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    <title>DEV Community: Carllowman</title>
    <description>The latest articles on DEV Community by Carllowman (@carllowman).</description>
    <link>https://dev.to/carllowman</link>
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      <title>DEV Community: Carllowman</title>
      <link>https://dev.to/carllowman</link>
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    <language>en</language>
    <item>
      <title>Handforged vs Cast Hardware: Which Is Better for Gates and Restoration?</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Thu, 25 Jun 2026 09:30:30 +0000</pubDate>
      <link>https://dev.to/carllowman/handforged-vs-cast-hardware-which-is-better-for-gates-and-restoration-1jab</link>
      <guid>https://dev.to/carllowman/handforged-vs-cast-hardware-which-is-better-for-gates-and-restoration-1jab</guid>
      <description>&lt;p&gt;When working on woodworking projects, outdoor gates, or home restoration jobs, the quality of your hardware can have a significant impact on the final result. While many people focus on the wood itself, hinges, handles, latches, and fasteners often determine how well a project performs over time.&lt;/p&gt;

&lt;p&gt;Why Hardware Quality Matters&lt;/p&gt;

&lt;p&gt;Outdoor structures are constantly exposed to weather, moisture, temperature changes, and daily use. Low-quality hardware can rust, bend, loosen, or fail prematurely, leading to costly repairs and safety concerns.&lt;/p&gt;

&lt;p&gt;Good hardware should provide:&lt;/p&gt;

&lt;p&gt;Long-term durability&lt;br&gt;
Corrosion resistance&lt;br&gt;
Structural strength&lt;br&gt;
Reliable performance&lt;br&gt;
Aesthetic compatibility with the project&lt;/p&gt;

&lt;p&gt;For restoration projects, choosing hardware that matches the original architectural style can also help preserve the character of the structure.&lt;/p&gt;

&lt;p&gt;Handforged vs Cast Hardware&lt;/p&gt;

&lt;p&gt;One common discussion among woodworkers and restoration enthusiasts is the difference between handforged and cast hardware.&lt;/p&gt;

&lt;p&gt;Handforged Hardware&lt;/p&gt;

&lt;p&gt;Handforged hardware is shaped through a forging process that compresses and strengthens the metal. It often features unique textures and traditional craftsmanship.&lt;/p&gt;

&lt;p&gt;Benefits include:&lt;/p&gt;

&lt;p&gt;Stronger metal structure&lt;br&gt;
Distinctive appearance&lt;br&gt;
Better suitability for heritage projects&lt;br&gt;
Long service life when properly maintained&lt;br&gt;
Cast Hardware&lt;/p&gt;

&lt;p&gt;Cast hardware is produced by pouring molten metal into molds.&lt;/p&gt;

&lt;p&gt;Benefits include:&lt;/p&gt;

&lt;p&gt;Lower manufacturing cost&lt;br&gt;
Consistent appearance&lt;br&gt;
Wide availability&lt;/p&gt;

&lt;p&gt;However, lower-quality cast products may be more susceptible to cracking under heavy stress.&lt;/p&gt;

&lt;p&gt;Installing Heavy Gate Hardware Correctly&lt;/p&gt;

&lt;p&gt;Even the highest-quality hardware can fail if installed incorrectly.&lt;/p&gt;

&lt;p&gt;A common mistake is using screws that are too short for the thickness of the gate and hardware.&lt;/p&gt;

&lt;p&gt;A practical approach is to ensure adequate thread engagement within the gate structure. For example:&lt;/p&gt;

&lt;p&gt;import math&lt;/p&gt;

&lt;h1&gt;
  
  
  Calculate screw length for a 2-inch thick gate with 1/2-inch hardware
&lt;/h1&gt;

&lt;p&gt;screw_length = 2 + 0.5 + 1  # extra inch for grip&lt;br&gt;
print(f"Use {math.ceil(screw_length)}-inch screws for best hold.")&lt;/p&gt;

&lt;p&gt;In this example, the additional inch of thread engagement helps improve holding power and reduces the risk of pull-outs over time.&lt;/p&gt;

&lt;p&gt;Additional Installation Tips&lt;br&gt;
Pre-drill pilot holes to prevent wood splitting.&lt;br&gt;
Use weather-resistant screws for outdoor applications.&lt;br&gt;
Check hinge alignment before final tightening.&lt;br&gt;
Inspect hardware periodically for wear and corrosion.&lt;br&gt;
Use appropriate load-rated hinges for heavy gates.&lt;br&gt;
Final Thoughts&lt;/p&gt;

&lt;p&gt;Whether you're restoring a farmhouse gate, building a garden entrance, or upgrading exterior woodwork, selecting durable hardware is just as important as choosing quality timber. Strong materials, proper installation techniques, and attention to detail can significantly increase the lifespan of any project.&lt;/p&gt;

&lt;p&gt;Good craftsmanship is often the result of combining quality materials with sound installation practices. Investing time in both areas will help ensure your work remains functional and attractive for years to come.&lt;/p&gt;

</description>
      <category>productivity</category>
      <category>beginners</category>
      <category>discuss</category>
      <category>react</category>
    </item>
    <item>
      <title>How I Debugged Mysterious AdSense Rejections Using a Three-Signal Approach</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Wed, 24 Jun 2026 08:25:14 +0000</pubDate>
      <link>https://dev.to/carllowman/how-i-debugged-mysterious-adsense-rejections-using-a-three-signal-approach-32ji</link>
      <guid>https://dev.to/carllowman/how-i-debugged-mysterious-adsense-rejections-using-a-three-signal-approach-32ji</guid>
      <description>&lt;p&gt;Ever tried to debug why your AdSense application keeps getting rejected, only to find zero clear answers from Google? I spent two weekends reverse-engineering this problem after one of my side projects got mysteriously flagged.&lt;/p&gt;

