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<p>The <strong>Getting Started</strong> category provides everything you need to begin working with Geode graph database. From installation and configuration to writing your first queries, these guides help you go from zero to productive in minutes.</p>
<h3 id="introduction-to-getting-started" class="position-relative d-flex align-items-center group">
<span>Introduction to Getting Started</span>
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</script><p>Starting with a new database system can be daunting, but Geode makes it straightforward. Whether you’re completely new to graph databases or migrating from another system, these getting started guides provide a smooth onboarding experience with clear, actionable steps.</p>
<p>This category covers the fundamentals: installing Geode, understanding core concepts, writing your first queries, and building simple applications. Each guide builds progressively, ensuring you have a solid foundation before moving to advanced topics. All examples are tested and production-ready.</p>
<h3 id="quick-start-5-minutes-to-your-first-graph" class="position-relative d-flex align-items-center group">
<span>Quick Start: 5 Minutes to Your First Graph</span>
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<h4 id="installation" class="position-relative d-flex align-items-center group">
<span>Installation</span>
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</h4><p><strong>Using Docker</strong> (fastest method):</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Pull the latest Geode image</span>
</span></span><span class="line"><span class="cl">docker pull codepros/geode:latest
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># Run Geode server</span>
</span></span><span class="line"><span class="cl">docker run -p 3141:3141 codepros/geode:latest
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># Access the shell</span>
</span></span><span class="line"><span class="cl">docker <span class="nb">exec</span> -it <container_id> geode shell
</span></span></code></pre></div><p><strong>Building from Source</strong> (requires Zig 0.1.0+):</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Clone repository</span>
</span></span><span class="line"><span class="cl">git clone https://github.com/codeprosorg/geode
</span></span><span class="line"><span class="cl"><span class="nb">cd</span> geode
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># Build</span>
</span></span><span class="line"><span class="cl">make build
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># Run</span>
</span></span><span class="line"><span class="cl">./zig-out/bin/geode serve
</span></span></code></pre></div>
<h4 id="your-first-query" class="position-relative d-flex align-items-center group">
<span>Your First Query</span>
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</h4><p>Open the Geode shell:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">geode shell
</span></span></code></pre></div><p>Create your first graph:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Create</span><span class="w"> </span><span class="py">nodes</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">alice</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">,</span><span class="w"> </span><span class="py">age</span><span class="p">:</span><span class="w"> </span><span class="nc">30</span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">bob</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Bob</span><span class="err">'</span><span class="p">,</span><span class="w"> </span><span class="py">age</span><span class="p">:</span><span class="w"> </span><span class="nc">35</span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Create</span><span class="w"> </span><span class="py">relationship</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">}),</span><span class="w"> </span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Bob</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="w"> </span><span class="p">{</span><span class="py">since</span><span class="p">:</span><span class="w"> </span><span class="nc">2020</span><span class="p">}]</span><span class="err">-></span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Query</span><span class="w"> </span><span class="py">the</span><span class="w"> </span><span class="py">graph</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[</span><span class="py">k</span><span class="p">:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">f</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">k</span><span class="err">.</span><span class="py">since</span><span class="p">,</span><span class="w"> </span><span class="py">f</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div><p><strong>Output</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-fallback" data-lang="fallback"><span class="line"><span class="cl">| p.name | k.since | f.name |
</span></span><span class="line"><span class="cl">|--------|---------|--------|
</span></span><span class="line"><span class="cl">| Alice | 2020 | Bob |
</span></span></code></pre></div><p>Congratulations! You’ve created and queried your first graph.</p>
<h3 id="understanding-core-concepts" class="position-relative d-flex align-items-center group">
<span>Understanding Core Concepts</span>
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<h4 id="what-is-a-graph-database" class="position-relative d-flex align-items-center group">
<span>What is a Graph Database?</span>
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</h4><p>A graph database stores data as <strong>nodes</strong> (entities) and <strong>relationships</strong> (connections):</p>
<ul>
<li><strong>Nodes</strong>: Represent entities like people, products, or locations</li>
<li><strong>Relationships</strong>: Connect nodes with typed, directed connections</li>
<li><strong>Properties</strong>: Key-value pairs stored on both nodes and relationships</li>
<li><strong>Labels</strong>: Categories or types for nodes</li>
</ul>
<p><strong>Example</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Node</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">label</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">properties</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">(</span><span class="py">alice</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">,</span><span class="w"> </span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Relationship</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="kd">type</span><span class="w"> </span><span class="nc">and</span><span class="w"> </span><span class="py">properties</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="w"> </span><span class="p">{</span><span class="py">since</span><span class="p">:</span><span class="w"> </span><span class="nc">2020</span><span class="p">,</span><span class="w"> </span><span class="py">strength</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">strong</span><span class="err">'</span><span class="p">}]</span><span class="err">-></span><span class="w">
