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    <title>DEV Community: Alex Boguslavets</title>
    <description>The latest articles on DEV Community by Alex Boguslavets (@alex_boguslavets_b6280b12).</description>
    <link>https://dev.to/alex_boguslavets_b6280b12</link>
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      <title>DEV Community: Alex Boguslavets</title>
      <link>https://dev.to/alex_boguslavets_b6280b12</link>
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    <item>
      <title>If Your Infrastructure Exists Only as a Series of Clicks, You Have a Problem</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Fri, 10 Jul 2026 08:10:56 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/if-your-infrastructure-exists-only-as-a-series-of-clicks-you-have-a-problem-50oo</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/if-your-infrastructure-exists-only-as-a-series-of-clicks-you-have-a-problem-50oo</guid>
      <description>&lt;p&gt;You set up a server in the AWS Console. You click through security groups, configure load balancers, set up RDS. Everything works. Two months later, you need an identical staging environment. Can you reproduce it exactly?&lt;/p&gt;

&lt;p&gt;Probably not. Because your infrastructure exists only as a series of clicks you've long forgotten. No documentation, no version history, no way to roll back. This is the core problem Infrastructure as Code (IaC) solves.&lt;/p&gt;

&lt;p&gt;I've seen this pattern dozens of times with clients: a critical server goes down, and the person who set it up left the company six months ago. Nobody knows exactly how it was configured. Recovery takes days instead of minutes.&lt;/p&gt;

&lt;h2&gt;
  
  
  Terraform: your infrastructure blueprint
&lt;/h2&gt;

&lt;p&gt;Instead of clicking through the AWS Console, you describe your infrastructure in code:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight hcl"&gt;&lt;code&gt;&lt;span class="nx"&gt;resource&lt;/span&gt; &lt;span class="s2"&gt;"aws_instance"&lt;/span&gt; &lt;span class="s2"&gt;"web"&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nx"&gt;ami&lt;/span&gt;           &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"ami-0c55b159cbfafe1f0"&lt;/span&gt;
  &lt;span class="nx"&gt;instance_type&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"t3.micro"&lt;/span&gt;

  &lt;span class="nx"&gt;vpc_security_group_ids&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;aws_security_group&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;web&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
  &lt;span class="nx"&gt;subnet_id&lt;/span&gt;              &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;aws_subnet&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;public&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;

  &lt;span class="nx"&gt;tags&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;Name&lt;/span&gt;        &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"production-web"&lt;/span&gt;
    &lt;span class="nx"&gt;Environment&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"production"&lt;/span&gt;
    &lt;span class="nx"&gt;ManagedBy&lt;/span&gt;   &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"terraform"&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nx"&gt;resource&lt;/span&gt; &lt;span class="s2"&gt;"aws_security_group"&lt;/span&gt; &lt;span class="s2"&gt;"web"&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nx"&gt;name&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"web-server-sg"&lt;/span&gt;

  &lt;span class="nx"&gt;ingress&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;from_port&lt;/span&gt;   &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;443&lt;/span&gt;
    &lt;span class="nx"&gt;to_port&lt;/span&gt;     &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;443&lt;/span&gt;
    &lt;span class="nx"&gt;protocol&lt;/span&gt;    &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"tcp"&lt;/span&gt;
    &lt;span class="nx"&gt;cidr_blocks&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"0.0.0.0/0"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nx"&gt;egress&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;from_port&lt;/span&gt;   &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;
    &lt;span class="nx"&gt;to_port&lt;/span&gt;     &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;
    &lt;span class="nx"&gt;protocol&lt;/span&gt;    &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;"-1"&lt;/span&gt;
    &lt;span class="nx"&gt;cidr_blocks&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"0.0.0.0/0"&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;Run &lt;code&gt;terraform plan&lt;/code&gt; to see what will change. Run &lt;code&gt;terraform apply&lt;/code&gt; and it creates everything. Need to change instance type? Edit the file, apply again. Terraform figures out what changed and updates only what's necessary.&lt;/p&gt;

&lt;p&gt;The beauty of this approach: your &lt;code&gt;.tf&lt;/code&gt; files become the single source of truth. New team member joins? They read the Terraform code and understand the entire infrastructure in an hour.&lt;/p&gt;

&lt;h2&gt;
  
  
  Ansible: configuration management
&lt;/h2&gt;

&lt;p&gt;Terraform creates infrastructure — servers, databases, networks. But who installs Docker on that server? Who configures Nginx? Who deploys the application? That's where Ansible comes in.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Configure web server&lt;/span&gt;
  &lt;span class="na"&gt;hosts&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;web_servers&lt;/span&gt;
  &lt;span class="na"&gt;become&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;yes&lt;/span&gt;
  &lt;span class="na"&gt;tasks&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Install Docker&lt;/span&gt;
      &lt;span class="na"&gt;apt&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;docker.io&lt;/span&gt;
        &lt;span class="na"&gt;state&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;present&lt;/span&gt;

    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Install Nginx&lt;/span&gt;
      &lt;span class="na"&gt;apt&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;nginx&lt;/span&gt;
        &lt;span class="na"&gt;state&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;present&lt;/span&gt;

    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Copy Nginx config&lt;/span&gt;
      &lt;span class="na"&gt;template&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;src&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;nginx.conf.j2&lt;/span&gt;
        &lt;span class="na"&gt;dest&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;/etc/nginx/sites-available/default&lt;/span&gt;
      &lt;span class="na"&gt;notify&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;restart nginx&lt;/span&gt;

