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    <title>Forem: Rajkumar Sony</title>
    <description>The latest articles on Forem by Rajkumar Sony (@rajkumarsony).</description>
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      <title>Coding Principles for Spring Boot</title>
      <dc:creator>Rajkumar Sony</dc:creator>
      <pubDate>Thu, 19 Feb 2026 03:29:35 +0000</pubDate>
      <link>https://forem.com/rajkumarsony/coding-principles-for-spring-boot-3072</link>
      <guid>https://forem.com/rajkumarsony/coding-principles-for-spring-boot-3072</guid>
      <description>&lt;p&gt;Here is the complete set that covers what teams actually use in real Spring Boot code (design, Spring patterns, testing, security, ops).&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%2Fg1rtvg0fnwkmfurskcn3.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%2Fg1rtvg0fnwkmfurskcn3.png" alt=" " width="800" height="332"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  1) Prefer constructor injection (not field injection)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Dependencies should be explicit and testable.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Service&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;private&lt;/span&gt; &lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="nc"&gt;OrderRepository&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;

  &lt;span class="nc"&gt;OrderService&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;OrderRepository&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;repo&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;
  &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Service&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="nd"&gt;@Autowired&lt;/span&gt;
  &lt;span class="kd"&gt;private&lt;/span&gt; &lt;span class="nc"&gt;OrderRepository&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt; &lt;span class="c1"&gt;// hidden dependency&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  2) Keep controllers thin, put logic in services
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Controllers handle HTTP, services handle business rules.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@RestController&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderController&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;private&lt;/span&gt; &lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="nc"&gt;OrderService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;

  &lt;span class="nc"&gt;OrderController&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;OrderService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;service&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;

  &lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/orders"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
  &lt;span class="nc"&gt;OrderResponse&lt;/span&gt; &lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;CreateOrderRequest&lt;/span&gt; &lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
  &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@RestController&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderController&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="nd"&gt;@Autowired&lt;/span&gt; &lt;span class="nc"&gt;OrderRepository&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;

  &lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/orders"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
  &lt;span class="nc"&gt;Order&lt;/span&gt; &lt;span class="nf"&gt;save&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;Order&lt;/span&gt; &lt;span class="n"&gt;o&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;o&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;setStatus&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"NEW"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
    &lt;span class="n"&gt;o&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;setCreatedAt&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Instant&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;now&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;save&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;o&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt; &lt;span class="c1"&gt;// business logic in controller&lt;/span&gt;
  &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  3) Separate API DTOs from JPA entities
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Entities are persistence models, not public API contracts.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="n"&gt;record&lt;/span&gt; &lt;span class="nf"&gt;CreateUserRequest&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{}&lt;/span&gt;
&lt;span class="n"&gt;record&lt;/span&gt; &lt;span class="nf"&gt;UserResponse&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Long&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/users"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="nc"&gt;UserEntity&lt;/span&gt; &lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;UserEntity&lt;/span&gt; &lt;span class="n"&gt;entity&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="c1"&gt;// leaking entity&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;save&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;entity&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  4) Validate inputs with Bean Validation
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Reject bad input early and consistently.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="n"&gt;record&lt;/span&gt; &lt;span class="nf"&gt;SignupRequest&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;
  &lt;span class="nd"&gt;@jakarta&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;validation&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;constraints&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;Email&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt;
  &lt;span class="nd"&gt;@jakarta&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;validation&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;constraints&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;NotBlank&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;password&lt;/span&gt;
&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{}&lt;/span&gt;

&lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/signup"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;UserResponse&lt;/span&gt; &lt;span class="nf"&gt;signup&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@Valid&lt;/span&gt; &lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;SignupRequest&lt;/span&gt; &lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/signup"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;UserResponse&lt;/span&gt; &lt;span class="nf"&gt;signup&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;Map&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;(!&lt;/span&gt;&lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;get&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"email"&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;contains&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"@"&lt;/span&gt;&lt;span class="o"&gt;))&lt;/span&gt; &lt;span class="k"&gt;throw&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;RuntimeException&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"bad"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
  &lt;span class="o"&gt;...&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  5) Centralize error handling with @ControllerAdvice
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; One place for consistent HTTP errors.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@RestControllerAdvice&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;ApiErrors&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="nd"&gt;@ExceptionHandler&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;NotFoundException&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;class&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
  &lt;span class="nc"&gt;ResponseEntity&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;?&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;handle&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;NotFoundException&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nc"&gt;ResponseEntity&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;status&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;404&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;body&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Map&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;of&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"error"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getMessage&lt;/span&gt;&lt;span class="o"&gt;()));&lt;/span&gt;
  &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@GetMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/orders/{id}"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;Order&lt;/span&gt; &lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@PathVariable&lt;/span&gt; &lt;span class="nc"&gt;Long&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;get&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
  &lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Exception&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;throw&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;ResponseStatusException&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;HttpStatus&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;NOT_FOUND&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  6) Use correct HTTP status codes and responses
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; API should be predictable.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/orders"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;ResponseEntity&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;OrderResponse&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@Valid&lt;/span&gt; &lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;CreateOrderRequest&lt;/span&gt; &lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;created&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nc"&gt;ResponseEntity&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;status&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;201&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;body&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;created&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/orders"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;OrderResponse&lt;/span&gt; &lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;CreateOrderRequest&lt;/span&gt; &lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="c1"&gt;// always 200&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  7) Use meaningful package structure (by feature is often best)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Code should be easy to find.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;com.app.orders/
  OrderController, OrderService, OrderRepository, dto/
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;com.app.controller/, com.app.service/, com.app.repo/
(100+ files per folder)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  8) Keep transaction boundaries in service layer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Transactions should wrap business operations, not controllers.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Service&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TransferService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="nd"&gt;@Transactional&lt;/span&gt;
  &lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;transfer&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;long&lt;/span&gt; &lt;span class="n"&gt;from&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;long&lt;/span&gt; &lt;span class="n"&gt;to&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;BigDecimal&lt;/span&gt; &lt;span class="n"&gt;amount&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@RestController&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TransferController&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="nd"&gt;@Transactional&lt;/span&gt;
  &lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/transfer"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
  &lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;transfer&lt;/span&gt;&lt;span class="o"&gt;(...)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="c1"&gt;// transaction tied to web layer&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  9) Don’t swallow exceptions; wrap with context
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Errors should keep meaning and traceability.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;call&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;IOException&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;throw&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;ExternalCallException&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"payment-provider failed"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;call&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Exception&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="kc"&gt;null&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt; &lt;span class="c1"&gt;// silent failure&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  10) Use logging wisely (no System.out)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Use structured logs, correct levels.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;private&lt;/span&gt; &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="nc"&gt;Logger&lt;/span&gt; &lt;span class="n"&gt;log&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;LoggerFactory&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getLogger&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;getClass&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;
&lt;span class="n"&gt;log&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;info&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Created order id={}"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;orderId&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;println&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Created order "&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;orderId&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  11) Never log secrets (tokens, passwords, full cards)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Logs are not a safe place.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="n"&gt;log&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;info&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Login attempt email={}"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="n"&gt;log&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;info&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Login payload={}"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt; &lt;span class="c1"&gt;// might contain password&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  12) Use configuration properties instead of sprinkling @Value
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Strong typing + one place for config.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@ConfigurationProperties&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;prefix&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s"&gt;"app.storage"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;record&lt;/span&gt; &lt;span class="nf"&gt;StorageProps&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;bucket&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;timeoutSeconds&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{}&lt;/span&gt;

