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    <title>DEV Community: Dmitry</title>
    <description>The latest articles on DEV Community by Dmitry (@dmitrymeaqa).</description>
    <link>https://dev.to/dmitrymeaqa</link>
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    <item>
      <title>Nobody reads your test reports. Here's how I re-engineered them with a 3-layer architecture</title>
      <dc:creator>Dmitry</dc:creator>
      <pubDate>Thu, 07 May 2026 17:50:56 +0000</pubDate>
      <link>https://dev.to/dmitrymeaqa/nobody-reads-your-test-reports-heres-how-i-re-engineered-them-with-a-3-layer-architecture-3c3m</link>
      <guid>https://dev.to/dmitrymeaqa/nobody-reads-your-test-reports-heres-how-i-re-engineered-them-with-a-3-layer-architecture-3c3m</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Note:&lt;/strong&gt; BDR (Behavior-Driven Living Requirements) is my own architectural approach to organizing Playwright tests — a Cucumber-free alternative to BDD that I designed and documented at &lt;a href="https://bdr-methodology.dev/concepts/manifesto" rel="noopener noreferrer"&gt;bdr-methodology.dev&lt;/a&gt;.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;Monday morning. Coffee. You open GitLab — and CI is red. Classic.&lt;/p&gt;

&lt;p&gt;You open the report. There's a wall of text, five screens long. Somewhere in there: &lt;code&gt;TimeoutError&lt;/code&gt; on a click. The selector looks fine — &lt;code&gt;data-testid="checkout-submit"&lt;/code&gt;. But why did it fail? Was the database down? Did the frontend not render the button? Did some API return an unexpected response?&lt;/p&gt;

&lt;p&gt;To find out, you have to dive into the test code and debug it line by line. Mentally reconstruct what the app state was. Read through fifty lines of setup just to understand what was being tested.&lt;/p&gt;

&lt;p&gt;This is the real cost of unreadable test reports. Not the failure itself — but the hour you spend just figuring out &lt;em&gt;what&lt;/em&gt; failed and &lt;em&gt;why&lt;/em&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  The classic POM: looks clean, reports terribly
&lt;/h2&gt;

&lt;p&gt;Most teams start here. You write a clean Page Object:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight typescript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;Page&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;@playwright/test&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;CartPage&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="nx"&gt;page&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;Page&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{}&lt;/span&gt;

  &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="nf"&gt;clickCheckout&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;page&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getByTestId&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;checkout-submit&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;click&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The code looks great. Clean, atomic, no logic in the wrong place.&lt;/p&gt;

&lt;p&gt;But the report? It looks like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;✓ Test: User can complete purchase
  - clickCheckout
  - fillDetails
  - submit
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;How do you understand the context from that in five seconds? You can't. The developer opens the test code, reads through it, swears, mentally reconstructs what was happening. Time gone.&lt;/p&gt;




&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fuk5olcgihtvi2mqqo5yc.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fuk5olcgihtvi2mqqo5yc.png" alt="Example of a bad report — raw method names, no context" width="800" height="389"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  "Just use test.step everywhere" — don't do this
&lt;/h2&gt;

&lt;p&gt;Someone will suggest: "Just wrap everything in &lt;code&gt;test.step&lt;/code&gt;, what's the problem?"&lt;/p&gt;

&lt;p&gt;Don't. It works for three tests. At a hundred, it kills the project.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Copy-paste will destroy you.&lt;/strong&gt; The login → cart → checkout chain ends up in most test files. Login logic changes? Congratulations, you're editing fifty files by hand.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Maintenance becomes a nightmare.&lt;/strong&gt; Checkout now requires a "agree to terms" checkbox? Go insert &lt;code&gt;await page.click(...)&lt;/code&gt; in a hundred places.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Tests lose their meaning.&lt;/strong&gt; A ten-line test balloons to fifty lines of &lt;code&gt;await test.step(...)&lt;/code&gt; noise. The actual business intent disappears behind the boilerplate.&lt;/p&gt;




&lt;h2&gt;
  
  
  The fix: a Flow layer between POM and tests
&lt;/h2&gt;

&lt;p&gt;The solution is a layer between "dumb" pages and tests. But here's the key insight most teams miss: &lt;strong&gt;a Flow is not just a reusable helper. It's a business entity.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Think of an e-commerce app. You have three distinct business actions:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Adding a product to the cart&lt;/strong&gt; — a self-contained business event&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Placing an order&lt;/strong&gt; — another self-contained business event&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Processing payment&lt;/strong&gt; — yet another&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each of these deserves its own Flow class. Not because of DRY (though that's a nice side effect), but because each one represents a real business concept with its own rules and responsibilities.&lt;/p&gt;

