<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>En_translation on K-Life Hack | Systems Architecture &amp; DevOps</title><link>https://klifehack.com/en/tags/en_translation/</link><description>Recent content in En_translation on K-Life Hack | Systems Architecture &amp; DevOps</description><generator>Hugo -- gohugo.io</generator><language>en</language><lastBuildDate>Tue, 02 Jun 2026 17:02:38 +0900</lastBuildDate><atom:link href="https://klifehack.com/en/tags/en_translation/index.xml" rel="self" type="application/rss+xml"/><item><title>Detection of Unassociated GIDs and Security Hardening Procedures in Linux Systems</title><link>https://klifehack.com/en/p/linux-security-orphaned-gid-audit/</link><pubDate>Tue, 02 Jun 2026 17:02:38 +0900</pubDate><guid>https://klifehack.com/en/p/linux-security-orphaned-gid-audit/</guid><description>&lt;h1 id="guidelines-for-identifying-and-removing-unnecessary-groups-orphaned-gids-in-linux-systems"&gt;Guidelines for Identifying and Removing Unnecessary Groups (Orphaned GIDs) in Linux Systems
&lt;/h1&gt;&lt;p&gt;In Linux system operations, the existence of groups defined in the /etc/group file that are not linked to any active user in /etc/passwd (orphaned GIDs) is considered a security management deficiency. Based on item [U-09] of the Technical Vulnerability Analysis and Evaluation Guidelines for Critical Information Infrastructure (2026 Revision), this article details the technical approach to identifying and properly handling these unnecessary GIDs.&lt;/p&gt;
&lt;h2 id="1-overview-of-vulnerability-and-risk-analysis"&gt;1. Overview of Vulnerability and Risk Analysis
&lt;/h2&gt;&lt;h3 id="11-objective-of-the-assessment"&gt;1.1 Objective of the Assessment
&lt;/h3&gt;&lt;p&gt;By reviewing system configuration files and identifying/removing unnecessary or unassociated groups, the attack surface is minimized. The objective is to prevent unauthorized access to leftover files of deleted users and to ensure transparency in privilege management.&lt;/p&gt;
&lt;h3 id="12-potential-security-threats"&gt;1.2 Potential Security Threats
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;b&gt;Abuse of Privileges and Unintended Access&lt;/b&gt;: If files owned by a deleted user retain ownership by an orphaned GID, an attacker who compromises a low-privilege account might attempt to join that group to gain access to confidential files.&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Social Engineering&lt;/b&gt;: If an insider threat discovers high-value files owned by a specific orphaned GID, there is a risk they might request an administrator to add their account to that GID under the guise of operational necessity.&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Audit and Management Overhead&lt;/b&gt;: Leaving unnecessary GIDs unaddressed complicates security audits and configuration management, making it difficult to clearly track resource ownership.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="2-assessment-criteria-and-system-architecture"&gt;2. Assessment Criteria and System Architecture
&lt;/h2&gt;&lt;h3 id="21-target-environment-and-gid-range-classification"&gt;2.1 Target Environment and GID Range Classification
&lt;/h3&gt;&lt;p&gt;Linux distributions manage GID ranges separately for system services and regular users. During assessment, the focus is on GIDs within the user account range, excluding system GIDs managed by the package manager.&lt;/p&gt;
&lt;table&gt;
	&lt;thead&gt;
			&lt;tr&gt;
					&lt;th style="text-align: left"&gt;OS Family&lt;/th&gt;
					&lt;th style="text-align: left"&gt;System Account GID Range&lt;/th&gt;
					&lt;th style="text-align: left"&gt;User Account GID Range&lt;/th&gt;
			&lt;/tr&gt;
	&lt;/thead&gt;
	&lt;tbody&gt;
			&lt;tr&gt;
					&lt;td style="text-align: left"&gt;&lt;b&gt;Debian/Ubuntu&lt;/b&gt;&lt;/td&gt;
					&lt;td style="text-align: left"&gt;0 to 999&lt;/td&gt;
					&lt;td style="text-align: left"&gt;1000 or above&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td style="text-align: left"&gt;&lt;b&gt;RHEL 7 and later&lt;/b&gt;&lt;/td&gt;
					&lt;td style="text-align: left"&gt;0 to 999&lt;/td&gt;
					&lt;td style="text-align: left"&gt;1000 or above&lt;/td&gt;
			&lt;/tr&gt;
			&lt;tr&gt;
					&lt;td style="text-align: left"&gt;&lt;b&gt;RHEL 6 and earlier&lt;/b&gt;&lt;/td&gt;
					&lt;td style="text-align: left"&gt;0 to 499&lt;/td&gt;
					&lt;td style="text-align: left"&gt;500 or above&lt;/td&gt;
			&lt;/tr&gt;
	&lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id="22-evaluation-criteria"&gt;2.2 Evaluation Criteria
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;b&gt;Pass&lt;/b&gt;: All unnecessary groups or GIDs that do not correspond to active user accounts have been identified and removed.&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Vulnerable&lt;/b&gt;: Unnecessary groups or GIDs without active user accounts exist within the system configuration files.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="3-implementation-of-the-assessment-script"&gt;3. Implementation of the Assessment Script
&lt;/h2&gt;&lt;p&gt;The following Bash script automatically detects the OS type, applies the appropriate GID threshold, and identifies orphaned GIDs.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;#!/bin/bash
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# GID threshold determination based on OS distribution&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; &lt;span style="color:#f92672"&gt;[&lt;/span&gt; -f /etc/os-release &lt;span style="color:#f92672"&gt;]&lt;/span&gt;; &lt;span style="color:#66d9ef"&gt;then&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; . /etc/os-release