    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Deploy application&lt;/span&gt;
      &lt;span class="na"&gt;docker_container&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;myapp&lt;/span&gt;
        &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ghcr.io/myorg/myapp:latest"&lt;/span&gt;
        &lt;span class="na"&gt;ports&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
          &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;8080:3000"&lt;/span&gt;
        &lt;span class="na"&gt;restart_policy&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;always&lt;/span&gt;

  &lt;span class="na"&gt;handlers&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;restart nginx&lt;/span&gt;
      &lt;span class="na"&gt;service&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;nginx&lt;/span&gt;
        &lt;span class="na"&gt;state&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;restarted&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Ansible connects via SSH — no agents to install, no daemons to manage. You write what you want the server to look like, and Ansible makes it happen. Run it once or a hundred times — the result is the same (idempotency).&lt;/p&gt;

&lt;h2&gt;
  
  
  The power combo: Terraform + Ansible + Git
&lt;/h2&gt;

&lt;p&gt;Here's how these tools work together in a real production workflow:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Terraform&lt;/strong&gt; provisions cloud resources — EC2 instances, RDS databases, VPCs, S3 buckets, load balancers, DNS records&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ansible&lt;/strong&gt; configures those resources — installs software, deploys applications, manages configs, sets up monitoring&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Git&lt;/strong&gt; versions everything — every change is tracked, reviewed via pull requests, and reversible with &lt;code&gt;git revert&lt;/code&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;This means you can spin up an identical environment in minutes. Disaster recovery goes from "days of panic" to "run two commands."&lt;/p&gt;

&lt;h2&gt;
  
  
  A real-world example
&lt;/h2&gt;

&lt;p&gt;One of my clients had a setup where everything was configured manually in AWS Console over two years. When their primary server had a disk failure:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Before IaC:&lt;/strong&gt; 3 days of downtime, 2 engineers working around the clock, several misconfigurations discovered only after launch, $15,000+ in lost revenue&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;After IaC migration:&lt;/strong&gt; We recreated the entire infrastructure in 47 minutes from Terraform + Ansible code. Zero misconfigurations. The app was back online before most users noticed.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The migration to IaC took 3 weeks. It paid for itself on the first incident.&lt;/p&gt;

&lt;h2&gt;
  
  
  Real benefits I've seen with clients
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Reproducibility&lt;/strong&gt; — "works on my environment" is no longer a problem. Staging = Production, always.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Speed&lt;/strong&gt; — new environments go from days to minutes.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Documentation&lt;/strong&gt; — your Terraform files ARE your documentation. No more outdated Confluence pages.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Disaster recovery&lt;/strong&gt; — server died? Terraform recreates it, Ansible reconfigures it. Under an hour.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cost control&lt;/strong&gt; — see exactly what resources you're paying for in a single file.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Audit trail&lt;/strong&gt; — every infrastructure change goes through a pull request.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How to start (without breaking everything)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Step 1:&lt;/strong&gt; Pick one resource. Start with something non-critical — maybe a dev server or an S3 bucket. Define it in Terraform.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 2:&lt;/strong&gt; Use &lt;code&gt;terraform import&lt;/code&gt; to bring existing resources under Terraform management without recreating them.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 3:&lt;/strong&gt; Write an Ansible playbook for something you do regularly — like deploying a new version of your app.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 4:&lt;/strong&gt; Put everything in Git. Set up a CI/CD pipeline that runs &lt;code&gt;terraform plan&lt;/code&gt; on pull requests.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 5:&lt;/strong&gt; Expand gradually. Each week, bring one more manually managed resource under IaC control.&lt;/p&gt;

&lt;p&gt;If your infrastructure is still managed by clicking through cloud consoles, you're one bad day away from a disaster you can't recover from. The good news? You can start fixing this today.&lt;/p&gt;




&lt;p&gt;Full article: &lt;a href="https://alexxdevops.com/en/articles/infrastructure-as-code-stop-clicking-buttons-aws" rel="noopener noreferrer"&gt;alexxdevops.com&lt;/a&gt;&lt;br&gt;
Book a free consultation: &lt;a href="https://calendly.com/oleksii-bohuslavets/30min" rel="noopener noreferrer"&gt;calendly.com/oleksii-bohuslavets/30min&lt;/a&gt;&lt;/p&gt;

</description>
      <category>terraform</category>
      <category>ansible</category>
      <category>devops</category>
      <category>aws</category>
    </item>
    <item>
      <title>Docker for Beginners: Containerize Your App in 30 Minutes</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Thu, 23 Apr 2026 08:12:36 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/docker-for-beginners-containerize-your-app-in-30-minutes-47em</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/docker-for-beginners-containerize-your-app-in-30-minutes-47em</guid>
      <description>&lt;p&gt;I remember the first time I heard "it works on my machine." Three developers, three different environments, one broken deploy. Docker solves exactly this problem.&lt;/p&gt;

&lt;p&gt;In this guide you'll go from zero to a running containerized app in 30 minutes.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is Docker, actually?
&lt;/h2&gt;

&lt;p&gt;Docker packages your app + its dependencies + runtime into a single image. That image runs the same way everywhere — your laptop, a teammate's Mac, AWS EC2.&lt;/p&gt;

&lt;p&gt;Think of it like a shipping container: standardized box, works on any ship.&lt;/p&gt;

&lt;h2&gt;
  