&lt;p&gt;Here is the truth: Google does not provide a public API for AdSense bans. The only way to know for sure is to parse three distinct signals and cross-reference them. Let me walk you through the logic I implemented in a Node.js script that does exactly this.&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;axios&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;require&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;axios&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;);&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;checkAdSenseStatus&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;domain&lt;/span&gt;&lt;span class="p"&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;signals&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[];&lt;/span&gt;

  &lt;span class="c1"&gt;// Signal 1: Check if AdSense code is present in HTML&lt;/span&gt;
  &lt;span class="k"&gt;try&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;response&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;axios&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;`https://&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;domain&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&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;html&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;data&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;hasAdSenseCode&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;html&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;includes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;google_ad_client&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;)&lt;/span&gt; &lt;span class="o"&gt;||&lt;/span&gt; 
                           &lt;span class="nx"&gt;html&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;includes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;pagead&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="nx"&gt;js&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="nx"&gt;adsbygoogle&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;js&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;);&lt;/span&gt;
    &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;AdSense&lt;/span&gt; &lt;span class="nx"&gt;Code&lt;/span&gt; &lt;span class="nx"&gt;Present&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;,&lt;/span&gt; &lt;span class="na"&gt;passed&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;hasAdSenseCode&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;AdSense&lt;/span&gt; &lt;span class="nx"&gt;Code&lt;/span&gt; &lt;span class="nx"&gt;Present&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;,&lt;/span&gt; &lt;span class="na"&gt;passed&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;false&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="c1"&gt;// Signal 2: Check DNS TXT records for AdSense verification&lt;/span&gt;
  &lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;Resolver&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;require&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;dns&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;).&lt;/span&gt;&lt;span class="nx"&gt;promises&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;resolver&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;Resolver&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;txtRecords&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;resolver&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;resolveTxt&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;domain&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;hasAdSenseVerification&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;txtRecords&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;some&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;record&lt;/span&gt; &lt;span class="o"&gt;=&amp;amp;&lt;/span&gt;&lt;span class="nx"&gt;gt&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; 
      &lt;span class="nx"&gt;record&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;some&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;line&lt;/span&gt; &lt;span class="o"&gt;=&amp;amp;&lt;/span&gt;&lt;span class="nx"&gt;gt&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="nx"&gt;line&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;includes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;google&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="nx"&gt;site&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="nx"&gt;verification&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;))&lt;/span&gt;
    &lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;Verification&lt;/span&gt; &lt;span class="nx"&gt;TXT&lt;/span&gt; &lt;span class="nx"&gt;Record&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;,&lt;/span&gt; &lt;span class="na"&gt;passed&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;hasAdSenseVerification&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;Verification&lt;/span&gt; &lt;span class="nx"&gt;TXT&lt;/span&gt; &lt;span class="nx"&gt;Record&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;,&lt;/span&gt; &lt;span class="na"&gt;passed&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;false&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="c1"&gt;// Signal 3: Check if Googlebot can crawl the site (banned sites often get 403)&lt;/span&gt;
  &lt;span class="k"&gt;try&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;googlebotResponse&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;axios&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;`https://&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;domain&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="na"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;User&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="nx"&gt;Agent&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;Mozilla&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="mf"&gt;5.0&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;compatible&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="nx"&gt;Googlebot&lt;/span&gt;&lt;span class="o"&gt;/&lt;/span&gt;&lt;span class="mf"&gt;2.1&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt;&lt;span class="na"&gt;http&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="c1"&gt;//www.google.com/bot.html)&amp;amp;#039; }&lt;/span&gt;
    &lt;span class="p"&gt;});&lt;/span&gt;
    &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;Googlebot&lt;/span&gt; &lt;span class="nx"&gt;Accessible&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;,&lt;/span&gt; &lt;span class="na"&gt;passed&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;googlebotResponse&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;status&lt;/span&gt; &lt;span class="o"&gt;===&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;Googlebot&lt;/span&gt; &lt;span class="nx"&gt;Accessible&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;,&lt;/span&gt; &lt;span class="na"&gt;passed&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;false&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="c1"&gt;// Final verdict: All three must pass&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;allPassed&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;every&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;s&lt;/span&gt; &lt;span class="o"&gt;=&amp;amp;&lt;/span&gt;&lt;span class="nx"&gt;gt&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="nx"&gt;s&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;passed&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;domain&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;signals&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;allPassed&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;message&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;allPassed&lt;/span&gt; &lt;span class="p"&gt;?&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;Likely&lt;/span&gt; &lt;span class="nx"&gt;not&lt;/span&gt; &lt;span class="nx"&gt;banned&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;&lt;span class="nx"&gt;Suspected&lt;/span&gt; &lt;span class="nx"&gt;ban&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="mi"&gt;039&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 triple-signal approach matters because any single metric can be misleading. A site might have the AdSense code pasted from an old template but be actually banned. Or Googlebot might get blocked by a misconfigured firewall, creating a false positive.&lt;/p&gt;