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; &lt;span style="color:#f92672"&gt;[[&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$ID&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; &lt;span style="color:#f92672"&gt;==&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;rhel&amp;#34;&lt;/span&gt; &amp;amp;amp;&amp;amp;amp; &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;VERSION_ID%%.*&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; -le &lt;span style="color:#ae81ff"&gt;6&lt;/span&gt; &lt;span style="color:#f92672"&gt;]]&lt;/span&gt;; &lt;span style="color:#66d9ef"&gt;then&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; GID_MIN&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;500&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;else&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; GID_MIN&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;1000&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;fi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;else&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; GID_MIN&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;1000&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;fi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;echo &lt;span style="color:#e6db74"&gt;&amp;#34;[Scanning for orphaned GIDs (Threshold: &amp;amp;gt;= &lt;/span&gt;$GID_MIN&lt;span style="color:#e6db74"&gt;)]&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Identify GIDs in /etc/group not present as primary GID in /etc/passwd&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# and having no members listed in /etc/group&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;awk -F: -v min&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$GID_MIN &lt;span style="color:#e6db74"&gt;&amp;#39;$3 &amp;amp;gt;= min {print $3}&amp;#39;&lt;/span&gt; /etc/group | &lt;span style="color:#66d9ef"&gt;while&lt;/span&gt; read gid; &lt;span style="color:#66d9ef"&gt;do&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; group_info&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;grep &lt;span style="color:#e6db74"&gt;&amp;#34;:&lt;/span&gt;$gid&lt;span style="color:#e6db74"&gt;:&amp;#34;&lt;/span&gt; /etc/group&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; group_name&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;echo &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$group_info&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; | cut -d: -f1&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; group_members&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;echo &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$group_info&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; | cut -d: -f4&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;# Check if any user uses this GID as primary&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; user_exists&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;$(&lt;/span&gt;awk -F: -v gid&lt;span style="color:#f92672"&gt;=&lt;/span&gt;$gid &lt;span style="color:#e6db74"&gt;&amp;#39;$4 == gid {print $1}&amp;#39;&lt;/span&gt; /etc/passwd&lt;span style="color:#66d9ef"&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; &lt;span style="color:#f92672"&gt;[&lt;/span&gt; -z &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$user_exists&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; &lt;span style="color:#f92672"&gt;]&lt;/span&gt; &amp;amp;amp;&amp;amp;amp; &lt;span style="color:#f92672"&gt;[&lt;/span&gt; -z &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$group_members&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; &lt;span style="color:#f92672"&gt;]&lt;/span&gt;; &lt;span style="color:#66d9ef"&gt;then&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#e6db74"&gt;&amp;#34;Vulnerable: Orphaned GID detected -&amp;amp;gt; Group: &lt;/span&gt;$group_name&lt;span style="color:#e6db74"&gt; (GID: &lt;/span&gt;$gid&lt;span style="color:#e6db74"&gt;)&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;fi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;done&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="4-remediation-guidelines"&gt;4. Remediation Guidelines
&lt;/h2&gt;&lt;p&gt;If the assessment result is &amp;ldquo;Vulnerable&amp;rdquo;, perform the remediation safely using the following steps.&lt;/p&gt;
&lt;h3 id="step-1-identifying-files-associated-with-orphaned-gids"&gt;Step 1: Identifying Files Associated with Orphaned GIDs
&lt;/h3&gt;&lt;p&gt;Before deleting a group, you must verify whether any files owning that GID exist on the filesystem. Failure to do so may result in unintended privilege assignment if the same GID is reused in the future.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Replace [GID] with the identified orphaned GID value&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;find / -gid &lt;span style="color:#f92672"&gt;[&lt;/span&gt;GID&lt;span style="color:#f92672"&gt;]&lt;/span&gt; 2&amp;amp;gt;/dev/null
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="step-2-reassigning-file-ownership"&gt;Step 2: Reassigning File Ownership
&lt;/h3&gt;&lt;p&gt;If files are found, change their ownership to an appropriate active group (e.g., root or a specific service group).&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Reassign group ownership to a secure administrative group&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;find / -gid &lt;span style="color:#f92672"&gt;[&lt;/span&gt;GID&lt;span style="color:#f92672"&gt;]&lt;/span&gt; -exec chgrp root &lt;span style="color:#f92672"&gt;{}&lt;/span&gt; + 2&amp;amp;gt;/dev/null
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="step-3-removing-unnecessary-groups"&gt;Step 3: Removing Unnecessary Groups