</span></span></span></code></pre></div>
<h4 id="graph-vs-relational-databases" class="position-relative d-flex align-items-center group">
<span>Graph vs. Relational Databases</span>
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</h4><p><strong>Relational Database</strong> (SQL):</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-sql" data-lang="sql"><span class="line"><span class="cl"><span class="c1">-- Three tables with foreign keys
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="k">SELECT</span><span class="w"> </span><span class="n">p1</span><span class="p">.</span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">p2</span><span class="p">.</span><span class="n">name</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="k">FROM</span><span class="w"> </span><span class="n">persons</span><span class="w"> </span><span class="n">p1</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="k">JOIN</span><span class="w"> </span><span class="n">friendships</span><span class="w"> </span><span class="n">f</span><span class="w"> </span><span class="k">ON</span><span class="w"> </span><span class="n">p1</span><span class="p">.</span><span class="n">id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f</span><span class="p">.</span><span class="n">person1_id</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="k">JOIN</span><span class="w"> </span><span class="n">persons</span><span class="w"> </span><span class="n">p2</span><span class="w"> </span><span class="k">ON</span><span class="w"> </span><span class="n">f</span><span class="p">.</span><span class="n">person2_id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">p2</span><span class="p">.</span><span class="n">id</span><span class="p">;</span><span class="w">
</span></span></span></code></pre></div><p><strong>Graph Database</strong> (GQL):</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Natural</span><span class="w"> </span><span class="py">pattern</span><span class="w"> </span><span class="py">matching</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p1</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS_WITH</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">p2</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p1</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">p2</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div><p>Graphs excel at:</p>
<ul>
<li><strong>Relationship queries</strong>: Finding connections is natural and fast</li>
<li><strong>Variable-depth traversals</strong>: “Friends of friends” queries scale linearly</li>
<li><strong>Pattern matching</strong>: Complex patterns expressed simply</li>
<li><strong>Schema flexibility</strong>: Evolve your model without migrations</li>
</ul>
<h4 id="the-property-graph-model" class="position-relative d-flex align-items-center group">
<span>The Property Graph Model</span>
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</button>
</h4><p>Geode implements the property graph model defined in ISO/IEC 39075:2024:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Node</span><span class="p">:</span><span class="w"> </span><span class="p">(</span><span class="nc">label</span><span class="w"> </span><span class="p">{</span><span class="py">properties</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">(</span><span class="py">person</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">age</span><span class="p">:</span><span class="w"> </span><span class="nc">30</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Relationship</span><span class="p">:</span><span class="w"> </span><span class="err">-</span><span class="p">[</span><span class="nc">type</span><span class="w"> </span><span class="p">{</span><span class="py">properties</span><span class="p">}]</span><span class="err">-></span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">-</span><span class="p">[:</span><span class="nc">WORKS_AT</span><span class="w"> </span><span class="p">{</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">since</span><span class="p">:</span><span class="w"> </span><span class="nc">2020</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">position</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Engineer</span><span class="err">'</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">}]</span><span class="err">-></span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Complete</span><span class="w"> </span><span class="py">pattern</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">(</span><span class="py">alice</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="err">-</span><span class="p">[:</span><span class="nc">WORKS_AT</span><span class="w"> </span><span class="p">{</span><span class="py">since</span><span class="p">:</span><span class="w"> </span><span class="nc">2020</span><span class="p">,</span><span class="w"> </span><span class="py">position</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Engineer</span><span class="err">'</span><span class="p">}]</span><span class="err">-></span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">(</span><span class="py">acme</span><span class="p">:</span><span class="nc">Company</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Acme</span><span class="w"> </span><span class="py">Corp</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span></code></pre></div>
<h3 id="step-by-step-tutorial" class="position-relative d-flex align-items-center group">
<span>Step-by-Step Tutorial</span>
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</h3>
<h4 id="step-1-set-up-your-environment" class="position-relative d-flex align-items-center group">
<span>Step 1: Set Up Your Environment</span>
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</button>
</h4><p><strong>Server Configuration</strong> (<code>geode.toml</code>):</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-toml" data-lang="toml"><span class="line"><span class="cl"><span class="p">[</span><span class="nx">server</span><span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nx">listen</span> <span class="p">=</span> <span class="s2">"0.0.0.0:3141"</span>
</span></span><span class="line"><span class="cl"><span class="nx">max_connections</span> <span class="p">=</span> <span class="mi">1000</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="p">[</span><span class="nx">storage</span><span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nx">data_dir</span> <span class="p">=</span> <span class="s2">"./data"</span>
</span></span><span class="line"><span class="cl"><span class="nx">wal_dir</span> <span class="p">=</span> <span class="s2">"./wal"</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="p">[</span><span class="nx">security</span><span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nx">auth_enabled</span> <span class="p">=</span> <span class="kc">false</span> <span class="c"># Disable for local development</span>
