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    <title>DEV Community: Николай Поляков</title>
    <description>The latest articles on DEV Community by Николай Поляков (@__68870d298).</description>
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      <title>Clean UTM links with Cyrillic transliteration (and a zero-dep marketing-metrics lib)</title>
      <dc:creator>Николай Поляков</dc:creator>
      <pubDate>Sun, 21 Jun 2026 14:16:42 +0000</pubDate>
      <link>https://dev.to/__68870d298/clean-utm-links-with-cyrillic-transliteration-and-a-zero-dep-marketing-metrics-lib-2511</link>
      <guid>https://dev.to/__68870d298/clean-utm-links-with-cyrillic-transliteration-and-a-zero-dep-marketing-metrics-lib-2511</guid>
      <description>&lt;p&gt;If you run ads in CIS markets, you have seen this in your analytics reports:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;utm_campaign=%D0%90%D0%BA%D1%86%D0%B8%D1%8F
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That is a Cyrillic UTM value (&lt;code&gt;Акция&lt;/code&gt;) percent-encoded into garbage. It splits one campaign into unreadable duplicates and makes grouping impossible. I kept solving this — and a few other small marketing-math problems — over and over, so I extracted the logic into two tiny, zero-dependency packages.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. &lt;code&gt;utm-translit&lt;/code&gt; — clean UTM builder
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://www.npmjs.com/package/utm-translit" rel="noopener noreferrer"&gt;npm: utm-translit&lt;/a&gt; · also on &lt;a href="https://pub.dev/packages/utm_translit" rel="noopener noreferrer"&gt;pub.dev as &lt;code&gt;utm_translit&lt;/code&gt;&lt;/a&gt; for Dart/Flutter.&lt;/p&gt;

&lt;p&gt;It does three things every UTM value needs: lowercase (analytics are case-sensitive, &lt;code&gt;CPC&lt;/code&gt; ≠ &lt;code&gt;cpc&lt;/code&gt;), transliterate Cyrillic (&lt;code&gt;Акция&lt;/code&gt; → &lt;code&gt;aktsiya&lt;/code&gt;), and strip unsafe characters while keeping dynamic placeholders like &lt;code&gt;{keyword}&lt;/code&gt;.&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="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;buildUtm&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;preset&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="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;utm-translit&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="nf"&gt;buildUtm&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;example.com&lt;/span&gt;&lt;span class="dl"&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;source&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;yandex&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;medium&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;cpc&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;campaign&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Летняя Акция&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="c1"&gt;// → https://example.com/?utm_source=yandex&amp;amp;utm_medium=cpc&amp;amp;utm_campaign=letnyaya_aktsiya&lt;/span&gt;

&lt;span class="nf"&gt;buildUtm&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;https://shop.ru/sale&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="p"&gt;...&lt;/span&gt;&lt;span class="nf"&gt;preset&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;yandex&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="na"&gt;campaign&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;summer&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="c1"&gt;// keeps {keyword} placeholders intact&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;There is a CLI too:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npx utm-translit example.com &lt;span class="nt"&gt;-s&lt;/span&gt; yandex &lt;span class="nt"&gt;-m&lt;/span&gt; cpc &lt;span class="nt"&gt;-c&lt;/span&gt; &lt;span class="s2"&gt;"Летняя Акция"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  2. &lt;code&gt;np-marketing-metrics&lt;/code&gt; — the formulas, once
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://www.npmjs.com/package/np-marketing-metrics" rel="noopener noreferrer"&gt;npm: np-marketing-metrics&lt;/a&gt;. Pure functions for the metrics every marketing dashboard recomputes: ad performance, ROMI/ROAS, social engagement, and A/B incrementality with real statistical significance.&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="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;adMetrics&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;romi&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;incrementality&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="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;np-marketing-metrics&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="nf"&gt;adMetrics&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;impressions&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;10000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;clicks&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;cost&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;4000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;conversions&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="c1"&gt;// { ctr: 2, cpc: 20, cpm: 400, cpa: 200, cr: 10 }&lt;/span&gt;

&lt;span class="nf"&gt;romi&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;visits&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;conversions&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;50&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;cost&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;10000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;revenue&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;30000&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="c1"&gt;// { romi: 200, roas: 3, cr: 5, drr: 33.33…, profit: 20000, cpa: 200 }&lt;/span&gt;

&lt;span class="nf"&gt;incrementality&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;n1&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;10000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;c1&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;600&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;n2&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;10000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;c2&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;500&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;confidence&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;95&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="c1"&gt;// two-proportion z-test: p-value, confidence interval, verdict, iROAS&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The incrementality function uses a proper two-proportion z-test (with &lt;code&gt;normCDF&lt;/code&gt;/&lt;code&gt;invNormCDF&lt;/code&gt; helpers exported), so you get a p-value and confidence interval, not just a lift number.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built these
&lt;/h2&gt;

&lt;p&gt;They are the open-source cores of the free &lt;a href="https://nepolyakov.ru/tools/" rel="noopener noreferrer"&gt;marketing engineering tools&lt;/a&gt; I maintain — the web versions if you prefer a UI are the &lt;a href="https://nepolyakov.ru/tools/utm-generator" rel="noopener noreferrer"&gt;UTM generator&lt;/a&gt; and the &lt;a href="https://nepolyakov.ru/tools/romi-calculator" rel="noopener noreferrer"&gt;ROMI calculator&lt;/a&gt;. Returning plain numbers (not formatted strings) keeps the libraries locale-agnostic.&lt;/p&gt;

&lt;p&gt;Both are MIT, zero-dependency, and tested. Issues and PRs welcome.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Author: &lt;a href="https://nepolyakov.ru/about" rel="noopener noreferrer"&gt;Nikolai Polyakov&lt;/a&gt; — performance marketing &amp;amp; analytics.&lt;/em&gt;&lt;/p&gt;

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