&lt;/h3&gt;&lt;p&gt;After confirming that no associated files exist, remove the group using the groupdel command.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Remove the group entry from /etc/group&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;groupdel &lt;span style="color:#f92672"&gt;[&lt;/span&gt;GROUP_NAME&lt;span style="color:#f92672"&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="operational-notes"&gt;Operational Notes
&lt;/h2&gt;&lt;p&gt;While removing orphaned GIDs typically does not affect system services, there are rare cases where legacy applications hardcode and utilize specific GIDs. Therefore, before executing deletions in a production environment, always scan the entire filesystem using the find command to verify the absence of dependencies based on empirical data. Additionally, optimizing the base image configuration in the container image build process (Dockerfile) to prevent the creation of unnecessary groups is effective for maintaining mid-to-long-term security.&lt;/p&gt;</description></item><item><title>Node.js Integration and Verification of WASM-Based PostgreSQL PGlite</title><link>https://klifehack.com/en/p/pglite-wasm-nodejs-integration/</link><pubDate>Mon, 01 Jun 2026 08:12:26 +0900</pubDate><guid>https://klifehack.com/en/p/pglite-wasm-nodejs-integration/</guid><description>&lt;h2 id="overview-and-architectural-features"&gt;Overview and Architectural Features
&lt;/h2&gt;&lt;p&gt;PGlite is a fully functional, lightweight PostgreSQL engine compiled to WebAssembly (WASM) and packaged as a client-side JavaScript library. Developed by ElectricSQL, PGlite allows developers to run a PostgreSQL database directly within a Node.js runtime, web browser, or mobile environment (via React Native/Capacitor) without requiring a separate PostgreSQL server, Docker container, or external daemon.&lt;/p&gt;
&lt;p&gt;This article describes the steps for initializing, operating, benchmarking, and simulating a hybrid synchronization workflow with PGlite in a Node.js environment.&lt;/p&gt;
&lt;h3 id="key-architectural-features"&gt;Key Architectural Features
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;💡 &lt;b&gt;WASM-Driven PostgreSQL Engine:&lt;/b&gt; Runs an actual PostgreSQL engine compiled to WebAssembly, maintaining SQL syntax compatibility.&lt;/li&gt;
&lt;li&gt;🛠️ &lt;b&gt;Environment-Aware Storage Abstraction:&lt;/b&gt; Automatically utilizes the local file system for data persistence in Node.js environments, and falls back to IndexedDB in browser environments.&lt;/li&gt;
&lt;li&gt;⚡ &lt;b&gt;Elimination of Network Overhead:&lt;/b&gt; Database queries are executed in-process, eliminating the network latency associated with traditional database connections.&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="project-setup-and-environment-configuration"&gt;Project Setup and Environment Configuration
&lt;/h2&gt;&lt;p&gt;Set up a Node.js environment configured to use ES Modules and install the required PGlite dependencies.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# 1. Create and navigate to the project directory&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mkdir pglite-demo
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;cd pglite-demo
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# 2. Initialize package.json and enable ES Modules&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm init -y
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm pkg set type&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;module&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# 3. Install the PGlite library&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm install @electric-sql/pglite
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="implementation-code-indexjs"&gt;Implementation Code (&lt;code&gt;index.js&lt;/code&gt;)
&lt;/h2&gt;&lt;p&gt;Create an &lt;code&gt;index.js&lt;/code&gt; file in the project root directory and implement the logic to initialize the database, benchmark batch insertions using transactions, perform standard CRUD operations, and simulate an offline-first synchronization cycle.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-javascript" data-lang="javascript"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;import&lt;/span&gt; { &lt;span style="color:#a6e22e"&gt;PGlite&lt;/span&gt; } &lt;span style="color:#a6e22e"&gt;from&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;@electric-sql/pglite&amp;#34;&lt;/span&gt;;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;// Initialize PGlite instance
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;// Creates or loads a persistent PostgreSQL database in the local &amp;#34;./pgdata&amp;#34; directory.
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;// Targets the local file system in Node.js environments, and defaults to IndexedDB in browser environments.
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;new&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;PGlite&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;./pgdata&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;function&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;main&lt;/span&gt;() {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;🚀 Starting PGlite (Postgres in WASM)...\n&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// 1. Initialize table (Execute DDL)
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;exec&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;`
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; CREATE TABLE IF NOT EXISTS notes (
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; id SERIAL PRIMARY KEY,