  
  Prerequisites
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Docker Desktop installed (&lt;a href="https://docs.docker.com/get-docker/" rel="noopener noreferrer"&gt;docs.docker.com&lt;/a&gt;)&lt;/li&gt;
&lt;li&gt;Basic terminal knowledge&lt;/li&gt;
&lt;li&gt;Any web app (we'll use a simple Node.js example)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Step 1: Create a simple app
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// app.js&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;http&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;http&lt;/span&gt;&lt;span class="dl"&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;server&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;http&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;createServer&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;req&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;end&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Hello from Docker! 🐳&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="nx"&gt;server&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;listen&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;3000&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;gt;&lt;/span&gt; &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Running on port 3000&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="err"&gt;//&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="err"&gt;package.json&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"docker-demo"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"version"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"1.0.0"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"scripts"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"start"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"node app.js"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Step 2: Write a Dockerfile
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight docker"&gt;&lt;code&gt;&lt;span class="c"&gt;# Start from official Node image&lt;/span&gt;
&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="s"&gt; node:20-alpine&lt;/span&gt;

&lt;span class="c"&gt;# Set working directory inside container&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; /app&lt;/span&gt;

&lt;span class="c"&gt;# Copy dependency files first (layer caching)&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; package*.json ./&lt;/span&gt;
&lt;span class="k"&gt;RUN &lt;/span&gt;npm &lt;span class="nb"&gt;install&lt;/span&gt;

&lt;span class="c"&gt;# Copy the rest of the app&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; . .&lt;/span&gt;

&lt;span class="c"&gt;# Expose the port&lt;/span&gt;
&lt;span class="k"&gt;EXPOSE&lt;/span&gt;&lt;span class="s"&gt; 3000&lt;/span&gt;

&lt;span class="c"&gt;# Start command&lt;/span&gt;
&lt;span class="k"&gt;CMD&lt;/span&gt;&lt;span class="s"&gt; ["node", "app.js"]&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Step 3: Build and run
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Build the image&lt;/span&gt;
docker build &lt;span class="nt"&gt;-t&lt;/span&gt; my-app &lt;span class="nb"&gt;.&lt;/span&gt;

&lt;span class="c"&gt;# Run a container from it&lt;/span&gt;
docker run &lt;span class="nt"&gt;-p&lt;/span&gt; 3000:3000 my-app
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Open &lt;a href="http://localhost:3000" rel="noopener noreferrer"&gt;http://localhost:3000&lt;/a&gt; — you'll see "Hello from Docker! 🐳"&lt;/p&gt;

&lt;h2&gt;
  
  
  Step 4: Add Docker Compose
&lt;/h2&gt;

&lt;p&gt;For real apps you need a database too. Docker Compose manages multiple containers:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="c1"&gt;# docker-compose.yml&lt;/span&gt;
&lt;span class="na"&gt;version&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s1"&gt;'&lt;/span&gt;&lt;span class="s"&gt;3.8'&lt;/span&gt;

&lt;span class="na"&gt;services&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;app&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;.&lt;/span&gt;
    &lt;span class="na"&gt;ports&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;3000:3000"&lt;/span&gt;
    &lt;span class="na"&gt;environment&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;DATABASE_URL=postgres://user:password@db:5432/myapp    depends_on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;db&lt;/span&gt;

  &lt;span class="na"&gt;db&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;postgres:16-alpine&lt;/span&gt;
    &lt;span class="na"&gt;environment&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;POSTGRES_USER&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;user&lt;/span&gt;
      &lt;span class="na"&gt;POSTGRES_PASSWORD&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;password&lt;/span&gt;
      &lt;span class="na"&gt;POSTGRES_DB&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;myapp&lt;/span&gt;
    &lt;span class="na"&gt;volumes&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;postgres_data:/var/lib/postgresql/data&lt;/span&gt;

&lt;span class="na"&gt;volumes&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;postgres_data&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;docker compose up &lt;span class="nt"&gt;-d&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;One command — app + database, both running.&lt;/p&gt;

&lt;h2&gt;
  
  
  Key concepts to remember
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Concept&lt;/th&gt;
&lt;th&gt;What it is&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Image&lt;/td&gt;
&lt;td&gt;Blueprint (like a class)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Container&lt;/td&gt;
&lt;td&gt;Running instance (like an object)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Dockerfile&lt;/td&gt;
&lt;td&gt;Recipe to build an image&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Docker Compose&lt;/td&gt;
&lt;td&gt;Tool to run multiple containers&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Volume&lt;/td&gt;
&lt;td&gt;Persistent storage for containers&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Common mistakes beginners make
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1. Copying node_modules into the image&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Add a &lt;code&gt;.dockerignore&lt;/code&gt; file:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;node_modules
.git
.env
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;2. Running as root&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Add this to your Dockerfile before CMD:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight docker"&gt;&lt;code&gt;&lt;span class="k"&gt;RUN &lt;/span&gt;addgroup &lt;span class="nt"&gt;-S&lt;/span&gt; appgroup &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; adduser &lt;span class="nt"&gt;-S&lt;/span&gt; appuser &lt;span class="nt"&gt;-G&lt;/span&gt; appgroup
&lt;span class="k"&gt;USER&lt;/span&gt;&lt;span class="s"&gt; appuser&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;3. Not using layer caching&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Always copy &lt;code&gt;package.json&lt;/code&gt; and run &lt;code&gt;npm install&lt;/code&gt; BEFORE copying your source code. Docker caches each layer — if your code changes but dependencies don't, it won't reinstall everything.&lt;/p&gt;

&lt;h2&gt;
  
  
  What's next?
&lt;/h2&gt;

&lt;p&gt;Once you're comfortable with basics:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-stage builds&lt;/strong&gt; — smaller production images&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Health checks&lt;/strong&gt; — Docker restarts unhealthy containers&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Docker secrets&lt;/strong&gt; — secure way to pass credentials&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Kubernetes&lt;/strong&gt; — when you need to scale beyond one server&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Real talk
&lt;/h2&gt;