</span></span></code></pre></div><p><strong>Start the server</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">geode serve --config geode.toml
</span></span></code></pre></div><p><strong>Verify it’s running</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># Should return PONG</span>
</span></span><span class="line"><span class="cl">geode ping
</span></span></code></pre></div>
<h4 id="step-2-connect-with-a-client" class="position-relative d-flex align-items-center group">
<span>Step 2: Connect with a Client</span>
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</button>
</h4><p><strong>Python</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">asyncio</span>
</span></span><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">geode_client</span> <span class="kn">import</span> <span class="n">Client</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
</span></span><span class="line"><span class="cl"> <span class="n">client</span> <span class="o">=</span> <span class="n">Client</span><span class="p">(</span><span class="n">host</span><span class="o">=</span><span class="s2">"localhost"</span><span class="p">,</span> <span class="n">port</span><span class="o">=</span><span class="mi">3141</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="n">result</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">"RETURN 'Hello, Geode!' as message"</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">result</span><span class="o">.</span><span class="n">rows</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s2">"message"</span><span class="p">])</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">asyncio</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">main</span><span class="p">())</span>
</span></span></code></pre></div><p><strong>Go</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-go" data-lang="go"><span class="line"><span class="cl"><span class="kn">package</span> <span class="nx">main</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="p">(</span>
</span></span><span class="line"><span class="cl"> <span class="s">"context"</span>
</span></span><span class="line"><span class="cl"> <span class="s">"database/sql"</span>
</span></span><span class="line"><span class="cl"> <span class="s">"fmt"</span>
</span></span><span class="line"><span class="cl"> <span class="s">"log"</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="nx">_</span> <span class="s">"geodedb.com/geode/driver"</span>
</span></span><span class="line"><span class="cl"><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="kd">func</span> <span class="nf">main</span><span class="p">()</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl"> <span class="nx">db</span><span class="p">,</span> <span class="nx">err</span> <span class="o">:=</span> <span class="nx">sql</span><span class="p">.</span><span class="nf">Open</span><span class="p">(</span><span class="s">"geode"</span><span class="p">,</span> <span class="s">"quic://localhost:3141"</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="nx">err</span> <span class="o">!=</span> <span class="kc">nil</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl"> <span class="nx">log</span><span class="p">.</span><span class="nf">Fatal</span><span class="p">(</span><span class="nx">err</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="p">}</span>
</span></span><span class="line"><span class="cl"> <span class="k">defer</span> <span class="nx">db</span><span class="p">.</span><span class="nf">Close</span><span class="p">()</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="kd">var</span> <span class="nx">message</span> <span class="kt">string</span>
</span></span><span class="line"><span class="cl"> <span class="nx">err</span> <span class="p">=</span> <span class="nx">db</span><span class="p">.</span><span class="nf">QueryRowContext</span><span class="p">(</span><span class="nx">context</span><span class="p">.</span><span class="nf">Background</span><span class="p">(),</span>
</span></span><span class="line"><span class="cl"> <span class="s">"RETURN 'Hello, Geode!' as message"</span><span class="p">).</span><span class="nf">Scan</span><span class="p">(</span><span class="o">&</span><span class="nx">message</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="nx">err</span> <span class="o">!=</span> <span class="kc">nil</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl"> <span class="nx">log</span><span class="p">.</span><span class="nf">Fatal</span><span class="p">(</span><span class="nx">err</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="p">}</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="nx">fmt</span><span class="p">.</span><span class="nf">Println</span><span class="p">(</span><span class="nx">message</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="p">}</span>
</span></span></code></pre></div>
<h4 id="step-3-build-a-simple-social-network" class="position-relative d-flex align-items-center group">
<span>Step 3: Build a Simple Social Network</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="step-3-build-a-simple-social-network"
aria-haspopup="dialog"
aria-label="Share link: Step 3: Build a Simple Social Network">
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<span class="visually-hidden">Share link</span>
</button>
</h4><p><strong>Create users</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">alice</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user1</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="w"> </span><span class="py">Anderson</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">joined</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">(</span><span class="err">'</span><span class="py">2024</span><span class="err">-</span><span class="py">01</span><span class="err">-</span><span class="py">15</span><span class="err">'</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">bob</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user2</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Bob</span><span class="w"> </span><span class="py">Brown</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">bob</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">joined</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">(</span><span class="err">'</span><span class="py">2024</span><span class="err">-</span><span class="py">02</span><span class="err">-</span><span class="py">20</span><span class="err">'</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">charlie</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user3</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Charlie</span><span class="w"> </span><span class="py">Chen</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">charlie</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">joined</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">(</span><span class="err">'</span><span class="py">2024</span><span class="err">-</span><span class="py">03</span><span class="err">-</span><span