Knowledge Base

Year-Make-Model (YMM) Data: The Engine Behind “Shop by Vehicle” Parts Selectors

Knowledge Base / By

A “Shop by Vehicle” selector helps parts shoppers narrow a catalog to products associated with their vehicle. Year, make, and model provide the starting point, but many fitment decisions also depend on additional attributes — engine, drivetrain, submodel, or body style. When a shopper selects the wrong configuration, even accurate product application data can return …

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Why Accurate VIN Data Matters for Automotive Businesses

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Accurate VIN data matters because many downstream decisions — from insurance quoting to parts fitment — depend on identifying the correct vehicle configuration. For data-driven workflows, decoding a 17-character VIN into structured attributes such as trim, engine, and drivetrain makes that identifier more operationally useful for insurers, fleet operators, parts providers, and software teams. By …

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Salvage & Total-Loss VIN Decoding for Insurers and Auto Recyclers

General, Knowledge Base / By

ESP Data Solutions helps insurers, salvage pools, and auto recyclers turn a VIN into clean, structured vehicle data. Accuracy matters most at three points in that workflow: total-loss valuation, NMVTIS reporting, and parts inventory. So, does VinLink handle salvage/total-loss VIN decoding? Contact ESP Data Quick Answer Yes. VinLink™ decodes VINs for salvage, rebuilt, and total-loss …

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Turn a License Plate Into Vehicle Data With the Plate-to-VIN API

Development / By

License plate lookup API ESP Data Solutions’ Plate-to-VIN API uses a license plate and registration state to locate one or more associated VINs, then decodes each VIN into structured vehicle data. Businesses can go from a plate number to year, make, model, trim, and available specifications through one connected workflow. Explore Plate-to-VIN or request a …

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Bulk VIN Decoding for Fleet Vehicle Onboarding

Knowledge Base / By

Developer Guide Fleet systems need accurate vehicle data before assets can be insured, maintained, tracked, or reported. Bulk VIN decoding turns that onboarding work into a faster, cleaner data pipeline. Short answer: bulk VIN decoding lets developers submit many VINs in one structured workflow and receive normalized vehicle data back at scale. For fleet onboarding, …

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