&lt;span class="nd"&gt;@Bean&lt;/span&gt;
&lt;span class="nc"&gt;StorageClient&lt;/span&gt; &lt;span class="nf"&gt;client&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;StorageProps&lt;/span&gt; &lt;span class="n"&gt;p&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Value&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"${app.storage.bucket}"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;bucket&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;
&lt;span class="nd"&gt;@Value&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"${app.storage.timeoutSeconds}"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;timeout&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt; &lt;span class="c1"&gt;// scattered&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  13) Use profiles for environment differences
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; No “if prod do X” in code.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Profile&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"dev"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nd"&gt;@Bean&lt;/span&gt; &lt;span class="nc"&gt;DataSource&lt;/span&gt; &lt;span class="nf"&gt;devDs&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;

&lt;span class="nd"&gt;@Profile&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"prod"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nd"&gt;@Bean&lt;/span&gt; &lt;span class="nc"&gt;DataSource&lt;/span&gt; &lt;span class="nf"&gt;prodDs&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"prod"&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;equals&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getenv&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"ENV"&lt;/span&gt;&lt;span class="o"&gt;)))&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="c1"&gt;// brittle&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  14) Prefer immutability for DTOs and configs
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Fewer bugs, easier reasoning.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="n"&gt;record&lt;/span&gt; &lt;span class="nf"&gt;Money&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;BigDecimal&lt;/span&gt; &lt;span class="n"&gt;amount&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;currency&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Money&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="nc"&gt;BigDecimal&lt;/span&gt; &lt;span class="n"&gt;amount&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;
  &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;currency&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt; &lt;span class="c1"&gt;// mutable and public&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  15) Avoid “God services”; keep single responsibility
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; One class should do one job.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;PricingService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;InventoryService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;CheckoutService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="c1"&gt;// composes them&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;AppService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="c1"&gt;// does pricing + inventory + email + auth + reports&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  16) Use repository methods that match intent
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Queries should be readable.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;UserRepository&lt;/span&gt; &lt;span class="kd"&gt;extends&lt;/span&gt; &lt;span class="nc"&gt;JpaRepository&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;User&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;Long&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="nc"&gt;Optional&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;User&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;findByEmail&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nc"&gt;List&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;User&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;users&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;findAll&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;users&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;stream&lt;/span&gt;&lt;span class="o"&gt;().&lt;/span&gt;&lt;span class="na"&gt;filter&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;u&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getEmail&lt;/span&gt;&lt;span class="o"&gt;().&lt;/span&gt;&lt;span class="na"&gt;equals&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;)).&lt;/span&gt;&lt;span class="na"&gt;findFirst&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  17) Avoid N+1 queries, fetch intentionally
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Performance should not be accidental.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Query&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"select o from Order o join fetch o.items where o.id = :id"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;Optional&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;Order&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;findWithItems&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@Param&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"id"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="nc"&gt;Long&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nc"&gt;Order&lt;/span&gt; &lt;span class="n"&gt;o&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;findById&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;orElseThrow&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;span class="c1"&gt;// later: o.getItems().size(); // triggers lazy loads per item chain&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  18) Use pagination for list endpoints
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Protect DB and API.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@GetMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/users"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;Page&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;UserResponse&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;list&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Pageable&lt;/span&gt; &lt;span class="n"&gt;pageable&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@GetMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/users"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;List&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nc"&gt;UserResponse&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;list&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getAllUsers&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="c1"&gt;// can explode&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  19) Make endpoints idempotent where it matters