&lt;p&gt;Docker has a learning curve. The first Dockerfile feels weird. But after a week you won't be able to imagine developing without it.&lt;/p&gt;

&lt;p&gt;No more "works on my machine." No more dependency conflicts. No more manual server setup.&lt;/p&gt;




&lt;p&gt;I use Docker daily running a Rails + PostgreSQL + Nginx stack on AWS EC2. If you have questions about specific setups — drop them in the comments.&lt;/p&gt;

</description>
      <category>docker</category>
      <category>devops</category>
      <category>beginners</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>5 Security Mistakes I See on Every Server Audit</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Wed, 22 Apr 2026 10:55:00 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/5-security-mistakes-i-see-on-every-server-audit-165b</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/5-security-mistakes-i-see-on-every-server-audit-165b</guid>
      <description>&lt;p&gt;Every server I audit has at least three of these issues. They're simple to fix, yet consistently overlooked. A single breach can cost a small business thousands of dollars in downtime, data loss, and reputation damage.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. SSH with Password Authentication
&lt;/h2&gt;

&lt;p&gt;If your server accepts SSH passwords, it's being brute-forced right now. Check your &lt;code&gt;/var/log/auth.log&lt;/code&gt; — you'll see hundreds of failed login attempts daily from bots around the world.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Switch to SSH key authentication and disable password login:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# /etc/ssh/sshd_config&lt;/span&gt;
PasswordAuthentication no
PubkeyAuthentication &lt;span class="nb"&gt;yes
&lt;/span&gt;PermitRootLogin no
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This single change eliminates 99% of brute-force attacks. Takes 5 minutes.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. No Firewall Rules
&lt;/h2&gt;

&lt;p&gt;I regularly find servers with all ports open to the internet. Database ports (3306, 5432), Redis (6379), admin panels — all accessible from anywhere.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Use ufw to allow only what's needed:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;ufw default deny incoming
ufw allow 22/tcp    &lt;span class="c"&gt;# SSH&lt;/span&gt;
ufw allow 80/tcp    &lt;span class="c"&gt;# HTTP&lt;/span&gt;
ufw allow 443/tcp   &lt;span class="c"&gt;# HTTPS&lt;/span&gt;
ufw &lt;span class="nb"&gt;enable&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  3. Unattended Upgrades Disabled
&lt;/h2&gt;

&lt;p&gt;Security patches are released weekly. If your server isn't automatically installing them, you're running known-vulnerable software. The Equifax breach happened because of an unpatched vulnerability — the fix had been available for months.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Enable automatic security updates on Ubuntu:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;apt &lt;span class="nb"&gt;install &lt;/span&gt;unattended-upgrades
dpkg-reconfigure &lt;span class="nt"&gt;-plow&lt;/span&gt; unattended-upgrades
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  4. Running Services as Root
&lt;/h2&gt;

&lt;p&gt;If your web application runs as root and gets compromised, the attacker has full control of your server. Running services as unprivileged users limits the blast radius of any vulnerability.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Create dedicated users for each service. With Docker, don't run containers with &lt;code&gt;--privileged&lt;/code&gt; unless absolutely necessary.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. No Backups (or Untested Backups)
&lt;/h2&gt;

&lt;p&gt;Having backups is step one. Testing them is step two — and most people skip it. I've seen companies discover their backups were corrupted only when they needed to restore.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Automate daily backups to an external location (S3, another server). Set up a monthly restore test. If you can't restore it, it's not a backup — it's a hope.&lt;/p&gt;

&lt;h2&gt;
  
  
  Take Action Today
&lt;/h2&gt;

&lt;p&gt;These five fixes take less than an hour total and dramatically improve your security posture.&lt;/p&gt;




&lt;p&gt;Not sure about your server's security? I offer comprehensive server audits with a detailed report and remediation plan. Contact me for a security review.&lt;/p&gt;

</description>
      <category>security</category>
      <category>devops</category>
      <category>linux</category>
      <category>server</category>
    </item>
    <item>
      <title>Monitoring 101: Grafana + Prometheus for Your Infrastructure</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Tue, 21 Apr 2026 07:14:00 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/monitoring-101-grafana-prometheus-for-your-infrastructure-c12</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/monitoring-101-grafana-prometheus-for-your-infrastructure-c12</guid>
      <description>&lt;p&gt;How do you know your server is healthy right now? Is CPU at 90%? Is the disk almost full? Are response times increasing? If you can't answer these questions instantly, you need monitoring.&lt;/p&gt;

&lt;p&gt;Most businesses discover problems the worst way possible: customers complain. By then, you've already lost revenue and trust. Good monitoring means you know about issues before your users do.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Monitoring Stack
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Prometheus&lt;/strong&gt; collects metrics from your servers and applications. It scrapes data every 15 seconds and stores it in a time-series database.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Grafana&lt;/strong&gt; visualizes those metrics in beautiful, customizable dashboards. CPU usage over time, memory trends, request rates — all in real-time.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Alertmanager&lt;/strong&gt; sends notifications when things go wrong. Email, Slack, Telegram, PagerDuty — choose your channel.&lt;/p&gt;

&lt;h2&gt;
  
  
  What to Monitor
&lt;/h2&gt;

&lt;p&gt;Start with the "USE" method:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Utilization&lt;/strong&gt; — CPU, memory, disk usage percentage&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Saturation&lt;/strong&gt; — queue lengths, swap usage, I/O wait&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Errors&lt;/strong&gt; — 5xx responses, failed requests, connection timeouts&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For web applications, add:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Response time (p50, p95, p99)&lt;/li&gt;
&lt;li&gt;Request rate (requests per second)&lt;/li&gt;
&lt;li&gt;Error rate (percentage of failed requests)&lt;/li&gt;
&lt;li&gt;Database query time&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Alerting Done Right
&lt;/h2&gt;