&lt;p&gt;I built a small tool around this logic at &lt;a href="https://serpspur.com/tool/adsens-banned-site-checker/" rel="noopener noreferrer"&gt;https://serpspur.com/tool/adsens-banned-site-checker/&lt;/a&gt; to make it faster for quick checks, but the core algorithm remains the same. The key insight is that Google's ban system works through multiple layers: code presence, domain verification, and crawler access. If any one fails, you have a red flag.&lt;/p&gt;

&lt;p&gt;If you are debugging an AdSense rejection, start with these three checks manually before reaching out to support. Most bans come from content policy violations that you can fix once you know where to look.&lt;/p&gt;

</description>
      <category>programming</category>
      <category>beginners</category>
      <category>discuss</category>
      <category>react</category>
    </item>
    <item>
      <title>How Hand-Forged Iron Latches Add Character and Strength to Any Door</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Sat, 20 Jun 2026 11:15:17 +0000</pubDate>
      <link>https://dev.to/carllowman/how-hand-forged-iron-latches-add-character-and-strength-to-any-door-2a12</link>
      <guid>https://dev.to/carllowman/how-hand-forged-iron-latches-add-character-and-strength-to-any-door-2a12</guid>
      <description>&lt;p&gt;In an age dominated by automation and mass production, it’s easy to overlook the value of traditional craftsmanship. Yet certain objects still carry a sense of depth and authenticity that machine-made alternatives rarely replicate. Hand-forged iron hardware is one of those rare examples.&lt;/p&gt;

&lt;p&gt;The Difference You Can Feel&lt;/p&gt;

&lt;p&gt;Unlike stamped or factory-cast fittings, hand-forged iron pieces are shaped individually by skilled artisans. This results in subtle variations in texture, weight, and finish. These so-called “imperfections” are not flaws—they are evidence of human craftsmanship.&lt;/p&gt;

&lt;p&gt;When installing a hand-forged hinge or latch, the difference is immediately noticeable. The mechanism feels more solid, more grounded, and in many ways more reliable than mass-produced alternatives.&lt;/p&gt;

&lt;p&gt;Function Meets Craft&lt;/p&gt;

&lt;p&gt;Beyond aesthetics, forged iron hardware is built for longevity. Historically, these components were designed for gates, barns, and doors that needed to withstand decades—sometimes centuries—of use.&lt;/p&gt;

&lt;p&gt;Key characteristics include:&lt;/p&gt;

&lt;p&gt;High structural durability&lt;br&gt;
Resistance to heavy wear and outdoor conditions&lt;br&gt;
A natural aging process that enhances character over time&lt;br&gt;
Why It Still Matters Today&lt;/p&gt;

&lt;p&gt;Even in modern architecture, there is a growing appreciation for materials that tell a story. Hand-forged iron brings warmth and authenticity to spaces that might otherwise feel overly uniform or sterile.&lt;/p&gt;

&lt;p&gt;Designers and homeowners often choose such hardware not only for performance but also for its visual and tactile presence.&lt;/p&gt;

&lt;p&gt;Final Thoughts&lt;/p&gt;

&lt;p&gt;Hand-forged iron hardware represents more than functional utility—it reflects a tradition of craftsmanship that values patience, skill, and material honesty. In a world driven by speed and scale, these qualities remain quietly powerful.&lt;/p&gt;

</description>
      <category>productivity</category>
      <category>security</category>
      <category>architecture</category>
      <category>showdev</category>
    </item>
    <item>
      <title>Hand-Forged vs Stamped Metal: Why Craftsmanship Still Matters</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Fri, 19 Jun 2026 08:04:27 +0000</pubDate>
      <link>https://dev.to/carllowman/hand-forged-vs-stamped-metal-why-craftsmanship-still-matters-47g7</link>
      <guid>https://dev.to/carllowman/hand-forged-vs-stamped-metal-why-craftsmanship-still-matters-47g7</guid>
      <description>&lt;p&gt;There is a clear difference between something made quickly in a factory and something shaped through traditional forging techniques. After more than 15 years working with metal, I’ve seen how production methods directly affect strength, durability, and long-term performance.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Science Behind Forged Steel
&lt;/h2&gt;

&lt;p&gt;When steel is forged, it is heated and shaped under pressure. This process aligns and compresses the grain structure of the metal. Instead of remaining random and uneven, the internal structure becomes more uniform and dense.&lt;/p&gt;

&lt;p&gt;This has a direct impact on strength and durability. Forged metal typically performs better under repeated stress compared to stamped or cast alternatives.&lt;/p&gt;

&lt;h2&gt;
  
  
  Stamped Metal vs Forged Metal
&lt;/h2&gt;

&lt;p&gt;Stamped or mass-produced metal parts are created by cutting or pressing sheets of metal into shape. While efficient and cost-effective, this method can leave weak points in the structure.&lt;/p&gt;

&lt;p&gt;Forged components, on the other hand, are shaped through controlled force. This process reduces internal weaknesses and improves resistance to wear and fatigue.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Durability Matters in Real Use
&lt;/h2&gt;

&lt;p&gt;Hardware like gate latches, door handles, and hinges are used constantly. Over time, lower-quality materials can loosen, bend, or break.&lt;/p&gt;

&lt;p&gt;Forged metal offers:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Higher resistance to repeated stress&lt;/li&gt;
&lt;li&gt;Better long-term structural stability&lt;/li&gt;
&lt;li&gt;Reduced wear over years of use&lt;/li&gt;
&lt;li&gt;Consistent performance in heavy-use environments&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Feel of Quality Craftsmanship
&lt;/h2&gt;

&lt;p&gt;Beyond technical strength, there is also a physical difference you can notice. A well-forged piece often feels balanced and solid in the hand. The weight distribution and finish reflect careful craftsmanship rather than mass production.&lt;/p&gt;