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Retries should be safe.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@PutMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/users/{id}"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;UserResponse&lt;/span&gt; &lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@PathVariable&lt;/span&gt; &lt;span class="nc"&gt;Long&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nd"&gt;@RequestBody&lt;/span&gt; &lt;span class="nc"&gt;UpdateUserRequest&lt;/span&gt; &lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/users/{id}/update"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="c1"&gt;// action-style, unclear semantics&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  20) Prefer explicit response shapes (don’t return Map everywhere)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Strong contracts help clients.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="n"&gt;record&lt;/span&gt; &lt;span class="nf"&gt;HealthResponse&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;status&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;Instant&lt;/span&gt; &lt;span class="n"&gt;time&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nc"&gt;Map&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;of&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"status"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="s"&gt;"ok"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="s"&gt;"t"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;currentTimeMillis&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  21) Use @Transactional(readOnly = true) for read paths
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Helps performance and intent.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Transactional&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;readOnly&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;UserResponse&lt;/span&gt; &lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;long&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Transactional&lt;/span&gt;
&lt;span class="nc"&gt;UserResponse&lt;/span&gt; &lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;long&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="c1"&gt;// writes not needed&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  22) Do not put external calls inside DB transactions
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Transactions should be short.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;paymentId&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;paymentClient&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;charge&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="nd"&gt;@Transactional&lt;/span&gt;
&lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;saveOrder&lt;/span&gt;&lt;span class="o"&gt;(...)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Transactional&lt;/span&gt;
&lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;checkout&lt;/span&gt;&lt;span class="o"&gt;(...)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="n"&gt;paymentClient&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;charge&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;req&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt; &lt;span class="c1"&gt;// slow network inside transaction&lt;/span&gt;
  &lt;span class="n"&gt;repo&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;save&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;order&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  23) Use time abstractions for testability (Clock)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Don’t hardcode “now”.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Service&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TokenService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;private&lt;/span&gt; &lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="nc"&gt;Clock&lt;/span&gt; &lt;span class="n"&gt;clock&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;
  &lt;span class="nc"&gt;TokenService&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Clock&lt;/span&gt; &lt;span class="n"&gt;clock&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;clock&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;clock&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
  &lt;span class="nc"&gt;Instant&lt;/span&gt; &lt;span class="nf"&gt;now&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nc"&gt;Instant&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;now&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;clock&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nc"&gt;Instant&lt;/span&gt; &lt;span class="n"&gt;issuedAt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Instant&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;now&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt; &lt;span class="c1"&gt;// hard to test&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  24) Avoid static state and singletons
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Spring already manages lifecycles.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Component&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;IdGenerator&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="nf"&gt;next&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;IdGenerator&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="nc"&gt;IdGenerator&lt;/span&gt; &lt;span class="no"&gt;INSTANCE&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;IdGenerator&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  25) Prefer interfaces at boundaries, not everywhere
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Use interfaces where you have multiple impls or mocking needs.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;EmailSender&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="o"&gt;(...);&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="nd"&gt;@Service&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;SesEmailSender&lt;/span&gt; &lt;span class="kd"&gt;implements&lt;/span&gt; &lt;span class="nc"&gt;EmailSender&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;UserService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="c1"&gt;// only one impl forever, adds noise&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;UserServiceImpl&lt;/span&gt; &lt;span class="kd"&gt;implements&lt;/span&gt; &lt;span class="nc"&gt;UserService&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  26) Keep mapping logic in one place (mapper methods/classes)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Avoid scattered conversion code.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;UserMapper&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="nc"&gt;UserResponse&lt;/span&gt; &lt;span class="nf"&gt;toResponse&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;User&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;UserResponse&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getId&lt;/span&gt;&lt;span class="o"&gt;(),&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getEmail&lt;/span&gt;&lt;span class="o"&gt;(),&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getName&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// mapping repeated in 7 controllers with slight differences&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  27) Use OpenAPI/Swagger annotations (or docs) for public APIs