&lt;p&gt;The biggest mistake in monitoring is too many alerts. If everything is "critical," nothing is.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Alert on symptoms, not causes — "website is slow" is better than "CPU is high"&lt;/li&gt;
&lt;li&gt;Set meaningful thresholds — 80% disk usage is a warning, 95% is critical&lt;/li&gt;
&lt;li&gt;Include runbook links — every alert should tell you what to do next&lt;/li&gt;
&lt;li&gt;Avoid alert fatigue — if you're ignoring alerts, your thresholds are wrong&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Getting Started
&lt;/h2&gt;

&lt;p&gt;The easiest way to start is with Docker Compose. Prometheus, Grafana, and node_exporter can be running in under 10 minutes. There are also excellent community dashboards for common setups — no need to build from scratch.&lt;/p&gt;

&lt;p&gt;If your infrastructure runs without monitoring, you're flying blind.&lt;/p&gt;




&lt;p&gt;I can set up a complete monitoring stack for your infrastructure in a day. &lt;a href="https://alexxdevops.com/en/contact" rel="noopener noreferrer"&gt;Reach out&lt;/a&gt; and stop guessing.&lt;/p&gt;

</description>
      <category>monitoring</category>
      <category>devops</category>
      <category>prometheus</category>
      <category>grafana</category>
    </item>
    <item>
      <title>How AI Tools Are Changing DevOps: My Real Experience</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Mon, 20 Apr 2026 14:00:00 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/how-ai-tools-are-changing-devops-my-real-experience-33ho</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/how-ai-tools-are-changing-devops-my-real-experience-33ho</guid>
      <description>&lt;p&gt;When ChatGPT launched, many people panicked. "AI will replace developers!" In reality, after using AI tools daily for over a year: AI doesn't replace engineers — it amplifies them. I'm 2-3x more productive, not because AI writes my code, but because it eliminates the boring parts.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Actually Use AI For
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Writing Ansible Playbooks and Scripts
&lt;/h3&gt;

&lt;p&gt;Instead of spending 30 minutes writing a playbook from scratch, I describe what I need: &lt;em&gt;"Create an Ansible playbook that installs Docker on Ubuntu 22.04, adds the current user to the docker group, and enables the service."&lt;/em&gt; I get a working draft in seconds, then review and customize it.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Debugging Configuration Issues
&lt;/h3&gt;

&lt;p&gt;Nginx returning 502? Paste the error log into Claude, describe your setup, and get targeted suggestions. AI is excellent at pattern-matching common misconfigurations that would take 45 minutes of Stack Overflow browsing.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Writing Documentation
&lt;/h3&gt;

&lt;p&gt;Nobody likes writing runbooks. I describe the procedure, AI generates clean structured documentation. I review it, add context — done in a quarter of the time.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Learning New Tools
&lt;/h3&gt;

&lt;p&gt;"Explain Prometheus alerting rules with examples" gives you a personalized tutorial instantly. Like having a senior engineer available 24/7.&lt;/p&gt;

&lt;h2&gt;
  
  
  What AI Is Bad At
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Architecture decisions — AI doesn't understand your business context, budget, or team capabilities&lt;/li&gt;
&lt;li&gt;Security-critical configurations — always verify against official documentation&lt;/li&gt;
&lt;li&gt;Debugging production issues — AI can help analyze logs, but it can't access your systems&lt;/li&gt;
&lt;li&gt;Novel problems — if it's not in the training data, AI will confidently give you wrong answers&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  My AI Toolkit
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Claude&lt;/strong&gt; — my go-to for complex tasks, long documents, and code review. Excellent reasoning.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;ChatGPT&lt;/strong&gt; — great for quick questions and brainstorming.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub Copilot&lt;/strong&gt; — autocomplete on steroids. Saves time on repetitive patterns.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Claude Code&lt;/strong&gt; — this entire website was built with AI assistance. Blog, payments, SEO — all developed faster thanks to AI pair programming.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Bottom Line
&lt;/h2&gt;

&lt;p&gt;AI tools are not magic — they're power tools. A chainsaw doesn't make you a lumberjack, but a lumberjack with a chainsaw is 10x more productive than one with an axe.&lt;/p&gt;




&lt;p&gt;Want to learn how AI can speed up your infrastructure work? &lt;a href="https://alexxdevops.com/en/booking" rel="noopener noreferrer"&gt;Book a free consultation&lt;/a&gt;.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>devops</category>
      <category>productivity</category>
      <category>tools</category>
    </item>
    <item>
      <title>Why Every Small Business Needs a CI/CD Pipeline in 2026</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Thu, 16 Apr 2026 07:00:00 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/why-every-small-business-needs-a-cicd-pipeline-in-2026-22c4</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/why-every-small-business-needs-a-cicd-pipeline-in-2026-22c4</guid>
      <description>&lt;p&gt;If you're still deploying your application by SSHing into a server and running commands manually, you're not alone — but you're losing money. Every manual deployment is a risk: a forgotten step, a typo in a command, or a missing environment variable can bring your site down.&lt;/p&gt;

&lt;p&gt;I've seen teams spend 2-3 hours on each deployment, doing the same repetitive steps every time. That's 2-3 hours of skilled developer time wasted on something a machine can do in 2 minutes.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Is CI/CD and Why Should You Care?
&lt;/h2&gt;

