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    <title>DEV Community: James Blanchard</title>
    <description>The latest articles on DEV Community by James Blanchard (@jamesb).</description>
    <link>https://dev.to/jamesb</link>
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      <title>DEV Community: James Blanchard</title>
      <link>https://dev.to/jamesb</link>
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    <item>
      <title>Vehicle Data Infrastructure Built for Developers</title>
      <dc:creator>James Blanchard</dc:creator>
      <pubDate>Tue, 25 Aug 2026 23:20:41 +0000</pubDate>
      <link>https://dev.to/jamesb/vehicle-data-infrastructure-built-for-developers-336o</link>
      <guid>https://dev.to/jamesb/vehicle-data-infrastructure-built-for-developers-336o</guid>
      <description>&lt;p&gt;&lt;strong&gt;Evaluated like any other API&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Most developer infrastructure today can be evaluated the same way: read the documentation, make a test call, decide whether to build on it. Vehicle data has historically worked differently: a sales call, a contract negotiation, and an onboarding process before a developer ever saw a real response.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://data.vinaudit.com/" rel="noopener noreferrer"&gt;VinAudit Data&lt;/a&gt; is built to be evaluated the standard way: documentation first, sales conversation optional.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What's included&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;A single API contract covering:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Vehicle specifications — Trim-level detail by VIN or year/make/model/trim: engine, drivetrain, dimensions, fuel economy, colors, and equipment.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://data.vinaudit.com/vehicle-history-api" rel="noopener noreferrer"&gt;Vehicle history API&lt;/a&gt; — NMVTIS-backed title, accident, and ownership records across the U.S. and Canada.&lt;/li&gt;
&lt;li&gt;Market listings — Active for-sale inventory data pulled from listings across the market.&lt;/li&gt;
&lt;li&gt;Market values — Real-time and historical valuation estimates, including below- and above-market ranges.&lt;/li&gt;
&lt;li&gt;Automotive market data — Broader pricing and trend intelligence for demand forecasting and inventory planning.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://data.vinaudit.com/vehicle-images-api" rel="noopener noreferrer"&gt;Vehicle images API&lt;/a&gt; — Vehicle photos by VIN or year/make/model/trim, with options for pose, color, and background.&lt;/li&gt;
&lt;li&gt;Background removal — Automatically strips and standardizes photo backgrounds for clean, listing-ready images.&lt;/li&gt;
&lt;li&gt;Plate to VIN API — Resolves a license plate and state into a VIN-linked vehicle record, covering all 50 states.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;A real request&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Here's what a request against the Plate to VIN endpoint looks like:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
  &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;https://plate2vin.vinaudit.com/v1/licenselookup?&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt;
  &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;key=YOUR_API_KEY&amp;amp;plate=LICENSE_PLATE&amp;amp;state=STATE&amp;amp;format=json&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Who this is for&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Teams building pricing tools, dealer products, lending platforms, insurance workflows, and fleet software, anyone writing code against vehicle data rather than reading it off a static report.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Start building&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Create an account and start testing at Data.VinAudit.com. Full API documentation is available there as well.&lt;/p&gt;

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      <category>api</category>
      <category>opensource</category>
      <category>automotive</category>
      <category>vehiclehistory</category>
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