&lt;h2&gt;
  
  
  Long-Term Perspective
&lt;/h2&gt;

&lt;p&gt;Choosing forged metal is not only about immediate performance but long-term reliability. These pieces are often designed to last decades, sometimes becoming permanent fixtures in a home or building.&lt;/p&gt;

&lt;p&gt;While modern manufacturing offers speed and affordability, traditional forging still holds value where durability and longevity matter most.&lt;/p&gt;

</description>
      <category>productivity</category>
      <category>beginners</category>
      <category>discuss</category>
      <category>security</category>
    </item>
    <item>
      <title>How the Right Lighting Can Transform Your Home’s Ambience and Style</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Mon, 15 Jun 2026 06:23:37 +0000</pubDate>
      <link>https://dev.to/carllowman/how-the-right-lighting-can-transform-your-homes-ambience-and-style-5dh9</link>
      <guid>https://dev.to/carllowman/how-the-right-lighting-can-transform-your-homes-ambience-and-style-5dh9</guid>
      <description>&lt;p&gt;When it comes to interior design, lighting is often the most underrated element. Many homeowners focus on furniture, wall colors, and decorative accessories while overlooking the impact that well-chosen lighting can have on a space. The truth is that the right lighting does more than illuminate a room—it shapes the atmosphere, highlights design features, and creates a welcoming environment that truly feels like home.&lt;/p&gt;

&lt;p&gt;Over the past few months, I’ve been replacing standard light fixtures throughout my home with more distinctive and character-rich options. The difference has been remarkable. Rooms that once felt ordinary now feel warm, inviting, and thoughtfully designed.&lt;/p&gt;

&lt;p&gt;Why Lighting Matters in Interior Design&lt;/p&gt;

&lt;p&gt;Lighting plays a crucial role in how we experience our living spaces. A well-lit room can appear larger, more comfortable, and more visually appealing. It can also influence mood, productivity, and relaxation.&lt;/p&gt;

&lt;p&gt;Benefits of quality interior lighting include:&lt;/p&gt;

&lt;p&gt;Creating a warm and welcoming atmosphere&lt;br&gt;
Enhancing the visual appeal of furniture and décor&lt;br&gt;
Defining focal points within a room&lt;br&gt;
Improving functionality and comfort&lt;br&gt;
Adding personality and style to interiors&lt;/p&gt;

&lt;p&gt;Whether you're renovating a single room or redesigning your entire home, investing in the right lighting can deliver impressive results.&lt;/p&gt;

&lt;p&gt;Pendant Lights: Stylish Statement Pieces&lt;/p&gt;

&lt;p&gt;Pendant lights have become one of the most popular lighting choices for modern interiors. More than just a source of illumination, they act as decorative features that can instantly elevate a room.&lt;/p&gt;

&lt;p&gt;In dining rooms, kitchens, and open-plan spaces, pendant lighting creates visual interest while providing focused lighting where it's needed most. A thoughtfully selected pendant light can serve as the centerpiece of a room and tie together the overall design aesthetic.&lt;/p&gt;

&lt;p&gt;Wall Lights for Warmth and Character&lt;/p&gt;

&lt;p&gt;Wall lights offer a subtle yet powerful way to enhance ambience. Unlike overhead lighting, wall-mounted fixtures create softer illumination that makes spaces feel cozy and inviting.&lt;/p&gt;

&lt;p&gt;They're particularly effective in:&lt;/p&gt;

&lt;p&gt;Hallways&lt;br&gt;
Bedrooms&lt;br&gt;
Living rooms&lt;br&gt;
Reading nooks&lt;br&gt;
Entryways&lt;/p&gt;

&lt;p&gt;Adding wall lights can introduce layers of lighting that make interiors feel more sophisticated and balanced.&lt;/p&gt;

&lt;p&gt;Creating Cozy Corners with Decorative Lamps&lt;/p&gt;

&lt;p&gt;Table lamps and floor lamps remain timeless additions to any home. They provide flexibility, functionality, and decorative value all at once.&lt;/p&gt;

&lt;p&gt;One of my favorite design techniques is using lamps to create dedicated relaxation areas. Whether it's a comfortable reading chair, a side table, or a quiet corner of the living room, the right lamp instantly adds warmth and comfort.&lt;/p&gt;

&lt;p&gt;Decorative lamps are also an excellent way to introduce texture, color, and personality into a space without undertaking a major redesign.&lt;/p&gt;

&lt;p&gt;Adding Elegance with Lanterns and Tea Lights&lt;/p&gt;

&lt;p&gt;For those looking to create a more intimate and elegant atmosphere, lanterns and tea lights are wonderful options.&lt;/p&gt;

&lt;p&gt;These decorative lighting elements can:&lt;/p&gt;

&lt;p&gt;Enhance dining experiences&lt;br&gt;
Create relaxing evening environments&lt;br&gt;
Add charm to indoor and outdoor spaces&lt;br&gt;
Complement both modern and traditional décor styles&lt;/p&gt;

&lt;p&gt;Their soft glow helps create a calming ambience that's perfect for entertaining guests or simply unwinding after a busy day.&lt;/p&gt;

&lt;p&gt;Quality Craftsmanship Makes a Difference&lt;/p&gt;

&lt;p&gt;One aspect that often separates exceptional lighting from ordinary fixtures is craftsmanship. Premium materials, durable construction, and attention to detail can significantly impact both appearance and longevity.&lt;/p&gt;