&lt;p&gt;CI (Continuous Integration) means every code change is automatically tested. CD (Continuous Deployment) means every tested change is automatically deployed to your server. Together, they form a pipeline that takes your code from a Git push to a live website — without human intervention.&lt;/p&gt;

&lt;p&gt;Here's what a typical pipeline looks like:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Developer pushes code to GitHub&lt;/li&gt;
&lt;li&gt;Automated tests run (unit tests, linting, security checks)&lt;/li&gt;
&lt;li&gt;If tests pass, code is deployed to staging&lt;/li&gt;
&lt;li&gt;After approval, code goes to production&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Real Example: A Self-Hosted Pipeline
&lt;/h2&gt;

&lt;p&gt;This website uses GitHub Actions with a self-hosted runner. When I push to master:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;push&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;branches&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="pi"&gt;[&lt;/span&gt;&lt;span class="nv"&gt;master&lt;/span&gt;&lt;span class="pi"&gt;]&lt;/span&gt;

&lt;span class="na"&gt;jobs&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;deploy&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;runs-on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;self-hosted&lt;/span&gt;
    &lt;span class="na"&gt;steps&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;uses: actions/checkout@v4      - name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Sync files&lt;/span&gt;
        &lt;span class="na"&gt;run&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;rsync -av --exclude='.git' . ubuntu@server:/app      - name&lt;/span&gt;&lt;span class="err"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Restart app&lt;/span&gt;
        &lt;span class="na"&gt;run&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;ssh ubuntu@server "cd /app &amp;amp;&amp;amp; docker compose restart web"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Total deploy time: under 60 seconds. Zero manual steps.&lt;/p&gt;

&lt;h2&gt;
  
  
  The ROI Is Obvious
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;Manual deployment&lt;/th&gt;
&lt;th&gt;CI/CD pipeline&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Time per deploy&lt;/td&gt;
&lt;td&gt;30-120 min&lt;/td&gt;
&lt;td&gt;1-2 min&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Human error risk&lt;/td&gt;
&lt;td&gt;High&lt;/td&gt;
&lt;td&gt;Near zero&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Deploy frequency&lt;/td&gt;
&lt;td&gt;Weekly (fear-driven)&lt;/td&gt;
&lt;td&gt;Daily or more&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Rollback time&lt;/td&gt;
&lt;td&gt;30-60 min&lt;/td&gt;
&lt;td&gt;1 click&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Teams with CI/CD deploy 10-20x more frequently and have 5x fewer incidents according to the DORA metrics report.&lt;/p&gt;

&lt;h2&gt;
  
  
  You Don't Need to Start Big
&lt;/h2&gt;

&lt;p&gt;You don't need a complex setup on day one. Start with:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;GitHub Actions — free for public repos, 2,000 min/month free for private&lt;/li&gt;
&lt;li&gt;One job — just run tests on every push&lt;/li&gt;
&lt;li&gt;Add deploy step — rsync + restart when tests pass&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it. You can add staging environments, approval gates, and notifications later.&lt;/p&gt;

&lt;h2&gt;
  
  
  Common Objections
&lt;/h2&gt;

&lt;p&gt;"Our app is too simple for CI/CD." No app is too simple. Even a static website benefits from automated deploys.&lt;/p&gt;

&lt;p&gt;"It takes too long to set up." A basic pipeline takes 1-2 hours. You'll recover that time on the first deployment.&lt;/p&gt;

&lt;p&gt;"Our team is too small." Solo developers benefit the most — you have no one to catch your mistakes.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Bottom Line
&lt;/h2&gt;

&lt;p&gt;CI/CD isn't a luxury for big tech companies. It's a basic hygiene practice that any team of any size can implement in an afternoon.&lt;/p&gt;




&lt;p&gt;Want a CI/CD pipeline set up for your project? Browse our automation services or book a free call.&lt;/p&gt;

</description>
      <category>cicd</category>
      <category>devops</category>
      <category>automation</category>
      <category>github</category>
    </item>
    <item>
      <title>Docker Compose in Production: Is It a Good Idea?</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Wed, 15 Apr 2026 11:10:58 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/docker-compose-in-production-is-it-a-good-idea-bgh</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/docker-compose-in-production-is-it-a-good-idea-bgh</guid>
      <description>&lt;p&gt;"Use Kubernetes in production, Docker Compose is just for development." You've probably heard this. It's not wrong — but it's also not the whole story. For small teams, single-server setups, and projects that don't need horizontal scaling, Docker Compose in production is a completely valid choice.&lt;/p&gt;

&lt;p&gt;This very website runs on Docker Compose in production — on a single AWS t3.micro instance. Here's what I've learned.&lt;/p&gt;

&lt;h2&gt;
  
  
  When Docker Compose in Production Makes Sense
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Single server setup — your app fits on one machine (most small businesses do)&lt;/li&gt;
&lt;li&gt;Low traffic — under ~1,000 concurrent users&lt;/li&gt;
&lt;li&gt;Small team — 1-5 developers who don't want Kubernetes complexity&lt;/li&gt;
&lt;li&gt;Predictable load — no need for auto-scaling&lt;/li&gt;
&lt;li&gt;Budget constraints — one EC2 instance costs $15-30/month vs $150+ for managed Kubernetes&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Real Limitations
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;No auto-healing — if a container crashes, you need a restart policy to bring it back&lt;/li&gt;
&lt;li&gt;No horizontal scaling — you can't easily add more web servers&lt;/li&gt;
&lt;li&gt;No rolling deployments — deploys cause a brief downtime window&lt;/li&gt;
&lt;li&gt;Single point of failure — if the server goes down, everything goes down&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Making It Production-Ready
&lt;/h2&gt;

