Private beta · Built for automotive aftermarket data

Automotive product data, finally structured for scale.

CarFitManager helps automotive aftermarket sellers and distributors normalize supplier catalogs, vehicle databases and product compatibility data for scalable e-commerce exports.

Request pilot access Contact us Learn how it works →

Available in private beta. Broader rollout planned for 2026.

Fitment data workflow

Supplier data → structured commerce exports

Pilot-ready
1

Import

Raw supplier feeds (XML, CSV, API)

2

Normalize

Vehicle hierarchy and fitment attributes

3

Validate

Compatibility rules with AI assistance

4

Export

Commerce platforms, APIs, feeds

Multi-supplier

Data intake

Multi-market

Commerce layer

Private beta

Pilots available

The problem

Automotive fitment data is messy by default.

Every supplier describes vehicles, product references and compatibility rules differently. What looks like a simple catalog import quickly becomes a complex data problem.

Fragmented supplier catalogs

XML, CSV, PDF and spreadsheet feeds often use different structures, naming conventions and product references.

Inconsistent vehicle naming

The same vehicle can appear under multiple model names, generation codes, body styles or year ranges.

Manual compatibility work

Without a structured fitment layer, product-to-vehicle matching becomes slow, error-prone and difficult to scale.

The solution

A structured fitment layer between suppliers and commerce.

CarFitManager imports raw supplier data, normalizes vehicle and product records, validates compatibility decisions and prepares clean exports for e-commerce systems, APIs and partner feeds.

Supplier data in

Raw feeds, catalogs and product references.

Validated fitment out

Structured compatibility and export-ready data.

Supplier feeds raw

CarFitManager fitment layer

Normalize · Validate · Enrich · Promote · Export

XML

feeds

API

access

Commerce

exports

Platform capabilities

Built for the hard parts of automotive data.

Generic PIM systems manage product content. CarFitManager focuses on the automotive-specific layer: supplier vehicle references, fitment rules, body variants and export-ready compatibility data.

Supplier Data Normalization

Turn fragmented supplier files into structured product, vehicle and compatibility records.

Vehicle Fitment Logic

Manage product-to-vehicle relationships across makes, models, generations and fitment attributes.

AI-assisted Review

Use AI-supported workflows to standardize inconsistent labels, detect duplicates and support human validation.

Controlled Data Promotion

Validate records in staging before promoting clean products, vehicles and fitment links into production.

Multi-market Catalog Foundation

Prepare product, pricing and fitment data for multi-market automotive commerce across languages, countries and sales channels.

Commerce-ready Exports

Prepare clean data for XML feeds, APIs, e-commerce platforms and future marketplace integrations.

How it works

From supplier feeds to reliable fitment data.

A controlled workflow for importing, validating, enriching and publishing automotive product data.

1

Import raw supplier data

Load XML, CSV, API or spreadsheet feeds from automotive suppliers into a staging layer.

2

Normalize vehicles and products

Standardize vehicle references, product attributes, categories and supplier-specific naming.

3

Validate compatibility

Review product-to-vehicle relationships, detect duplicates and keep fitment decisions traceable.

4

Publish clean data

Export structured product and compatibility data to e-commerce systems, APIs and custom feeds.

Integration & Export Layer

Designed for multiple commerce channels.

CarFitManager is designed to prepare clean automotive product and fitment data for custom XML feeds, APIs and e-commerce platform exports.

Custom XML Feeds

Pilot-ready

Structured product, pricing and compatibility exports for partner feeds and e-commerce synchronization.

REST API

In development

Programmatic access to products, vehicles, fitment rules and export-ready data.

Magento 2

Planned

Designed to support product catalog and compatibility exports for Magento-based automotive stores.

WooCommerce

Planned

Feed-ready product and vehicle compatibility data for WooCommerce e-commerce stores.

Saleor / Headless Commerce

Planned

Future integration path for modern headless storefronts and multi-market e-commerce.

Marketplace & Partner Feeds

Research

Preparing catalog structures for future marketplace, distributor and partner data distribution.

Use cases

Designed for teams working with automotive product data.

For automotive e-commerce sellers

Centralize supplier catalogs, vehicle compatibility and export-ready product data for scalable storefront operations.

For distributors

Prepare cleaner product feeds for retail partners, downstream sales channels and internal data workflows.

For internal data teams

Reduce spreadsheet-based catalog work and keep product-to-vehicle fitment decisions traceable.

Pilot validation

Validated through real automotive e-commerce operations.

Real supplier data. Real compatibility challenges. Real commerce workflows.

CarFitManager is currently being developed and validated through a pilot implementation connected to MAKY.STORE, an automotive and outdoor e-commerce business serving European markets.

The platform is shaped around real supplier data, real compatibility challenges and real operational workflows — not demo datasets.

Real suppliers

catalog feeds

Real fitment

data problems

Real exports

commerce workflow

Private beta

Building better automotive product data?

CarFitManager is currently in private beta. We are open to selected pilot conversations with automotive aftermarket sellers, distributors and data partners.

Request pilot access Contact us

info@carfitmanager.com · Bratislava, Slovakia