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    <title>DEV Community: networkhack52</title>
    <description>The latest articles on DEV Community by networkhack52 (@networkhack52).</description>
    <link>https://dev.to/networkhack52</link>
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      <title>DEV Community: networkhack52</title>
      <link>https://dev.to/networkhack52</link>
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    <item>
      <title>Anyone here deal with security questionnaires regularly? Looking for real feedback</title>
      <dc:creator>networkhack52</dc:creator>
      <pubDate>Mon, 03 Aug 2026 00:57:57 +0000</pubDate>
      <link>https://dev.to/networkhack52/anyone-here-deal-with-security-questionnaires-regularly-looking-for-real-feedback-1lom</link>
      <guid>https://dev.to/networkhack52/anyone-here-deal-with-security-questionnaires-regularly-looking-for-real-feedback-1lom</guid>
      <description>&lt;p&gt;I’m building a tool to help B2B SaaS teams answer security questionnaires faster (the ones that slow down deals).&lt;br&gt;
If you’ve ever had to fill them out (or help your company with them), I’d love honest input:&lt;br&gt;
How many do you usually get per month?&lt;br&gt;
How long does each one typically take?&lt;br&gt;
Do you use any tool for this right now (Loopio, Responsive, Conveyor, Vanta, etc.)?&lt;br&gt;
If yes — how useful has it actually been in practice?&lt;br&gt;
What’s still frustrating or missing?&lt;br&gt;
Not pitching anything. Just trying to understand if this is still a real pain and where current tools fall short.&lt;br&gt;
Thanks to anyone who shares their experience.&lt;/p&gt;

</description>
      <category>saas</category>
      <category>discuss</category>
      <category>security</category>
      <category>startup</category>
    </item>
    <item>
      <title>Anyone here deal with security questionnaires regularly? Looking for real feedback

I’m building a tool to help B2B SaaS teams answer security questionnaires faster (the ones that slow down deals).
If you’ve ever had to fill them out (or help your company</title>
      <dc:creator>networkhack52</dc:creator>
      <pubDate>Mon, 03 Aug 2026 00:52:28 +0000</pubDate>
      <link>https://dev.to/networkhack52/anyone-here-deal-with-security-questionnaires-regularly-looking-for-real-feedback-im-building-h5l</link>
      <guid>https://dev.to/networkhack52/anyone-here-deal-with-security-questionnaires-regularly-looking-for-real-feedback-im-building-h5l</guid>
      <description></description>
      <category>buildinpublic</category>
      <category>saas</category>
      <category>startup</category>
    </item>
    <item>
      <title>My install counter said 525. The real number was 4.</title>
      <dc:creator>networkhack52</dc:creator>
      <pubDate>Thu, 23 Jul 2026 10:00:35 +0000</pubDate>
      <link>https://dev.to/networkhack52/my-install-counter-said-525-the-real-number-was-4-nn5</link>
      <guid>https://dev.to/networkhack52/my-install-counter-said-525-the-real-number-was-4-nn5</guid>
      <description>&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fy5zrbdjn3876zsfoeyre.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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fy5zrbdjn3876zsfoeyre.png" alt=" " width="800" height="420"&gt;&lt;/a&gt;I spent two months building an AI bug-fixing extension for VS Code. Extension in TypeScript, FastAPI backend, Supabase, Stripe subscriptions, GitHub Actions publishing every release. Shipped solo.&lt;/p&gt;

&lt;p&gt;Then I spent a week telling people it had 500+ installs.&lt;/p&gt;

&lt;p&gt;It had 4.&lt;/p&gt;

&lt;p&gt;Nobody lied to me. I lied to myself with a dashboard, and it took an embarrassing amount of evidence to admit it. Here's exactly how it happened, because I don't think I'm the only one doing this.&lt;/p&gt;

&lt;h2&gt;
  
  
  The number that felt great
&lt;/h2&gt;

&lt;p&gt;The VS Code Marketplace publisher dashboard has a big, friendly headline metric called &lt;strong&gt;Total Acquisition&lt;/strong&gt;. Mine said 525.&lt;/p&gt;

&lt;p&gt;So I did what anyone would do. I put "500+ installs" in my freelance profile. I put it in a proposal. I mentioned it on LinkedIn. It felt like traction — proof that the thing I built in my bedroom was landing with real people.&lt;/p&gt;

&lt;p&gt;There was a small detail I kept not thinking about: my API logs were quiet. Very quiet.&lt;/p&gt;

&lt;p&gt;If 500 developers had installed a tool that calls my backend to fix bugs, my server should have been busy. It wasn't. I explained that away for days — maybe they installed and forgot, maybe onboarding is bad, maybe the free tier isn't obvious.&lt;/p&gt;

&lt;p&gt;Maybe. Or maybe the number was fake.&lt;/p&gt;

&lt;h2&gt;
  
  
  The three pieces of evidence
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1. The public listing said something different.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;My dashboard said 525. My &lt;em&gt;public&lt;/em&gt; Marketplace page — the one every visitor sees — said &lt;strong&gt;4 installs, 0 reviews&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;That's the number clients see. That's the number anyone clicking my "verify my work" link would see, right next to my claim of 500+. I had been sending people to a page that contradicted me.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. The funnel was mathematically impossible.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The dashboard showed a conversion funnel: &lt;strong&gt;160 page views → 525 acquisitions&lt;/strong&gt;. That's a 328% conversion rate.&lt;/p&gt;

&lt;p&gt;More than three downloads per human visit. Funnels don't work that way. A number over 100% doesn't mean you're crushing it — it means the events aren't coming from the page at all.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. The chart legend told the truth.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The acquisition graph has two series: &lt;em&gt;Install from VSCode&lt;/em&gt; and &lt;em&gt;Download from Marketplace&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;Mine was almost entirely "Download from Marketplace" — raw &lt;code&gt;.vsix&lt;/code&gt; file fetches. Real users install through the editor. Almost nobody downloads a VSIX by hand.&lt;/p&gt;