&lt;p&gt;When choosing lighting, it's worth paying attention to:&lt;/p&gt;

&lt;p&gt;Material quality&lt;br&gt;
Finish durability&lt;br&gt;
Design details&lt;br&gt;
Build construction&lt;br&gt;
Overall aesthetic compatibility&lt;/p&gt;

&lt;p&gt;Well-crafted lighting fixtures become long-term investments that continue to enhance your home for years.&lt;/p&gt;

&lt;p&gt;Discovering Unique Lighting Solutions&lt;/p&gt;

&lt;p&gt;If you're searching for stylish lighting options that combine functionality with beautiful design, Infinity Decor offers a diverse collection worth exploring.&lt;/p&gt;

&lt;p&gt;Their range includes:&lt;/p&gt;

&lt;p&gt;Elegant pendant lights&lt;br&gt;
Sophisticated wall lights&lt;br&gt;
Decorative lamps&lt;br&gt;
Classic lanterns&lt;br&gt;
Stylish tea lights&lt;/p&gt;

&lt;p&gt;The collection offers solutions for various interior styles, making it easier to find pieces that complement your home's unique character.&lt;/p&gt;

&lt;p&gt;Final Thoughts&lt;/p&gt;

&lt;p&gt;Lighting has the power to completely transform how a home looks and feels. Small changes, such as upgrading pendant lights, adding decorative lamps, or incorporating elegant wall lights, can create a dramatic improvement in ambience and style.&lt;/p&gt;

&lt;p&gt;If you're looking to make your living spaces feel warmer, more welcoming, and visually appealing, exploring quality lighting options is one of the most effective places to start. Sometimes the simplest design upgrades make the biggest impact, and lighting is a perfect example of that principle in action.&lt;/p&gt;

&lt;h1&gt;
  
  
  InteriorDesign #HomeDecor #LightingDesign #HomeImprovement #PendantLights #WallLights #InteriorStyling #HomeLighting #ModernInteriors #InfinityDecor
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>beginners</category>
      <category>career</category>
    </item>
    <item>
      <title>Track Location-Based Rankings in New York, London, and Beyond with Python Automation</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Sat, 13 Jun 2026 06:48:56 +0000</pubDate>
      <link>https://dev.to/carllowman/track-location-based-rankings-in-new-york-london-and-beyond-with-python-automation-2cnn</link>
      <guid>https://dev.to/carllowman/track-location-based-rankings-in-new-york-london-and-beyond-with-python-automation-2cnn</guid>
      <description>&lt;p&gt;Local SEO often requires seeing results as users in different locations do. I needed to check how my site ranks in New York vs London, so I used the &lt;strong&gt;&lt;a href="https://serpspur.com/tool/local-search-spoofing-tool" rel="noopener noreferrer"&gt;SERPSpur Local Search Spoofing Tool&lt;/a&gt;&lt;/strong&gt; to simulate searches by city. Here's a Python script to automate that:&lt;/p&gt;

&lt;p&gt;python&lt;br&gt;
import requests&lt;/p&gt;

&lt;p&gt;API_KEY = "your_api_key_here"&lt;/p&gt;

&lt;p&gt;def spoof_local_search(query, city, country):&lt;br&gt;
    url = "&lt;a href="https://serpspur.com/tool/local-search-spoofing-tool/" rel="noopener noreferrer"&gt;https://serpspur.com/tool/local-search-spoofing-tool/&lt;/a&gt;"&lt;br&gt;
    params = {&lt;br&gt;
        "q": query,&lt;br&gt;
        "city": city,&lt;br&gt;
        "country": country,&lt;br&gt;
        "api_key": API_KEY&lt;br&gt;
    }&lt;br&gt;
    response = requests.get(url, params=params)&lt;br&gt;
    data = response.json()&lt;br&gt;
    results = data.get("organic_results", [])&lt;br&gt;
    for i, r in enumerate(results[:5], 1):&lt;br&gt;
        print(f"{i}. {r['title']} - {r['link']}")&lt;/p&gt;

&lt;h1&gt;
  
  
  Example
&lt;/h1&gt;

&lt;p&gt;spoof_local_search("coffee shops", "New York", "US")&lt;/p&gt;

&lt;p&gt;This revealed different rankings for the same query across locations. It's a handy way to tune local SEO strategies. &lt;strong&gt;Have you noticed location-based ranking differences in your niche?&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>programming</category>
      <category>productivity</category>
      <category>beginners</category>
      <category>discuss</category>
    </item>
    <item>
      <title>Boost Rich Results with Automated JSON-LD Schema for Blogs</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Fri, 05 Jun 2026 05:45:48 +0000</pubDate>
      <link>https://dev.to/carllowman/boost-rich-results-with-automated-json-ld-schema-for-blogs-5hl9</link>
      <guid>https://dev.to/carllowman/boost-rich-results-with-automated-json-ld-schema-for-blogs-5hl9</guid>
      <description>&lt;p&gt;Just built a quick script to generate JSON-LD schema for my blog posts automatically. No more manual copy-paste from Google's Structured Data Testing Tool.&lt;/p&gt;

&lt;p&gt;The idea: parse the article's title, description, publish date, and author from frontmatter, then output a valid &lt;code&gt;Article&lt;/code&gt; schema.&lt;/p&gt;

&lt;p&gt;python&lt;br&gt;
import frontmatter&lt;br&gt;
import json&lt;/p&gt;