&lt;p&gt;Then your Spec just assembles them like Lego:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight typescript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Scenario 1: full happy path&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;cart&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addProduct&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;laptop&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;checkout&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;placeOrder&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;address&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;payment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pay&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;card&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="c1"&gt;// Scenario 2: just verify cart behaviour&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;cart&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addProduct&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;laptop&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;cart&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;verifyTotal&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1200&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Same building blocks, different scenarios. The Spec doesn't care how "add product" works internally — it just uses the business entity.&lt;/p&gt;

&lt;p&gt;This distinction has a real consequence. If the business process for checkout changes from one screen to three, your test remains the same:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight typescript"&gt;&lt;code&gt;&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;checkoutFlow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;completePurchase&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;orderData&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You change the implementation inside the Flow, but the test — the business intent — stays untouched. That's the difference between a brittle script and a resilient test framework.&lt;/p&gt;

&lt;p&gt;A Flow is a conductor — it knows nothing about selectors or clicks. It only knows about the business process.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight typescript"&gt;&lt;code&gt;&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;CheckoutFlow&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="nx"&gt;cartPage&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;CartPage&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="nx"&gt;paymentPage&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;PaymentPage&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{}&lt;/span&gt;

  &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="nf"&gt;completePurchase&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;orderData&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;OrderData&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;test&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;WHEN: User proceeds to checkout&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;async &lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;cartPage&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;clickCheckout&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
      &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;expect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;paymentPage&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;form&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;toBeVisible&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="p"&gt;});&lt;/span&gt;

    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;test&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;WHEN: User fills payment details&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;async &lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;paymentPage&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;fillDetails&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;orderData&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;card&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;paymentPage&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;submit&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now the report looks like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;✓ Test: User can complete purchase
  ✓ WHEN: User proceeds to checkout
  ✓ WHEN: User fills payment details
  ✓ THEN: Order confirmation is displayed
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Flsl5dra6of1ei6qrvyh3.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Flsl5dra6of1ei6qrvyh3.png" alt="Clean report with business-level step names" width="800" height="394"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;Test failed? The developer opens the report. Thirty seconds — and they know exactly which business step broke. No code diving required.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why three layers — and what breaks if you skip one
&lt;/h2&gt;

&lt;p&gt;This is the part most teams skip. They add a Flow layer but let the boundaries blur. A month later, everything is tangled again.&lt;/p&gt;

&lt;p&gt;Here's why each layer exists and what happens when you violate it:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;POM knows about selectors. Nothing else.&lt;/strong&gt;&lt;br&gt;
If your POM starts containing business logic — "click checkout AND verify the payment page appeared" — you've coupled UI structure to business rules. Change the UI, and your business logic breaks with it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Flow knows about business processes. Nothing about selectors.&lt;/strong&gt;&lt;br&gt;
If your Flow starts calling &lt;code&gt;page.getByTestId(...)&lt;/code&gt; directly, you've lost the separation that makes refactoring safe. Now a selector change requires touching both the POM and the Flow.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Spec knows about intent. Nothing about implementation.&lt;/strong&gt;&lt;br&gt;
Your test should read like a user story. If it's full of &lt;code&gt;.fill()&lt;/code&gt; and &lt;code&gt;.click()&lt;/code&gt; calls, a non-engineer can't read it — and you've lost the "living documentation" value entirely.&lt;/p&gt;

&lt;p&gt;The rule: &lt;strong&gt;each layer talks only to the layer directly below it.&lt;/strong&gt; Spec → Flow → POM. Never skip a level.&lt;/p&gt;




&lt;h2&gt;
  
  
  What the report becomes
&lt;/h2&gt;

&lt;p&gt;With this architecture, your Allure report stops being a log of browser actions and becomes a record of business events.&lt;/p&gt;

&lt;p&gt;When a test fails, the report answers three questions immediately:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;What&lt;/strong&gt; was being tested (the test name)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Where&lt;/strong&gt; it broke (the step name)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;What the state was&lt;/strong&gt; (attached tables with data)&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;That's the difference between a report that developers ignore and one they actually use.&lt;/p&gt;




&lt;h2&gt;
  
  
  Try it
&lt;/h2&gt;

&lt;p&gt;This architecture is the foundation of BDR — Behavior-Driven Living Requirements.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://github.com/dmitryAQA/bdr-methodology" rel="noopener noreferrer"&gt;BDR Methodology&lt;/a&gt;&lt;/strong&gt; — full architecture docs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://github.com/dmitryAQA/playwright-bdr-template" rel="noopener noreferrer"&gt;Playwright BDR Template&lt;/a&gt;&lt;/strong&gt; — working implementation to clone&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;I'm open to QA Automation roles — remote, contract, or full-time.&lt;/em&gt;&lt;br&gt;
&lt;em&gt;&lt;a href="mailto:dmitryAQA@outlook.com"&gt;dmitryAQA@outlook.com&lt;/a&gt; | &lt;a href="https://t.me/DmitryMeAQA" rel="noopener noreferrer"&gt;@DmitryMeAQA&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

</description>
      <category>architecture</category>
      <category>automation</category>
      <category>productivity</category>
      <category>testing</category>
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