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    <title>DEV Community: Russ</title>
    <description>The latest articles on DEV Community by Russ (@russ-ct).</description>
    <link>https://dev.to/russ-ct</link>
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      <title>DEV Community: Russ</title>
      <link>https://dev.to/russ-ct</link>
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    <item>
      <title>Add 12 Wines in 12 Seconds</title>
      <dc:creator>Russ</dc:creator>
      <pubDate>Mon, 09 Jun 2025 05:33:31 +0000</pubDate>
      <link>https://dev.to/russ-ct/add-12-wines-in-12-seconds-2ack</link>
      <guid>https://dev.to/russ-ct/add-12-wines-in-12-seconds-2ack</guid>
      <description>&lt;h1&gt;
  
  
  Add via Receipt: A Frictionless Way to Add Wine to Your Cellar
&lt;/h1&gt;

&lt;p&gt;This is a submission for the &lt;a href="https://dev.to/challenges/postmark"&gt;Postmark Challenge: Inbox Innovators&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;At CellarTracker, we help wine collectors track their cellars and tasting experiences. I built the &lt;strong&gt;Add via Receipt&lt;/strong&gt; feature which allows users to forward wine purchase receipts and have those wines automatically parsed and added to their collection.&lt;/p&gt;

&lt;p&gt;This dramatically reduces friction for collectors, especially those buying wine regularly from online or brick-and-mortar retailers. It eliminates the tedious manual entry process and makes cellar management as simple as sending an email.&lt;/p&gt;

&lt;p&gt;We now support:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Text-based receipts (from emails)&lt;/li&gt;
&lt;li&gt;PDF receipts&lt;/li&gt;
&lt;li&gt;Image-based receipts (like photos of a printed receipt)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Backstory
&lt;/h2&gt;

&lt;p&gt;I originally attempted to implement this feature using &lt;strong&gt;Office365&lt;/strong&gt; shared inboxes. As a developer, this was an absolute nightmare. OAuth was convoluted, IMAP polling was unreliable, and basic webhook-style delivery for incoming mail was simply not available. &lt;/p&gt;

&lt;p&gt;After wasting far too much time wrangling OAuth tokens and dealing with Outlook's strange throttling and error behaviors, I made the switch to &lt;strong&gt;Postmark&lt;/strong&gt;, and it was like night and day.&lt;/p&gt;

&lt;p&gt;Postmark’s inbound webhooks were easy to configure, fast to process, and—critically—reliable.  It’s now a core part of how thousands of users add wine to their cellars every month.&lt;/p&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;p&gt;You can try this feature live on &lt;a href="https://www.cellartracker.com" rel="noopener noreferrer"&gt;https://www.cellartracker.com&lt;/a&gt; or through our new mobile app (available on iOS and Android).&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Forward a receipt to &lt;code&gt;add@cellartracker.com&lt;/code&gt; from your CellarTracker-associated email.&lt;/li&gt;
&lt;li&gt;Wait a few seconds (usually &amp;lt; 1 minute).&lt;/li&gt;
&lt;li&gt;Open the mobile app and you'll see a notification for the wines being ready to review.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Screenshots and video demo coming soon!&lt;/p&gt;

&lt;h2&gt;
  
  
  Code Repository
&lt;/h2&gt;

&lt;p&gt;This is part of our production codebase and is not currently open source, but we’re happy to share implementation details and design decisions.&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Inbound email:&lt;/strong&gt; &lt;a href="https://postmarkapp.com/inbound" rel="noopener noreferrer"&gt;Postmark Inbound Webhooks&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Processing stack:&lt;/strong&gt; Azure Functions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Parsing PDFs and images:&lt;/strong&gt; Azure OpenAI&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Wine matching:&lt;/strong&gt; Fuzzy string matching and normalization against our 4M+ wine record database
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;UX:&lt;/strong&gt; Mobile built with React Native&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Wine collectors often receive many receipts and invoices each month. Our users can now simply forward them—whether it’s a digital invoice, a photo from a store visit, or a fancy printed receipt—and CellarTracker handles the rest.&lt;/p&gt;

&lt;p&gt;Thanks to Postmark, this was fast, robust, and dev-friendly to build.&lt;/p&gt;




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