class="py">10</span><span class="err">'</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div><p><strong>Create friendships</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user1</span><span class="err">'</span><span class="p">}),</span><span class="w"> </span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user2</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS_WITH</span><span class="w"> </span><span class="p">{</span><span class="py">since</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">(</span><span class="err">'</span><span class="py">2024</span><span class="err">-</span><span class="py">03</span><span class="err">-</span><span class="py">01</span><span class="err">'</span><span class="p">)}]</span><span class="err">-></span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user2</span><span class="err">'</span><span class="p">}),</span><span class="w"> </span><span class="p">(</span><span class="py">c</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user3</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS_WITH</span><span class="w"> </span><span class="p">{</span><span class="py">since</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">(</span><span class="err">'</span><span class="py">2024</span><span class="err">-</span><span class="py">03</span><span class="err">-</span><span class="py">15</span><span class="err">'</span><span class="p">)}]</span><span class="err">-></span><span class="p">(</span><span class="py">c</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div><p><strong>Query friends</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user1</span><span class="err">'</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS_WITH</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">friend</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">friend</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">friend</span><span class="err">.</span><span class="py">email</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div><p><strong>Find friends of friends</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user1</span><span class="err">'</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS_WITH</span><span class="err">*</span><span class="py">1</span><span class="err">.</span><span class="mf">.2</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">connection</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">connection</span><span class="err">.</span><span class="py">id</span><span class="w"> </span><span class="err"><></span><span class="w"> </span><span class="err">'</span><span class="py">user1</span><span class="err">'</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">DISTINCT</span><span class="w"> </span><span class="py">connection</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="step-4-add-posts-and-interactions" class="position-relative d-flex align-items-center group">
<span>Step 4: Add Posts and Interactions</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="step-4-add-posts-and-interactions"
aria-haspopup="dialog"
aria-label="Share link: Step 4: Add Posts and Interactions">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h4><p><strong>Create posts</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user1</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">POSTED</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Post</span><span class="w"> </span><span class="p">{</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">post1</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">content</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Hello</span><span class="w"> </span><span class="py">from</span><span class="w"> </span><span class="py">Geode</span><span class="p">!</span><span class="err">'</span><span class="p">,</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">timestamp</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">(</span><span class="err">'</span><span class="py">2024</span><span class="err">-</span><span class="py">03</span><span class="err">-</span><span class="py">15T10</span><span class="p">:</span><span class="nc">30</span><span class="p">:</span><span class="nc">00</span><span class="err">'</span><span class="p">),</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">likes</span><span class="p">:</span><span class="w"> </span><span class="nc">0</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div><p><strong>Like a post</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user2</span><span class="err">'</span><span class="p">}),</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Post</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">post1</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">LIKES</span><span class="w"> </span><span class="p">{</span><span class="py">timestamp</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">()}]</span><span class="err">-></span><span class="p">(</span><span class="py">p</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">likes</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">likes</span><span class="w"> </span><span class="err">+</span><span class="w"> </span><span class="py">1</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div><p><strong>Build a news feed</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">id</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">user2</span><span class="err">'</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">FRIENDS_WITH</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">friend</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">POSTED</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">post</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">friend</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">post</span><span class="err">.</span><span class="py">content</span><span class="p">,</span><span class="w"> </span><span class="py">post</span><span class="err">.</span><span class="py">timestamp</span><span class="p">,</span><span class="w"> </span><span class="py">post</span><span class="err">.</span><span class="py">likes</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">post</span><span class="err">.</span><span class="py">timestamp</span><span class="w"> </span><span class="py">DESC</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">LIMIT</span><span class="w"> </span><span class="py">10</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="step-5-add-indexes-for-performance" class="position-relative d-flex align-items-center group">
<span>Step 5: Add Indexes for Performance</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="step-5-add-indexes-for-performance"
aria-haspopup="dialog"