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Docs should not be tribal knowledge.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@Operation&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;summary&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"Create order"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nd"&gt;@PostMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/orders"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="o"&gt;...&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// no docs, clients guess fields from examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  28) Write tests at multiple levels (unit + slice + integration)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Catch bugs early and reliably.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@WebMvcTest&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;OrderController&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;class&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderControllerTest&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// only manual testing, no automated tests&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  29) Use Testcontainers (or real dependencies) for DB integration tests
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; H2-only tests can lie.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@SpringBootTest&lt;/span&gt;
&lt;span class="nd"&gt;@Testcontainers&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderRepoIT&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@SpringBootTest&lt;/span&gt;
&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;RepoTestUsingH2Only&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt; &lt;span class="c1"&gt;// passes but fails on Postgres&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  30) Secure endpoints with Spring Security, not custom “if role”
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Central policy, less risk.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nd"&gt;@PreAuthorize&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"hasRole('ADMIN')"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="nd"&gt;@DeleteMapping&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/users/{id}"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;delete&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@PathVariable&lt;/span&gt; &lt;span class="kt"&gt;long&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="o"&gt;...&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;(!&lt;/span&gt;&lt;span class="n"&gt;currentUser&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;isAdmin&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt; &lt;span class="k"&gt;throw&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;RuntimeException&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"no"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt; &lt;span class="c1"&gt;// easy to miss&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  31) Don’t expose internal exception messages directly to clients
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Avoid leaking system details.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nc"&gt;ResponseEntity&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;status&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;500&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;body&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Map&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;of&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"error"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="s"&gt;"Internal error"&lt;/span&gt;&lt;span class="o"&gt;));&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nc"&gt;ResponseEntity&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;status&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;500&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;body&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;Map&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;of&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"error"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;toString&lt;/span&gt;&lt;span class="o"&gt;()));&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  32) Use correlation IDs (trace IDs) for request tracking
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Debugging needs linking logs across services.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// log pattern includes %X{traceId}; set it via filter once&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// no request id; logs can’t be tied to a single call&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  33) Use graceful shutdown and timeouts for clients
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Prevent stuck threads and broken deploys.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// WebClient with timeouts; server.tomcat.threads tuned; graceful shutdown enabled&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;RestTemplate&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt; &lt;span class="c1"&gt;// defaults, no timeouts, can hang&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  34) Keep database schema changes managed (Flyway/Liquibase)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; No “run this SQL manually” steps.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight sql"&gt;&lt;code&gt;&lt;span class="c1"&gt;-- V3__add_status_to_orders.sql&lt;/span&gt;
&lt;span class="k"&gt;ALTER&lt;/span&gt; &lt;span class="k"&gt;TABLE&lt;/span&gt; &lt;span class="n"&gt;orders&lt;/span&gt; &lt;span class="k"&gt;ADD&lt;/span&gt; &lt;span class="k"&gt;COLUMN&lt;/span&gt; &lt;span class="n"&gt;status&lt;/span&gt; &lt;span class="nb"&gt;varchar&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;NOT&lt;/span&gt; &lt;span class="k"&gt;NULL&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// app fails in prod because a column is missing and nobody ran the SQL&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  35) Make code readable: names, small methods, no clever tricks
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Principle:&lt;/strong&gt; Maintainability wins.&lt;/p&gt;

&lt;p&gt;✅ Good&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kt"&gt;boolean&lt;/span&gt; &lt;span class="nf"&gt;isEligible&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;User&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;isActive&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getAge&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;&amp;gt;=&lt;/span&gt; &lt;span class="mi"&gt;18&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;❌ Bad&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kt"&gt;boolean&lt;/span&gt; &lt;span class="nf"&gt;x&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;User&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;){&lt;/span&gt;&lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;a&lt;/span&gt;&lt;span class="o"&gt;()&amp;amp;&amp;amp;&lt;/span&gt;&lt;span class="n"&gt;u&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;b&lt;/span&gt;&lt;span class="o"&gt;()&amp;gt;&lt;/span&gt;&lt;span class="mi"&gt;17&lt;/span&gt;&lt;span class="o"&gt;;}&lt;/span&gt; &lt;span class="c1"&gt;// cryptic&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






</description>
      <category>coding</category>
      <category>principles</category>
      <category>springboot</category>
      <category>java</category>
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