&lt;p&gt;With a few additions, Docker Compose becomes quite robust:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;services&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;web&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;restart&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;unless-stopped&lt;/span&gt;
    &lt;span class="na"&gt;healthcheck&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;test&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="pi"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;CMD"&lt;/span&gt;&lt;span class="pi"&gt;,&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;curl"&lt;/span&gt;&lt;span class="pi"&gt;,&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;-f"&lt;/span&gt;&lt;span class="pi"&gt;,&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;http://localhost:3000/health"&lt;/span&gt;&lt;span class="pi"&gt;]&lt;/span&gt;
      &lt;span class="na"&gt;interval&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;30s&lt;/span&gt;
      &lt;span class="na"&gt;retries&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;3&lt;/span&gt;
  &lt;span class="na"&gt;nginx&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;restart&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;unless-stopped&lt;/span&gt;
  &lt;span class="na"&gt;db&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;restart&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;unless-stopped&lt;/span&gt;
    &lt;span class="na"&gt;volumes&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;postgres_data:/var/lib/postgresql/data&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Add &lt;code&gt;restart: unless-stopped&lt;/code&gt; to every service. It ensures containers come back up after a server reboot or crash.&lt;/p&gt;

&lt;h2&gt;
  
  
  Deployment Without Downtime
&lt;/h2&gt;

&lt;p&gt;Zero-downtime deploys with Docker Compose require a bit of creativity:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Sync new code to the server (rsync)&lt;/li&gt;
&lt;li&gt;Build the new image: &lt;code&gt;docker compose build web&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Run migrations: &lt;code&gt;docker compose exec web rails db:migrate&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Reload: &lt;code&gt;docker compose up -d --no-deps web&lt;/code&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Nginx continues serving the old container while the new one starts. The gap is typically under 5 seconds.&lt;/p&gt;

&lt;h2&gt;
  
  
  When to Move to Kubernetes
&lt;/h2&gt;

&lt;p&gt;Graduate to Kubernetes when you need: multiple servers, auto-scaling, canary deployments, or if your team grows beyond 10 engineers. For everything else, Docker Compose is fast, simple, and reliable enough.&lt;/p&gt;




&lt;p&gt;Need help containerizing your application? Browse our containerization services.&lt;/p&gt;

</description>
      <category>docker</category>
      <category>devops</category>
      <category>containers</category>
      <category>infrastructure</category>
    </item>
    <item>
      <title>GitHub Actions vs GitLab CI: Which One Should You Use in 2026?</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Wed, 15 Apr 2026 09:05:08 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/github-actions-vs-gitlab-ci-which-one-should-you-use-in-2026-gln</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/github-actions-vs-gitlab-ci-which-one-should-you-use-in-2026-gln</guid>
      <description>&lt;p&gt;GitHub Actions and GitLab CI are the two dominant CI/CD platforms in 2026. If your code is already on one platform, the answer is usually obvious. But for new projects — or migrations — the choice matters.&lt;/p&gt;

&lt;p&gt;Here's what I've learned running both in production.&lt;/p&gt;

&lt;h2&gt;
  
  
  GitHub Actions: Strengths
&lt;/h2&gt;

&lt;p&gt;Ecosystem is unmatched. The GitHub Marketplace has thousands of pre-built actions for everything from deploying to AWS to sending Slack notifications. Most open-source projects use GitHub Actions, so finding examples is easy.&lt;/p&gt;

&lt;p&gt;Self-hosted runners are simple to set up. Add a runner to your server in 10 minutes. This is how I deploy this website — a macOS runner on my own machine handles all deployments for free.&lt;/p&gt;

&lt;p&gt;Tight GitHub integration. Branch protection rules, required status checks, environment protection rules, and deployment history are all first-class features.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;push&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;branches&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="pi"&gt;[&lt;/span&gt;&lt;span class="nv"&gt;main&lt;/span&gt;&lt;span class="pi"&gt;]&lt;/span&gt;

&lt;span class="na"&gt;jobs&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;deploy&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;runs-on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;self-hosted&lt;/span&gt;
    &lt;span class="na"&gt;steps&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;uses: actions/checkout@v4      - run&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;./deploy.sh&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  GitLab CI: Strengths
&lt;/h2&gt;

&lt;p&gt;All-in-one platform. GitLab includes built-in container registry, package registry, security scanning, dependency scanning, and infrastructure management. With GitHub you need to integrate these separately.&lt;/p&gt;

&lt;p&gt;Better for private infrastructure. GitLab's self-hosted option (GitLab CE/EE) gives you full control — useful for enterprises with strict compliance requirements.&lt;/p&gt;

&lt;p&gt;Pipeline visualization is superior. GitLab's pipeline UI shows stages, job dependencies, and artifacts more clearly than GitHub Actions' linear view.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;stages&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;test&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;build&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;deploy&lt;/span&gt;

&lt;span class="na"&gt;deploy&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;stage&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;deploy&lt;/span&gt;
  &lt;span class="na"&gt;script&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;rsync -av . user@server:/app  only&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;main&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  The Honest Comparison
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Feature&lt;/th&gt;
&lt;th&gt;GitHub Actions&lt;/th&gt;
&lt;th&gt;GitLab CI&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Free minutes (public repos)&lt;/td&gt;
&lt;td&gt;Unlimited&lt;/td&gt;
&lt;td&gt;400/month&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Free minutes (private repos)&lt;/td&gt;
&lt;td&gt;2,000/month&lt;/td&gt;
&lt;td&gt;400/month&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Marketplace/integrations&lt;/td&gt;
&lt;td&gt;Excellent&lt;/td&gt;
&lt;td&gt;Good&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Self-hosted&lt;/td&gt;
&lt;td&gt;Good&lt;/td&gt;
&lt;td&gt;Excellent&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Built-in security scanning&lt;/td&gt;
&lt;td&gt;Basic (paid)&lt;/td&gt;
&lt;td&gt;Included&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Pipeline UI&lt;/td&gt;
&lt;td&gt;Good&lt;/td&gt;
&lt;td&gt;Excellent&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  My Recommendation
&lt;/h2&gt;