aria-label="Share link: Step 5: Add Indexes for Performance">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Unique</span><span class="w"> </span><span class="py">constraint</span><span class="w"> </span><span class="kd">on</span><span class="w"> </span><span class="py">email</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">unique_email</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">User</span><span class="p">(</span><span class="py">email</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Index</span><span class="w"> </span><span class="kd">on</span><span class="w"> </span><span class="py">frequently</span><span class="w"> </span><span class="py">queried</span><span class="w"> </span><span class="py">fields</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">user_name</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">User</span><span class="p">(</span><span class="py">name</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">post_timestamp</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">Post</span><span class="p">(</span><span class="py">timestamp</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Verify</span><span class="w"> </span><span class="py">indexes</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SHOW</span><span class="w"> </span><span class="py">INDEXES</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h3 id="essential-gql-patterns" class="position-relative d-flex align-items-center group">
<span>Essential GQL Patterns</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="essential-gql-patterns"
aria-haspopup="dialog"
aria-label="Share link: Essential GQL Patterns">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h3>
<h4 id="creating-data" class="position-relative d-flex align-items-center group">
<span>Creating Data</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="creating-data"
aria-haspopup="dialog"
aria-label="Share link: Creating Data">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Single</span><span class="w"> </span><span class="py">node</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">:</span><span class="nc">Label</span><span class="w"> </span><span class="p">{</span><span class="py">property</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">value</span><span class="err">'</span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Multiple</span><span class="w"> </span><span class="py">nodes</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">n1</span><span class="p">:</span><span class="nc">Label1</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="py">n2</span><span class="p">:</span><span class="nc">Label2</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Node</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span><span class="py">in</span><span class="w"> </span><span class="kd">on</span><span class="py">e</span><span class="w"> </span><span class="py">statement</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="p">(</span><span class="py">a</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Bob</span><span class="err">'</span><span class="p">})</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Using</span><span class="w"> </span><span class="py">MERGE</span><span class="w"> </span><span class="py">for</span><span class="w"> </span><span class="py">upsert</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MERGE</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ON</span><span class="w"> </span><span class="py">CREATE</span><span class="w"> </span><span class="py">SET</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">'</span><span class="py">Alice</span><span class="err">'</span><span class="p">,</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">created</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">datetime</span><span class="p">()</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ON</span><span class="w"> </span><span class="py">MATCH</span><span class="w"> </span><span class="py">SET</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">last_seen</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">datetime</span><span class="p">()</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="querying-data" class="position-relative d-flex align-items-center group">
<span>Querying Data</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="querying-data"
aria-haspopup="dialog"
aria-label="Share link: Querying Data">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Match</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">nodes</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">a</span><span class="w"> </span><span class="py">label</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Match</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">properties</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Match</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">WHERE</span><span class="w"> </span><span class="py">clause</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">age</span><span class="w"> </span><span class="err">></span><span class="w"> </span><span class="py">30</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">age</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Match</span><span class="w"> </span><span class="py">relationships</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">f</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="kd">type</span><span class="p">(</span><span class="nc">r</span><span class="p">),</span><span class="w"> </span><span class="py">f</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Variable</span><span class="err">-</span><span class="py">length</span><span class="w"> </span><span class="py">paths</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">KNOWS</span><span class="err">*</span><span class="py">1</span><span class="err">.</span><span class="mf">.3</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">connection</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">DISTINCT</span><span class="w"> </span><span class="py">connection</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="updating-data" class="position-relative d-flex align-items-center group">
<span>Updating Data</span>
<button type="button"
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data-share-target="updating-data"
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aria-label="Share link: Updating Data">
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<span class="visually-hidden">Share link</span>
</button>
</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Set</span><span class="w"> </span><span class="py">properties</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">age</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">31</span><span class="p">,</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">updated</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">datetime</span><span class="p">()</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Remove</span><span class="w"> </span><span class="py">properties</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">REMOVE</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">age</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Add</span><span class="w"> </span><span class="py">labels</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">p</span><span class="p">:</span><span class="nc">VIP</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="deleting-data" class="position-relative d-flex align-items-center group">
