), as labelled
Dealer software: Separate businesses; not collected
Comparison: Within mileage and age bands; new by trim
Refresh: Daily

Platform specifics

Three sources on one listing

These are the reasons a Cars.com dataset needs its own handling rather than a shared retail schema.

MSRP, price and badge

A new-car listing shows the manufacturer's suggested retail price and the dealer's price, which may include discounts or add-ons as the dealer presents them.

msrp with msrp_source: manufacturer, as displayed.
listed_price as the dealer shows it, with any stated add-ons or rebates recorded as terms.
badge recorded as displayed, with badge_source: cars_com.
verification_label recorded as Cars.com's statement about the listing, not as our verification.

Used cars, and what we do not do

Used inventory

Listings are compared within mileage and age bands, dealer and private kept apart, as on our mobile.de page. Used inventory on Cars.com is dealer stock.

New cars by trim

New-car prices are compared by trim, never across trims, and MSRPs are checked against manufacturers where possible, as on our configurator page.

What we do not do

Present badges as our assessment, treat dealer add-ons as part of MSRP, collect lead forms or shopper data, or record disappearance as a sale.

Scope

What we collect on Cars.com, and what we do not

The right column matters more than the left. Anyone can list fields; the limits are what tell you whether the dataset will hold up.

✅ What we collect

msrp with msrp_source: manufacturer
listed_price with add-ons and rebates as terms
badge with badge_source: cars_com
verification_label as Cars.com's statement
Dealer identity as displayed
New cars compared by trim
Used cars within mileage and age bands
Days on market from first observation
Price revisions dated

❌ What we do not, and why

Badges presented as our assessment
Dealer add-ons folded into MSRP
Lead forms or shopper data
Disappeared listings recorded as sales
VINs published in deliverables

Core Cars.com fields

The full dictionary is agreed during scoping. These are the fields specific to this platform.

Field	What it is on this platform
listing_id / condition	new or used
make / model / trim	As published
year / mileage / band	As published; band derived
msrp / msrp_source	Manufacturer
listed_price / currency	Dealer
addons_rebates	As terms
badge / badge_source	cars_com
verification_label	As displayed
dealer_name / dealer_city	As displayed
first_seen / last_seen	Lifecycle
observed_at	Timestamp

Use cases

What teams do with Cars.com data

New-car transaction context

Dealer prices against MSRP, by trim and region.

Used car pricing

Dealer asking prices within bands.

Dealer competitive intelligence

Competitors' inventory, pricing and days on market.

Badge analysis

How Cars.com's labels distribute, attributed.

The 24-hour sample — run on your sources, not ours

Send us a Cars.com item or category list. We run real collection against it and return the output within 24 hours, with the platform-specific fields populated so you can check them yourself rather than take our word for it.

Real extraction from your actual sources
Returned within 24 hours
Coverage and QA note included
You keep the data either way
No card, no trial clock
Named engineer on the call

Get my free sample Book a 20-min scoping call Reply within one business day. Reference calls available under NDA.

How we engage

Three ways to engage us

Same collection pipeline and QA underneath. The difference is who holds the schedule and how the data reaches you.

Managed service (most common)

We own the collection, the QA and the delivery. You receive clean data on a schedule and never touch a scraper.

Dedicated engineer assigned to your account
Site changes fixed by us, not reported to you
Scheduled delivery to your warehouse or S3
Named contact on Slack or email

Best fit: Teams who need the data, not the infrastructure.

API access

The same collection pipeline exposed as an authenticated REST endpoint your systems query directly.

On-demand and scheduled endpoints
Rate limits agreed to your load profile
Sandbox keys for integration testing
Versioned schema with deprecation notice

Best fit: Product and engineering teams building on live data.

One-time or project extraction

A defined pull for a specific question — market sizing, diligence, a pitch, a one-off audit.

Fixed scope agreed in writing upfront
Single delivery with full QA report
Methodology documented for your records
Converts to managed if you want continuity

Best fit: Research, strategy and diligence work with a deadline.

Pricing

Every engagement is quoted individually, because the honest answer depends on your scope: how many sources, how many records, how often, and how the data reaches you. We scope it with you, run a free pilot on your own sources, and then quote a fixed monthly figure — no per-request metering and no overage billing when volumes move. Request a quote and you will have a number after one call.

Cars.com is usually collected alongside its competitors

Almost nobody buys a single platform in isolation. Cars.com data becomes useful when it sits next to the competitor set on one schema, refreshed on one schedule, so a price index or availability comparison is genuinely like-for-like.

That is what automotive data covers, and a Cars.com-only engagement can be expanded into it without rebuilding. If you already know you need several platforms, start there instead — it is the same pipeline and usually the better scoping conversation.

FAQ

Cars.com data scraping: frequently asked questions

Platform-specific questions, including what cannot be collected here.

No, the manufacturer's. The listed price is the dealer's. Both are recorded with their source.

The marketplace's labels about a listing. We record them as displayed, as Cars.com's.

Dealer VINs can be used for matching but are not published in deliverables.

No.

It depends on regions, makes and frequency.

Talk to us.

See real Cars.com data before you commit to anything

Send us an item or category list. We return the output within 24 hours with the platform-specific fields populated.

Get a free sample Talk to an engineer

Free pilot, no card, no obligation. If we cannot collect a field you need on this platform, the sample shows you that too.

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