&lt;p&gt;Choose &lt;strong&gt;GitHub Actions&lt;/strong&gt; if: your team lives in GitHub, you work with open-source, or you want the largest ecosystem of ready-made integrations.&lt;/p&gt;

&lt;p&gt;Choose &lt;strong&gt;GitLab CI&lt;/strong&gt; if: you need a self-hosted all-in-one platform, work in an enterprise with compliance requirements, or value built-in security scanning.&lt;/p&gt;

&lt;p&gt;For most small-to-medium teams in 2026: GitHub Actions wins on convenience. For enterprises needing full control: GitLab CI wins on completeness.&lt;/p&gt;




&lt;p&gt;Need help setting up a CI/CD pipeline? Browse our DevOps services or contact us directly.&lt;/p&gt;

</description>
      <category>devops</category>
      <category>cicd</category>
      <category>github</category>
      <category>gitlab</category>
    </item>
    <item>
      <title>AWS Cost Optimization: 7 Things You're Probably Overpaying For</title>
      <dc:creator>Alex Boguslavets</dc:creator>
      <pubDate>Wed, 15 Apr 2026 08:54:47 +0000</pubDate>
      <link>https://dev.to/alex_boguslavets_b6280b12/aws-cost-optimization-7-things-youre-probably-overpaying-for-1gmc</link>
      <guid>https://dev.to/alex_boguslavets_b6280b12/aws-cost-optimization-7-things-youre-probably-overpaying-for-1gmc</guid>
      <description>&lt;p&gt;Most AWS bills have hidden waste. I've audited dozens of AWS accounts and the same patterns appear every time. Companies pay 30-50% more than they need to — not because AWS is expensive, but because the defaults are not optimized for cost.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. Oversized EC2 Instances
&lt;/h2&gt;

&lt;p&gt;That t3.large running at 5% CPU? You're paying for capacity you don't use. AWS Cost Explorer shows CPU and memory utilization history. Check it. Most workloads can run on a size smaller than what was originally provisioned "just to be safe."&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Enable AWS Compute Optimizer. It analyzes 14 days of metrics and recommends right-sized instances. Potential savings: 30-60% on compute.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Unattached EBS Volumes
&lt;/h2&gt;

&lt;p&gt;Every time you terminate an EC2 instance without deleting its storage volume, the volume keeps charging you. These "orphan" volumes accumulate silently.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Run this to find them:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;aws ec2 describe-volumes &lt;span class="nt"&gt;--filters&lt;/span&gt; &lt;span class="nv"&gt;Name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;status,Values&lt;span class="o"&gt;=&lt;/span&gt;available
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Delete what you don't need. Set "Delete on termination" to true for new instances.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Old Snapshots Nobody Deleted
&lt;/h2&gt;

&lt;p&gt;EBS snapshots cost $0.05/GB/month. A 100GB snapshot taken daily for a year = $1,825/year in snapshots alone.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Use AWS Backup with lifecycle policies to automatically expire snapshots after 30-90 days.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. NAT Gateway Data Transfer
&lt;/h2&gt;

&lt;p&gt;NAT Gateways charge $0.045 per GB processed. If your EC2 instances pull large Docker images through a NAT Gateway, costs add up fast.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Use VPC endpoints for S3 and ECR (free data transfer). Cache Docker layers locally.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. On-Demand Instances for Stable Workloads
&lt;/h2&gt;

&lt;p&gt;On-Demand is the most expensive pricing model. If your production server runs 24/7, you're overpaying by 30-60% compared to Reserved Instances or Savings Plans.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Buy a 1-year Compute Savings Plan for your baseline capacity. Keep On-Demand only for burst workloads.&lt;/p&gt;

&lt;h2&gt;
  
  
  6. Unused Elastic IPs
&lt;/h2&gt;

&lt;p&gt;Elastic IPs are free when attached to a running instance. When unattached: $0.005/hour = $3.60/month each.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Audit your EIPs monthly. Release any that aren't attached to a running instance.&lt;/p&gt;

&lt;h2&gt;
  
  
  7. CloudWatch Logs Retention Set to "Never Expire"
&lt;/h2&gt;

&lt;p&gt;CloudWatch Logs storage costs $0.03/GB/month with no expiry by default. Application logs grow quickly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix:&lt;/strong&gt; Set retention to 30-90 days on all log groups. Export older logs to S3 where storage costs 80% less.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Bottom Line
&lt;/h2&gt;

&lt;p&gt;AWS cost optimization isn't a one-time task — it's an ongoing practice. Set up a monthly cost review, use AWS Cost Anomaly Detection for alerts, and tag everything so you know what each service costs.&lt;/p&gt;

&lt;p&gt;Most clients I work with save 25-40% within the first month of a cloud audit.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Need a cloud cost audit for your AWS account? &lt;a href="https://alexxdevops.com/en/contact" rel="noopener noreferrer"&gt;Get in touch.&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

</description>
      <category>aws</category>
      <category>devops</category>
      <category>cloud</category>
      <category>infrastructure</category>
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