&lt;p&gt;But you know who does? Automated scrapers and archive bots that pull &lt;strong&gt;every version of every extension&lt;/strong&gt; the moment it's published. I had shipped a dozen releases. Every release triggered a wave.&lt;/p&gt;

&lt;p&gt;The spikes in my "growth" chart lined up exactly with my publish dates. I hadn't found product-market fit. I'd found a mirror.&lt;/p&gt;

&lt;h2&gt;
  
  
  Fixing it: stop trusting dashboards, instrument your own truth
&lt;/h2&gt;

&lt;p&gt;Vanity metrics are ambiguous by design. So I stopped arguing with the dashboard and made my backend answer the question directly.&lt;/p&gt;

&lt;p&gt;I added one log line to my fix endpoint:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;[REAL_USER] fix/auth device=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;device_id&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; ip=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;ip&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; tier=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;tier&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; lang=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;lang&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;code&gt;device_id&lt;/code&gt; is a stable hash — &lt;code&gt;sha256(key_hash)[:8]&lt;/code&gt; — so I can tell 10 different people apart from 1 person clicking 10 times. That distinction matters more than any total.&lt;/p&gt;

&lt;p&gt;Now my real user count is a command, not a feeling:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;grep &lt;code&gt;[REAL_USER]&lt;/code&gt; → count unique &lt;code&gt;device=&lt;/code&gt; values → subtract my own device ID.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;That last step is not optional. Your own testing will absolutely show up in your metrics and quietly make you feel successful. Know your own ID and exclude it.&lt;/p&gt;

&lt;h3&gt;
  
  
  The bug that almost fooled me twice
&lt;/h3&gt;

&lt;p&gt;I deployed the logging, ran a fix, checked the logs — nothing. Zero &lt;code&gt;[REAL_USER]&lt;/code&gt; lines. For a moment I thought I'd proven I had no users at all.&lt;/p&gt;

&lt;p&gt;But my server &lt;em&gt;was&lt;/em&gt; logging &lt;code&gt;POST /v1/fix → 200&lt;/code&gt;. Requests were arriving. The tag just wasn't there.&lt;/p&gt;

&lt;p&gt;The reason: I'd only added the logging to the &lt;strong&gt;keyless public&lt;/strong&gt; endpoints. My own editor had an API key configured, so my traffic went to the &lt;strong&gt;authenticated&lt;/strong&gt; route — which had no logging.&lt;/p&gt;

&lt;p&gt;Two lessons in one bug:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Instrument every path, not the one you happened to be thinking about.&lt;/strong&gt; Partial instrumentation is worse than none, because it looks like data.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Test your telemetry the same way you test your code.&lt;/strong&gt; "I added logging" and "logging works" are different claims.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What the real numbers actually told me
&lt;/h2&gt;

&lt;p&gt;Once it was honest, the picture was brutal and useful:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Real users: ~0 (just me)&lt;/li&gt;
&lt;li&gt;The public listing: 4 installs&lt;/li&gt;
&lt;li&gt;Nobody had ever used the keyless free trial&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That reframed my entire problem. I'd been optimizing onboarding — first-run experience, auto-demo, walkthrough — assuming people were installing and bouncing.&lt;/p&gt;

&lt;p&gt;They weren't bouncing. &lt;strong&gt;They were never arriving.&lt;/strong&gt; My problem was never activation. It was distribution. Nobody knew the thing existed.&lt;/p&gt;

&lt;p&gt;You cannot fix the right problem while you're looking at the wrong number.&lt;/p&gt;

&lt;h2&gt;
  
  
  Then one real person showed up
&lt;/h2&gt;

&lt;p&gt;A few days later, this appeared in my logs:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;[REAL_USER] fix/public device=624f526c ip=196.191.x.x lang=python
[REAL_USER] fix/public device=624f526c ip=196.191.x.x lang=python
[REAL_USER] fix/auth  device=6e193b74 ip=196.191.x.x tier=free lang=javascript
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Someone in Ethiopia found it. Tried it keyless, twice, in Python. Then signed up for a free account and used it three more times in JavaScript.&lt;/p&gt;

&lt;p&gt;Five real fixes. One real human who had never heard of me, walking the exact funnel I designed: try it free → like it → sign up → keep going.&lt;/p&gt;

&lt;p&gt;That single line of log output meant more than 525 ever did. Not because it's big — it's tiny — but because it's &lt;strong&gt;real&lt;/strong&gt;, and I can watch it grow from a number I trust.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I'd tell you if you're building something
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Know which of your numbers are load-bearing.&lt;/strong&gt; If a metric would change your decisions, it needs to be instrumented by you, not inferred from someone's dashboard.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Be suspicious of numbers that only make you feel good.&lt;/strong&gt; My install count never once caused me to do anything differently. That should have been the tell.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Any conversion rate over 100% is a bug, not a win.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Instrument every code path, then verify the instrumentation itself.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Exclude yourself from your own metrics.&lt;/strong&gt; You are your product's most active fake user.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;And check what your public page says about you.&lt;/strong&gt; I was telling people to verify my work at a link that flatly contradicted my claims. That's the kind of mistake that costs trust at the exact moment you can least afford it.&lt;/p&gt;

&lt;p&gt;Going from 525 to 4 was the most useful thing that happened to this project. Fake momentum kept me polishing a product nobody had found. Real zero made me go get users.&lt;/p&gt;

&lt;p&gt;The number's still small. But it's mine, and I can count it.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>programming</category>
      <category>beginners</category>
      <category>showdev</category>
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