&lt;p&gt;def generate_article_schema(post):&lt;br&gt;
    schema = {&lt;br&gt;
        "&lt;a class="mentioned-user" href="https://dev.to/context"&gt;@context&lt;/a&gt;": "&lt;a href="https://schema.org" rel="noopener noreferrer"&gt;https://schema.org&lt;/a&gt;",&lt;br&gt;
        "@type": "Article",&lt;br&gt;
        "headline": post['title'],&lt;br&gt;
        "description": post.get('description', ''),&lt;br&gt;
        "datePublished": post['date'],&lt;br&gt;
        "author": {&lt;br&gt;
            "@type": "Person",&lt;br&gt;
            "name": post['author']&lt;br&gt;
        }&lt;br&gt;
    }&lt;br&gt;
    return json.dumps(schema, indent=2)&lt;/p&gt;

&lt;h1&gt;
  
  
  Example usage
&lt;/h1&gt;

&lt;p&gt;post = frontmatter.load('my-post.md')&lt;br&gt;
schema = generate_article_schema(post.metadata)&lt;br&gt;
print(schema)&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%2Frdok3nnswqbu39b5h0fw.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%2Frdok3nnswqbu39b5h0fw.png" alt=" " width="799" height="436"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This handles basic articles, but for richer types like FAQ, Recipe, or Product, you need more fields. I've been using SERPSpur's Schema Markup Generator to handle those complex cases — it outputs clean JSON-LD that passes validation.&lt;/p&gt;

&lt;p&gt;The biggest benefit? Google started showing my posts in rich results within a week. Traffic from featured snippets went up by about 15%.&lt;/p&gt;

&lt;p&gt;What schema types have you found most impactful for SEO?&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://serpspur.com" rel="noopener noreferrer"&gt;https://serpspur.com&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>python</category>
      <category>json</category>
      <category>changelog</category>
      <category>seo</category>
    </item>
    <item>
      <title>How to Handle Location Spoofing for Accurate Local SEO Testing</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Thu, 04 Jun 2026 04:28:12 +0000</pubDate>
      <link>https://dev.to/carllowman/how-to-handle-location-spoofing-for-accurate-local-seo-testing-4d0d</link>
      <guid>https://dev.to/carllowman/how-to-handle-location-spoofing-for-accurate-local-seo-testing-4d0d</guid>
      <description>&lt;p&gt;If you've ever worked on local SEO campaigns, you've probably noticed that search results can vary dramatically depending on where the searcher is located.&lt;/p&gt;

&lt;p&gt;A business may rank #1 in one neighborhood but disappear from the top results just a few miles away. This makes testing local search visibility challenging, especially when you're trying to optimize rankings across multiple locations.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Location Matters in Search Results
&lt;/h2&gt;

&lt;p&gt;Google personalizes search results based on several factors, including:&lt;/p&gt;

&lt;p&gt;User location&lt;br&gt;
Search history&lt;br&gt;
Device type&lt;br&gt;
Language settings&lt;br&gt;
Local intent signals&lt;/p&gt;

&lt;p&gt;For example, searching for "best coffee shop" in New York will return completely different results than searching for the same term in Los Angeles.&lt;/p&gt;

&lt;p&gt;This creates a challenge for SEO professionals who need accurate ranking data from locations they aren't physically present in.&lt;/p&gt;

&lt;h2&gt;
  
  
  Traditional Methods for Testing Local Rankings
&lt;/h2&gt;

&lt;p&gt;In the past, many SEOs relied on:&lt;/p&gt;

&lt;p&gt;VPN services&lt;br&gt;
Browser location settings&lt;br&gt;
Incognito mode&lt;br&gt;
Local proxies&lt;/p&gt;

&lt;p&gt;While these methods can help, they often introduce inconsistencies and don't always replicate actual local search experiences.&lt;/p&gt;

&lt;h2&gt;
  
  
  My Approach to Location Spoofing
&lt;/h2&gt;

&lt;p&gt;When testing local search results, I focus on simulating searches from specific cities, regions, and languages while minimizing personalization factors.&lt;/p&gt;

&lt;p&gt;*&lt;em&gt;1. Define the Target Location&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
Examples:&lt;/p&gt;

&lt;p&gt;Dallas, Texas&lt;br&gt;
London, United Kingdom&lt;br&gt;
Sydney, Australia&lt;br&gt;
*&lt;em&gt;2. Remove Personalization&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
Use:&lt;/p&gt;

&lt;p&gt;Incognito mode&lt;br&gt;
Logged-out browser sessions&lt;br&gt;
Cleared cookies and cache&lt;br&gt;
*&lt;em&gt;3. Simulate Local Searches&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
Location spoofing tools can emulate searches from different cities, regions, and languages without requiring physical presence in those locations.&lt;/p&gt;

&lt;p&gt;*&lt;em&gt;This helps analyze:&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
Local Pack rankings&lt;br&gt;
Organic rankings&lt;br&gt;
Competitor visibility&lt;br&gt;
Geographic ranking fluctuations&lt;br&gt;
Example: Automating Local Search Checks with Python&lt;/p&gt;

&lt;p&gt;The following example demonstrates how you might automate location-based SERP testing using a location-spoofing service or API.&lt;/p&gt;

&lt;p&gt;import requests&lt;/p&gt;

&lt;p&gt;keyword = "best coffee shop"&lt;br&gt;
location = "New York, NY"&lt;/p&gt;

&lt;p&gt;payload = {&lt;br&gt;
    "keyword": keyword,&lt;br&gt;
    "location": location,&lt;br&gt;
    "language": "en",&lt;br&gt;
    "country": "US"&lt;br&gt;
}&lt;/p&gt;