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; title TEXT NOT NULL,
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; content TEXT,
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; synced BOOLEAN DEFAULT false,
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; created_at TIMESTAMP DEFAULT NOW()
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; );
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; `&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;✅ &amp;#39;notes&amp;#39; table ready (Postgres Engine running)\n&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// 2. Performance Benchmark: Bulk Data Insertion
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;📊 [Benchmark] Starting insertion test of 100 notes...&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;start&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;performance&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;now&lt;/span&gt;();
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Batch operations using a transaction block.
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Since there is no network overhead, in-memory WASM execution is fast.
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;transaction&lt;/span&gt;(&lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; (&lt;span style="color:#a6e22e"&gt;tx&lt;/span&gt;) &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;for&lt;/span&gt; (&lt;span style="color:#66d9ef"&gt;let&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;i&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;; &lt;span style="color:#a6e22e"&gt;i&lt;/span&gt; &lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;lt&lt;/span&gt;; &lt;span style="color:#ae81ff"&gt;100&lt;/span&gt;; &lt;span style="color:#a6e22e"&gt;i&lt;/span&gt;&lt;span style="color:#f92672"&gt;++&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;tx&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;query&lt;/span&gt;(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;INSERT INTO notes (title, content) VALUES ($1, $2)&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; [&lt;span style="color:#e6db74"&gt;`Note #&lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;i&lt;/span&gt;&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;`&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;`This is test note number &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;i&lt;/span&gt;&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;.`&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; );
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; });
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;end&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;performance&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;now&lt;/span&gt;();
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;`⚡ Completed! Elapsed time: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;end&lt;/span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;start&lt;/span&gt;).&lt;span style="color:#a6e22e"&gt;toFixed&lt;/span&gt;(&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;)&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;ms`&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;` (Average processing speed per item: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;((&lt;span style="color:#a6e22e"&gt;end&lt;/span&gt; &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;start&lt;/span&gt;) &lt;span style="color:#f92672"&gt;/&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;100&lt;/span&gt;).&lt;span style="color:#a6e22e"&gt;toFixed&lt;/span&gt;(&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt;)&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;ms)\n`&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// 3. Execution of CRUD Scenarios
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;📝 [CRUD Scenario] Executing&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// [Create] - Insert a single record and return the created row
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;newNote&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;query&lt;/span&gt;(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;INSERT INTO notes (title, content) VALUES ($1, $2) RETURNING *&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; [&lt;span style="color:#e6db74"&gt;&amp;#34;Important Meeting&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;2:00 PM: Q3 Roadmap Discussion&amp;#34;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; );
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;1. Note Created:&amp;#34;&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;newNote&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;rows&lt;/span&gt;[&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;]);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// [Update] - Update the content of the created record
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;updatedNote&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;query&lt;/span&gt;(
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;UPDATE notes SET content = $1 WHERE id = $2 RETURNING *&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; [&lt;span style="color:#e6db74"&gt;&amp;#34;Changed to 3:00 PM: Q3 Roadmap Discussion&amp;#34;&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;newNote&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;rows&lt;/span&gt;[&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;].&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; );