<span>Deleting Data</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="deleting-data"
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<span class="visually-hidden">Share link</span>
</button>
</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Delete</span><span class="w"> </span><span class="py">relationships</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">KNOWS</span><span class="p">]</span><span class="err">-></span><span class="p">()</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">DELETE</span><span class="w"> </span><span class="py">r</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Delete</span><span class="w"> </span><span class="py">nodes</span><span class="w"> </span><span class="p">(</span><span class="py">must</span><span class="w"> </span><span class="py">delete</span><span class="w"> </span><span class="py">relationships</span><span class="w"> </span><span class="py">first</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">DELETE</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Delete</span><span class="w"> </span><span class="py">node</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">relationships</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">DETACH</span><span class="w"> </span><span class="py">DELETE</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Delete</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">data</span><span class="w"> </span><span class="p">(</span><span class="py">careful</span><span class="p">!)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">DETACH</span><span class="w"> </span><span class="py">DELETE</span><span class="w"> </span><span class="py">n</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h3 id="working-with-parameters" class="position-relative d-flex align-items-center group">
<span>Working with Parameters</span>
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</h3><p>Parameterized queries are safer and more efficient:</p>
<p><strong>Python</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="n">result</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">"""
</span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (p:Person {name: $name})
</span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN p
</span></span></span><span class="line"><span class="cl"><span class="s2">"""</span><span class="p">,</span> <span class="p">{</span><span class="s2">"name"</span><span class="p">:</span> <span class="s2">"Alice"</span><span class="p">})</span>
</span></span></code></pre></div><p><strong>Go</strong>:</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-go" data-lang="go"><span class="line"><span class="cl"><span class="nx">rows</span><span class="p">,</span> <span class="nx">err</span> <span class="o">:=</span> <span class="nx">db</span><span class="p">.</span><span class="nf">QueryContext</span><span class="p">(</span><span class="nx">ctx</span><span class="p">,</span>
</span></span><span class="line"><span class="cl"> <span class="s">"MATCH (p:Person {name: $1}) RETURN p"</span><span class="p">,</span> <span class="s">"Alice"</span><span class="p">)</span>
</span></span></code></pre></div><p><strong>In GQL Shell</strong> (less common):</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Parameters</span><span class="w"> </span><span class="py">set</span><span class="w"> </span><span class="py">via</span><span class="w"> </span><span class="py">shell</span><span class="w"> </span><span class="py">command</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">:</span><span class="nc">param</span><span class="w"> </span><span class="py">name</span><span class="w"> </span><span class="p">=</span><span class="err">></span><span class="w"> </span><span class="err">'</span><span class="py">Alice</span><span class="err">'</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="nv">$name</span><span class="p">})</span><span class="w"> </span><span class="nc">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h3 id="common-beginner-mistakes" class="position-relative d-flex align-items-center group">
<span>Common Beginner Mistakes</span>
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</h3>
<h4 id="mistake-1-not-using-indexes" class="position-relative d-flex align-items-center group">
<span>Mistake 1: Not Using Indexes</span>
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<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Slow</span><span class="p">:</span><span class="w"> </span><span class="nc">Full</span><span class="w"> </span><span class="py">graph</span><span class="w"> </span><span class="py">scan</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Fast</span><span class="p">:</span><span class="w"> </span><span class="nc">Create</span><span class="w"> </span><span class="py">index</span><span class="w"> </span><span class="py">first</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">person_email</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">Person</span><span class="p">(</span><span class="py">email</span><span class="p">)</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="mistake-2-cartesian-products" class="position-relative d-flex align-items-center group">
<span>Mistake 2: Cartesian Products</span>
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</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Bad</span><span class="p">:</span><span class="w"> </span><span class="nc">Cartesian</span><span class="w"> </span><span class="py">product</span><span class="w"> </span><span class="p">(</span><span class="py">N</span><span class="err">×</span><span class="py">M</span><span class="w"> </span><span class="py">complexity</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="py">c</span><span class="p">:</span><span class="nc">Company</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">company_id</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">c</span><span class="err">.</span><span class="py">id</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">c</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Good</span><span class="p">:</span><span class="w"> </span><span class="nc">Use</span><span class="w"> </span><span class="py">relationships</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">WORKS_AT</span><span class="p">]</span><span class="err">-></span><span class="p">(</span><span class="py">c</span><span class="p">:</span><span class="nc">Company</span><span class="p">)</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">c</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="mistake-3-not-deleting-relationships" class="position-relative d-flex align-items-center group">
<span>Mistake 3: Not Deleting Relationships</span>
