Datadory notebook
How E-commerce Operators Use Automotive Retail Data
1,744 datasets. Pick your catch. Every guide here is built on what the catalog can actually prove.
1,744 datasets. Pick your catch.
Where automotive retail data fits an auto-parts storefront's week
Your persona's page ranks these sources by fit - see all e-commerce-operators resources for the cross-industry view, or the industry-specific ranking at e-commerce operators use cases.
Which series times your promotions against US parts demand?
Promotion calendars and stock builds need a demand read that arrives fast and reaches back far. The U.S. Census Monthly Retail Trade Survey - Motor Vehicle and Parts Dealers delivers it: monthly sales, inventories and inventory-to-sales ratios for NAICS 441 from January 1992 to present, split into 44111 new car dealers, 44112 used car dealers and 4413 parts, accessories and tire stores, each seasonally adjusted and not adjusted. MARTS advance estimates land roughly five weeks after the reference month, which is early enough to re-time a promotion before the month closes.
For an aftermarket seller the 4413 line is the working number - it moves when drivers extend vehicle life, which is exactly the demand your SKUs ride. Inventory-to-sales ratios add a stocking signal you cannot get from search trends: rising dealer inventories usually precede discounting on the new side, and used-car strength shifts buyers toward repair over replacement.
How much car-parts retail already happens online?
Channel-mix decisions - how hard to push marketplace listings versus your own storefront, whether a parts category is digitally saturated - need the e-commerce share, not vibes. The U.S. Census Annual Retail Trade Survey / AIES - Motor Vehicle Dealers carries an e-commerce series for motor vehicle and parts dealers from 1998 through 2022, so you can compute online penetration across two decades and see whether a category still has headroom.
The same benchmark answers profitability questions: gross margin runs back to 1993, purchases and inventories to 1992, operating expenses to 2022 (detailed expense detail only in years ending in 2 and 7), and per-capita sales from 2000, all down to six-digit lines such as 44111 new car dealers and 44112 used car dealers. Quality score 9, commercial delivery terms, workbooks of just 60-200 KB each.
Pair it with NADA Data's annual dealership financial profile - a free 23-page PDF plus mid-year edition covering dealership counts, employment, payroll and department-level results for new, used, service and parts and body shop operations across all 50 states - to size the installer and service network your products flow through. NADA stays copyrighted, so quote figures with attribution rather than redistributing tables.
What can the UK vehicle parc tell your assortment plan?
The assortment logic is direct: rising plug-in and ultra-low-emission counts in the VEH tables shift demand toward EV-specific accessories and away from combustion consumables, region by region, before your own sales data confirms it.
How do you pick fulfillment and delivery geography with dealer-count data?
Warehouse siting, local ad spend and same-day promises all hinge on where vehicle owners cluster relative to the parts ecosystem. The U.S. Census County Business Patterns - Automobile Dealers Establishments gives establishment counts, mid-March employment and first-quarter and annual payroll for 44111 new car dealers and 44112 used car dealers at county, combined statistical area, place, ZIP code and congressional-district level. Reference year 2023 is the latest release, published 26 June 2025, and downloadable CSV series extend back to 1986.
Dealer density doubles as a proxy for car ownership and service capacity: a ZIP dense in dealer establishments but thin in your own order history is either a whitespace or a competitor stronghold worth checking. Respect the disclosure-noise flags (G/H/J/N) Census stamps on small employment cells when aggregating, and cite CBP as the source - both conditions come straight from the Bureau's terms.
For regional demand reads beyond dealer counts, the data.gov Federated Catalog indexes state fuel-gallons-sold and registration tables daily across roughly 1 to 20 records per query term, and the ONS Retail Sales Index adds Great Britain automotive fuel (SIC 47.3) value and volume indices monthly from January 1996 among its 622 series columns - a two-market momentum pair for cross-Atlantic sellers.
Pick up where this leaves off
Every one of these ships with sample rows before you commit to anything.
U.S. Census Monthly Retail Trade Survey - Motor Vehicle and Parts Dealers
NAICS Code · Kind of Business · Month column (e.g. 'Jul. 2026') …+6 more
U.S. Census Annual Retail Trade Survey / AIES - Motor Vehicle Dealers
NAICS · NAICS_LABEL · GEO_LABEL …+7 more
NADA Data - Annual Dealership Financial Profile and Market Reports
UK DfT Vehicle Licensing Statistics Collection (VEH01-VEH03)
SMMT UK Vehicle Data Hub - Registrations and Vehicles in Use
NHTSA vPIC Vehicle Manufacturer and VIN API Data
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Get a sampleQuestions worth asking
Where can I get free monthly car-parts demand data for the US?
Use the U.S. Census Monthly Retail Trade Survey, which publishes monthly sales, inventories and inventory-to-sales ratios for NAICS 441 from January 1992 to present, split into new car dealers (44111), used car dealers (44112) and parts stores (4413). MARTS advance estimates arrive roughly five weeks after the reference month, free as xlsx or csv.
Is there a free VIN decoder API with no key?
Yes. NHTSA's vPIC REST API decodes VINs and lists manufacturers, makes, models, WMI codes and equipment plant codes with no integration key required, returning JSON, XML or CSV. It refreshes monthly and shares the slice's top quality score of 10 with the Census monthly retail trade series, making it the natural fitment backbone for parts and accessory selectors.
Which series shows how much car-parts retail happens online?
The U.S. Census Annual Retail Trade Survey reports an e-commerce series for motor vehicle and parts dealers spanning 1998 to 2022, alongside gross margin back to 1993, per-capita sales from 2000 and operating expenses to 2022 for NAICS 441 down to six-digit lines such as 44111. Everything is commercial delivery terms, so you can compute and publish the penetration trend freely.