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;2. Note Updated:&amp;#34;&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;updatedNote&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;rows&lt;/span&gt;[&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;]);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// [Read] - Retrieve the 3 most recent records
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;list&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;query&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;SELECT * FROM notes ORDER BY created_at DESC LIMIT 3&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;3. Recent Notes Reference (Top 3):&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;table&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;list&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;rows&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;map&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;n&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; ({ &lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;n&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;title&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;n&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;title&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;content&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;n&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;content&lt;/span&gt; })));
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// 4. Hybrid Synchronization Simulation
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;\n🔄 [Sync] Simulating backend synchronization...&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Retrieve unsynced local records (synced = false)
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;unsyncedParams&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;query&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;SELECT * FROM notes WHERE synced = false&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;unsyncedCount&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;unsyncedParams&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;rows&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;length&lt;/span&gt;;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; (&lt;span style="color:#a6e22e"&gt;unsyncedCount&lt;/span&gt; &lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; &lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;` -&amp;amp;gt; Sync Target: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;unsyncedCount&lt;/span&gt;&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt; items detected`&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Simulate network latency (500ms) representing data transmission to a remote server
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;new&lt;/span&gt; Promise(&lt;span style="color:#a6e22e"&gt;r&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; &lt;span style="color:#a6e22e"&gt;setTimeout&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;r&lt;/span&gt;, &lt;span style="color:#ae81ff"&gt;500&lt;/span&gt;));
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34; -&amp;amp;gt; ☁️ Backend transmission completed (Mock Server)&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Update local database state, marking as synced
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;ids&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;unsyncedParams&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;rows&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;map&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;n&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; &lt;span style="color:#a6e22e"&gt;n&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;id&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;db&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;query&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;UPDATE notes SET synced = true WHERE id = ANY($1)&amp;#34;&lt;/span&gt;, [&lt;span style="color:#a6e22e"&gt;ids&lt;/span&gt;]);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34; -&amp;amp;gt; ✅ Local DB status updated to &amp;#39;Synced&amp;#39;&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; } &lt;span style="color:#66d9ef"&gt;else&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34; -&amp;amp;gt; No data to synchronize.&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Execution End
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// ---------------------------------------------------------
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;\n🎉 All demos completed successfully.&amp;#34;&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;main&lt;/span&gt;().&lt;span style="color:#66d9ef"&gt;catch&lt;/span&gt;((&lt;span style="color:#a6e22e"&gt;err&lt;/span&gt;) &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;error&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;❌ Error occurred:&amp;#34;&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;err&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;});
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="execution-steps-and-expected-output"&gt;Execution Steps and Expected Output
&lt;/h2&gt;&lt;p&gt;To run the script, execute the following command in your terminal.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;node index.js
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="expected-console-output-example"&gt;Expected Console Output Example
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;🚀 Starting PGlite (Postgres in WASM)...
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;✅ &amp;#39;notes&amp;#39; table ready (Postgres Engine running)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;📊 [Benchmark] Starting insertion test of 100 notes...