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</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Error</span><span class="p">:</span><span class="w"> </span><span class="nc">Cannot</span><span class="w"> </span><span class="py">delete</span><span class="w"> </span><span class="py">node</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">relationships</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">DELETE</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Fails</span><span class="w"> </span><span class="py">if</span><span class="w"> </span><span class="py">Alice</span><span class="w"> </span><span class="py">has</span><span class="w"> </span><span class="py">relationships</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Correct</span><span class="p">:</span><span class="w"> </span><span class="nc">Delete</span><span class="w"> </span><span class="py">relationships</span><span class="w"> </span><span class="py">first</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="w"> </span><span class="p">{</span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">'</span><span class="nc">Alice</span><span class="err">'</span><span class="p">})</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">DETACH</span><span class="w"> </span><span class="py">DELETE</span><span class="w"> </span><span class="py">p</span><span class="err">;</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Deletes</span><span class="w"> </span><span class="py">node</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">relationships</span><span class="w">
</span></span></span></code></pre></div>
<h4 id="mistake-4-ignoring-transactions" class="position-relative d-flex align-items-center group">
<span>Mistake 4: Ignoring Transactions</span>
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</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Bad: No transaction for multi-step operation</span>
</span></span><span class="line"><span class="cl"><span class="k">await</span> <span class="n">tx</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">"CREATE (p:Person {id: 'user1'})"</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="k">await</span> <span class="n">tx</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">"CREATE (p:Person {id: 'user2'})"</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="c1"># If second fails, first is still committed</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># Good: Use transaction</span>
</span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">with</span> <span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">tx</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">tx</span><span class="o">.</span><span class="n">begin</span><span class="p">()</span>
</span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">tx</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">"CREATE (p:Person {id: 'user1'})"</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">tx</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">"CREATE (p:Person {id: 'user2'})"</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">tx</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span> <span class="c1"># Both or neither</span>
</span></span></code></pre></div>
<h3 id="next-steps" class="position-relative d-flex align-items-center group">
<span>Next Steps</span>
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</h3>
<h4 id="learn-more-about-gql" class="position-relative d-flex align-items-center group">
<span>Learn More About GQL</span>
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</h4><ul>
<li><strong>Pattern Matching</strong>: Advanced query patterns</li>
<li><strong>Aggregations</strong>: GROUP BY, COUNT, SUM, AVG</li>
<li><strong>Subqueries</strong>: Nested queries and EXISTS</li>
<li><strong>Functions</strong>: String, math, datetime, list functions</li>
</ul>
<h4 id="explore-features" class="position-relative d-flex align-items-center group">
<span>Explore Features</span>
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</h4><ul>
<li><strong>Indexes</strong>: Unique constraints, composite indexes, vector indexes</li>
<li><strong>Transactions</strong>: ACID guarantees, isolation levels</li>
<li><strong>Security</strong>: Authentication, authorization, row-level security</li>
<li><strong>Full-Text Search</strong>: BM25 ranking and text analysis</li>
<li><strong>Vector Search</strong>: Semantic search with embeddings</li>
</ul>
<h4 id="build-applications" class="position-relative d-flex align-items-center group">
<span>Build Applications</span>
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</h4><ul>
<li><strong>REST APIs</strong>: Integrate Geode with web frameworks</li>
<li><strong>Real-Time Apps</strong>: WebSocket streaming and change data capture</li>
<li><strong>Analytics</strong>: Graph algorithms and machine learning</li>
<li><strong>Microservices</strong>: Distributed system patterns</li>
</ul>
<h3 id="development-workflow" class="position-relative d-flex align-items-center group">
<span>Development Workflow</span>
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</h3>
<h4 id="local-development-setup" class="position-relative d-flex align-items-center group">
<span>Local Development Setup</span>
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</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl"><span class="c1"># 1. Clone repository</span>
</span></span><span class="line"><span class="cl">git clone https://github.com/codeprosorg/geode
</span></span><span class="line"><span class="cl"><span class="nb">cd</span> geode
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 2. Build</span>
</span></span><span class="line"><span class="cl">make build
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 3. Run tests</span>
</span></span><span class="line"><span class="cl">make <span class="nb">test</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 4. Start development server</span>
</span></span><span class="line"><span class="cl">geode serve --dev
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 5. Open shell in another terminal</span>
</span></span><span class="line"><span class="cl">geode shell
</span></span></code></pre></div>
<h4 id="configuration-for-development" class="position-relative d-flex align-items-center group">
<span>Configuration for Development</span>
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</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-toml" data-lang="toml"><span class="line"><span class="cl"><span class="p">[</span><span class="nx">server</span><span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nx">listen</span> <span class="p">=</span> <span class="s2">"127.0.0.1:3141"</span>
</span></span><span class="line"><span class="cl"><span class="nx">log_level</span> <span class="p">=</span> <span class="s2">"debug"</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="p">[</span><span class="nx">storage</span><span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nx">data_dir</span> <span class="p">=</span> <span class="s2">"./dev-data"</span>