&lt;p&gt;response = requests.post(&lt;br&gt;
    "&lt;a href="https://api.example.com/local-search" rel="noopener noreferrer"&gt;https://api.example.com/local-search&lt;/a&gt;",&lt;br&gt;
    json=payload&lt;br&gt;
)&lt;/p&gt;

&lt;p&gt;results = response.json()&lt;/p&gt;

&lt;p&gt;print(f"Keyword: {keyword}")&lt;br&gt;
print(f"Location: {location}")&lt;/p&gt;

&lt;p&gt;for rank, result in enumerate(results["organic_results"], start=1):&lt;br&gt;
    print(f"{rank}. {result['title']}")&lt;br&gt;
    print(f"   URL: {result['url']}")&lt;/p&gt;

&lt;p&gt;This workflow allows you to compare search results from multiple locations without manually changing browser settings each time.&lt;/p&gt;

&lt;p&gt;Example: Compare Rankings Across Multiple Cities&lt;br&gt;
cities = [&lt;br&gt;
    "New York, NY",&lt;br&gt;
    "Chicago, IL",&lt;br&gt;
    "Los Angeles, CA",&lt;br&gt;
    "Houston, TX"&lt;br&gt;
]&lt;/p&gt;

&lt;p&gt;keyword = "plumber near me"&lt;/p&gt;

&lt;p&gt;for city in cities:&lt;br&gt;
    payload = {&lt;br&gt;
        "keyword": keyword,&lt;br&gt;
        "location": city&lt;br&gt;
    }&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;response = requests.post(
    "https://api.example.com/local-search",
    json=payload
)

data = response.json()

print(f"\nResults for {city}")
print("-" * 40)

for rank, result in enumerate(data["organic_results"][:5], start=1):
    print(f"{rank}. {result['title']}")
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;This type of automation is especially useful for agencies managing local SEO campaigns across dozens of cities.&lt;/p&gt;

&lt;p&gt;Benefits of Location Spoofing for SEO&lt;br&gt;
Better Local SEO Audits&lt;/p&gt;

&lt;p&gt;You can identify location-specific ranking issues that standard rank tracking often misses.&lt;/p&gt;

&lt;h2&gt;
  
  
  Competitor Analysis
&lt;/h2&gt;

&lt;p&gt;Understand how competitors perform in different markets and uncover opportunities to gain visibility.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://serpspur.com" rel="noopener noreferrer"&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%2F4yjwnl8yv6z1ii1tswtv.png" alt=" " width="800" height="533"&gt;&lt;/a&gt;&lt;br&gt;
Google Business Profile Optimization&lt;/p&gt;

&lt;p&gt;Location testing helps verify whether your business appears consistently in targeted areas.&lt;/p&gt;

&lt;h2&gt;
  
  
  More Accurate Reporting
&lt;/h2&gt;

&lt;p&gt;Clients receive ranking data that reflects actual user experiences rather than generic national rankings.&lt;/p&gt;

&lt;p&gt;Common Mistakes to Avoid&lt;br&gt;
Relying Only on VPNs&lt;/p&gt;

&lt;p&gt;VPNs change your IP address but don't always replicate Google's local search signals accurately.&lt;/p&gt;

&lt;h2&gt;
  
  
  Testing from a Single Location
&lt;/h2&gt;

&lt;p&gt;Local SEO performance can vary significantly even within the same city.&lt;/p&gt;

&lt;p&gt;Ignoring Language and Region Settings&lt;/p&gt;

&lt;p&gt;Search results can differ based on language preferences and regional targeting.&lt;/p&gt;

&lt;p&gt;Not Tracking Changes Over Time&lt;/p&gt;

&lt;p&gt;Local rankings fluctuate frequently, so regular monitoring is essential.&lt;/p&gt;

&lt;p&gt;Advanced Tip&lt;/p&gt;

&lt;h2&gt;
  
  
  When analyzing local SEO performance, compare:
&lt;/h2&gt;

&lt;p&gt;City-level rankings&lt;br&gt;
ZIP/postal code rankings&lt;br&gt;
Language-specific results&lt;br&gt;
Mobile vs desktop rankings&lt;/p&gt;

&lt;p&gt;This provides a much more accurate picture of your actual visibility.&lt;/p&gt;

&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;Location spoofing has become an essential part of modern local SEO. By simulating searches from different geographic areas, you can uncover ranking opportunities, identify visibility gaps, and make better optimization decisions.&lt;/p&gt;

&lt;p&gt;Whether you're managing a single local business or multiple client campaigns, location-based SERP testing can provide valuable insights that standard rank tracking often misses.&lt;/p&gt;

&lt;p&gt;How do you handle location spoofing for testing search results? Share your workflow and favorite tools in the comments!&lt;/p&gt;

</description>
      <category>localhackday</category>
      <category>python</category>
      <category>beginners</category>
      <category>discuss</category>
    </item>
    <item>
      <title>Fix Duplicate Content Issues in SEO Using a Simple Python Similarity Checker Script</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Wed, 03 Jun 2026 08:49:24 +0000</pubDate>
      <link>https://dev.to/carllowman/fix-duplicate-content-issues-in-seo-using-a-simple-python-similarity-checker-script-371c</link>
      <guid>https://dev.to/carllowman/fix-duplicate-content-issues-in-seo-using-a-simple-python-similarity-checker-script-371c</guid>
      <description>&lt;p&gt;Struggling with duplicate content across multiple landing pages? I wrote a quick script to compare text similarity using cosine similarity with TF-IDF vectors. Here's how:&lt;/p&gt;