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;⚡ Completed! Elapsed time: 42.50ms
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; (Average processing speed per item: 0.43ms)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;📝 [CRUD Scenario] Executing
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;1. Note Created: { id: 101, title: &amp;#39;Important Meeting&amp;#39;, ... }
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;2. Note Updated: { id: 101, title: &amp;#39;Important Meeting&amp;#39;, content: &amp;#39;Changed to 3:00 PM...&amp;#39;, ... }
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;3. Recent Notes Reference (Top 3):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;┌─────────┬──────────────┬────────────────────────────┐
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ (index) │ id │ title │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├─────────┼──────────────┼────────────────────────────┤
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ 0 │ 101 │ &amp;#39;Important Meeting&amp;#39; │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ 1 │ 100 │ &amp;#39;Note #99&amp;#39; │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│ 2 │ 99 │ &amp;#39;Note #98&amp;#39; │
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;└─────────┴──────────────┴────────────────────────────┘
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;🔄 [Sync] Simulating backend synchronization...
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;amp;gt; Sync Target: 101 items detected
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;amp;gt; ☁️ Backend transmission completed (Mock Server)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; -&amp;amp;gt; ✅ Local DB status updated to &amp;#39;Synced&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;🎉 All demos completed successfully.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="architectural-and-performance-verification-points"&gt;Architectural and Performance Verification Points
&lt;/h2&gt;&lt;p&gt;This implementation demonstrates three key functional characteristics of PGlite.&lt;/p&gt;
&lt;h3 id="1-low-latency-via-in-process-execution"&gt;1. Low Latency via In-Process Execution
&lt;/h3&gt;&lt;p&gt;The process of sequentially inserting 100 records within a transaction block completes in tens of milliseconds (e.g., &lt;b&gt;approx. 42.50ms&lt;/b&gt;, or &lt;b&gt;approx. 0.43ms&lt;/b&gt; per record). In traditional client-server database configurations, similar operations can take seconds due to network round-trips, TCP handshakes, and connection pooling overhead. PGlite achieves extremely low overhead by running the database engine in-process.&lt;/p&gt;
&lt;h3 id="2-compatibility-with-postgresql-syntax"&gt;2. Compatibility with PostgreSQL Syntax
&lt;/h3&gt;&lt;p&gt;Unlike lightweight key-value stores or simple SQL-like engines, PGlite runs an actual PostgreSQL engine. Therefore, it natively supports standard PostgreSQL SQL syntax, including:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Complex DDL (&lt;code&gt;CREATE TABLE IF NOT EXISTS&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Transaction control (&lt;code&gt;db.transaction&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Data manipulation with RETURNING clauses (&lt;code&gt;INSERT ... RETURNING *&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Advanced query operations using array parameters (&lt;code&gt;WHERE id = ANY($1)&lt;/code&gt;)&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="3-data-persistence"&gt;3. Data Persistence
&lt;/h3&gt;&lt;p&gt;Running this script multiple times confirms that data is persisted within the &lt;code&gt;./pgdata&lt;/code&gt; directory. The auto-incrementing primary key (&lt;code&gt;id&lt;/code&gt;) does not reset to 1, but continues to increase across executions (e.g., starting from 101 on the second run). This proves that PGlite functions as a persistent, reliable database engine rather than just a temporary in-memory mock.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="operational-notes"&gt;Operational Notes
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;💡 &lt;b&gt;Storage Selection:&lt;/b&gt; While the file system is used in Node.js environments, IndexedDB is automatically selected when running in browser environments. Keep in mind the behavior of the storage adapter for each environment.&lt;/li&gt;
&lt;li&gt;⚠️ &lt;b&gt;Resource Consumption:&lt;/b&gt; Because a full-featured PostgreSQL runs on WASM, memory consumption is higher than that of typical key-value stores. When deploying to resource-constrained edge environments or older mobile devices, real-device memory profiling is recommended.&lt;/li&gt;
&lt;li&gt;⚠️ &lt;b&gt;Concurrency Control:&lt;/b&gt; PGlite is designed with a single-process orientation. Simultaneous write access to the same data directory from multiple Node.js processes can cause lock contention or data corruption, requiring appropriate access control design.&lt;/li&gt;
&lt;/ul&gt;</description></item></channel></rss>