</span></span><span class="line"><span class="cl"><span class="nx">wal_dir</span> <span class="p">=</span> <span class="s2">"./dev-wal"</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="p">[</span><span class="nx">security</span><span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nx">auth_enabled</span> <span class="p">=</span> <span class="kc">false</span> <span class="c"># Easier for local dev</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="p">[</span><span class="nx">development</span><span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nx">auto_reload</span> <span class="p">=</span> <span class="kc">true</span>
</span></span><span class="line"><span class="cl"><span class="nx">query_logging</span> <span class="p">=</span> <span class="kc">true</span>
</span></span></code></pre></div>
<h4 id="using-docker-compose" class="position-relative d-flex align-items-center group">
<span>Using Docker Compose</span>
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</h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="s1">'3.8'</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nt">services</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">geode</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l">codepros/geode:latest</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">ports</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="s2">"3141:3141"</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">volumes</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="l">./data:/var/lib/geode/data</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="l">./config:/etc/geode</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">environment</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w"> </span>- <span class="l">GEODE_LOG_LEVEL=debug</span><span class="w">
</span></span></span></code></pre></div>
<h3 id="troubleshooting-common-issues" class="position-relative d-flex align-items-center group">
<span>Troubleshooting Common Issues</span>
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</h3>
<h4 id="server-wont-start" class="position-relative d-flex align-items-center group">
<span>Server Won&rsquo;t Start</span>
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</h4><p><strong>Issue</strong>: “Address already in use”
<strong>Solution</strong>: Check if another process is using port 3141</p>
<div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">lsof -i :3141
</span></span><span class="line"><span class="cl"><span class="nb">kill</span> <pid> <span class="c1"># If found</span>
</span></span></code></pre></div>
<h4 id="connection-refused" class="position-relative d-flex align-items-center group">
<span>Connection Refused</span>
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</h4><p><strong>Issue</strong>: Client can’t connect to server
<strong>Solution</strong>:</p>
<ol>
<li>Verify server is running: <code>geode ping</code></li>
<li>Check firewall allows port 3141</li>
<li>Verify connection string matches server address</li>
</ol>
<h4 id="query-returns-no-results" class="position-relative d-flex align-items-center group">
<span>Query Returns No Results</span>
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</h4><p><strong>Issue</strong>: Expected data not returned
<strong>Solution</strong>:</p>
<ol>
<li>Verify data exists: <code>MATCH (n) RETURN count(n);</code></li>
<li>Check label spelling: Labels are case-sensitive</li>
<li>Use EXPLAIN to see execution plan</li>
</ol>
<h4 id="performance-issues" class="position-relative d-flex align-items-center group">
<span>Performance Issues</span>
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</h4><p><strong>Issue</strong>: Queries running slowly
<strong>Solution</strong>:</p>
<ol>
<li>Add indexes on frequently queried properties</li>
<li>Use EXPLAIN PROFILE to identify bottlenecks</li>
<li>Avoid Cartesian products</li>
<li>Use specific labels in MATCH patterns</li>
</ol>
<h3 id="resources-for-learning" class="position-relative d-flex align-items-center group">
<span>Resources for Learning</span>
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</h3>
<h4 id="official-documentation" class="position-relative d-flex align-items-center group">
<span>Official Documentation</span>
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</h4><ul>
<li><strong>API Reference</strong>: Complete client library documentation</li>
<li><strong>GQL Language Guide</strong>: Comprehensive syntax reference</li>
<li><strong>Architecture Docs</strong>: How Geode works internally</li>
<li><strong>Examples</strong>: Sample applications and code snippets</li>
</ul>
<h4 id="interactive-learning" class="position-relative d-flex align-items-center group">
<span>Interactive Learning</span>
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</h4><ul>
<li><strong>Geode Shell</strong>: Interactive REPL for experimentation</li>
<li><strong>Tutorials</strong>: Step-by-step guided projects</li>
<li><strong>Sandbox</strong>: Try Geode online without installation</li>
<li><strong>Video Courses</strong>: Visual learning resources</li>
</ul>
<h4 id="community" class="position-relative d-flex align-items-center group">
<span>Community</span>
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</h4><ul>
<li><strong>GitHub Discussions</strong>: Ask questions and share experiences</li>
<li><strong>Discord Channel</strong>: Real-time chat with other users</li>
<li><strong>Stack Overflow</strong>: Tagged questions and answers</li>
<li><strong>Blog</strong>: Technical articles and best practices</li>
</ul>
<h3 id="related-topics" class="position-relative d-flex align-items-center group">
<span>Related Topics</span>
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</h3><ul>
<li><strong>Examples</strong>: Practical code samples and applications</li>
<li><strong>Query Language</strong>: Deep dive into GQL syntax</li>
<li><strong>Client Libraries</strong>: Language-specific integration guides</li>
<li><strong>Best Practices</strong>: Production deployment recommendations</li>
<li><strong>Performance</strong>: Optimization and tuning strategies</li>
</ul>
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<span>Further Reading</span>
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</h3><ul>
<li><strong>Graph Database Fundamentals</strong>: Core concepts and theory</li>
<li><strong>GQL vs. Cypher</strong>: Comparing graph query languages</li>
<li><strong>Migration Guides</strong>: Moving from other databases</li>
<li><strong>Architecture Overview</strong>: Understanding Geode’s design</li>
<li><strong>Advanced Features</strong>: Vector search, full-text, and more</li>
</ul>
<hr>
<p>Getting started with Geode is straightforward: install the server, run your first queries, and build from there. The combination of ISO-standard GQL, comprehensive client libraries, and production-ready features makes Geode an excellent choice for graph database applications of any scale.</p>
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