&lt;p&gt;python&lt;br&gt;
from sklearn.feature_extraction.text import TfidfVectorizer&lt;br&gt;
from sklearn.metrics.pairwise import cosine_similarity&lt;/p&gt;

&lt;p&gt;def check_duplicates(texts):&lt;br&gt;
    vectorizer = TfidfVectorizer()&lt;br&gt;
    tfidf_matrix = vectorizer.fit_transform(texts)&lt;br&gt;
    similarity = cosine_similarity(tfidf_matrix)&lt;br&gt;
    for i in range(len(similarity)):&lt;br&gt;
        for j in range(i+1, len(similarity)):&lt;br&gt;
            if similarity[i][j] &amp;gt; 0.8:&lt;br&gt;
                print(f"High similarity between page {i} and {j}: {similarity[i][j]:.2f}")&lt;/p&gt;

&lt;p&gt;This flagged several pages that needed rewriting. For larger audits, I've been using a tool that automates this analysis. How do you handle duplicate content detection?&lt;/p&gt;

&lt;p&gt;Handle Duplicate Content :  &lt;strong&gt;&lt;a href="https://serpspur.com" rel="noopener noreferrer"&gt;https://serpspur.com&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>contentwriting</category>
      <category>website</category>
      <category>python</category>
      <category>productivity</category>
    </item>
    <item>
      <title>How I Checked London Google Rankings While Working Remotely from Tokyo</title>
      <dc:creator>Carllowman</dc:creator>
      <pubDate>Tue, 02 Jun 2026 10:40:58 +0000</pubDate>
      <link>https://dev.to/carllowman/how-i-checked-london-google-rankings-while-working-remotely-from-tokyo-57kl</link>
      <guid>https://dev.to/carllowman/how-i-checked-london-google-rankings-while-working-remotely-from-tokyo-57kl</guid>
      <description>&lt;p&gt;I needed to check how my website ranks for 'plumber London' from a user actually in London. But I'm sitting in a café in Tokyo. Remote work problems, right?&lt;/p&gt;

&lt;p&gt;My quick fix was a bash script that uses curl with custom headers and a geolocation-aware proxy:&lt;/p&gt;

&lt;p&gt;bash&lt;/p&gt;

&lt;h1&gt;
  
  
  !/bin/bash
&lt;/h1&gt;

&lt;p&gt;QUERY="plumber London"&lt;br&gt;
COUNTRY="GB"&lt;br&gt;
LANGUAGE="en"&lt;br&gt;
PROXY="london-proxy.example.com:8080"&lt;/p&gt;

&lt;p&gt;curl -s -H "Accept-Language: $LANGUAGE" \&lt;br&gt;
     --proxy "http://$PROXY" \&lt;br&gt;
     "&lt;a href="https://www.google.com/search?q=$QUERY&amp;amp;gl=$COUNTRY" rel="noopener noreferrer"&gt;https://www.google.com/search?q=$QUERY&amp;amp;gl=$COUNTRY&lt;/a&gt;" | \&lt;br&gt;
     grep -oP '&lt;br&gt;
]&lt;em&gt;&amp;gt;.&lt;/em&gt;?&lt;br&gt;
' | \&lt;br&gt;
     sed 's/]*&amp;gt;//g'&lt;/p&gt;

&lt;p&gt;This gives me the top results' titles. But maintaining a list of reliable proxies for every city I need to test is a full-time job. I've since moved to a service that provides clean, location-specific search data without the proxy headache.&lt;/p&gt;

&lt;p&gt;**[I needed to check how my website ranks for 'plumber London' from a user actually in London. But I'm sitting in a café in Tokyo. Remote work problems, right?&lt;/p&gt;

&lt;p&gt;My quick fix was a bash script that uses curl with custom headers and a geolocation-aware proxy:&lt;/p&gt;

&lt;p&gt;bash&lt;/p&gt;

&lt;h1&gt;
  
  
  !/bin/bash
&lt;/h1&gt;

&lt;p&gt;QUERY="plumber London"&lt;br&gt;
COUNTRY="GB"&lt;br&gt;
LANGUAGE="en"&lt;br&gt;
PROXY="london-proxy.example.com:8080"&lt;/p&gt;

&lt;p&gt;curl -s -H "Accept-Language: $LANGUAGE" \&lt;br&gt;
     --proxy "http://$PROXY" \&lt;br&gt;
     "&lt;a href="https://www.google.com/search?q=$QUERY&amp;amp;gl=$COUNTRY" rel="noopener noreferrer"&gt;https://www.google.com/search?q=$QUERY&amp;amp;gl=$COUNTRY&lt;/a&gt;" | \&lt;br&gt;
     grep -oP '&lt;br&gt;
]&lt;em&gt;&amp;gt;.&lt;/em&gt;?&lt;br&gt;
' | \&lt;br&gt;
     sed 's/]*&amp;gt;//g'&lt;/p&gt;

&lt;p&gt;This gives me the top results' titles. But maintaining a list of reliable proxies for every city I need to test is a full-time job. I've since moved to a service that provides clean, location-specific search data without the proxy headache.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://serpspur.com" rel="noopener noreferrer"&gt;https://serpspur.com&lt;/a&gt;&lt;/p&gt;

</description>
      <category>productivity</category>
      <category>beginners</category>
      <category>python</category>
      <category>discuss</category>
    </item>
  </channel>
</rss>
