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This streamlined guide delivers exactly what you need to move from installation to production-ready queries, with copy-paste examples for Python, Go, Rust, and Zig developers.</p> <h3 id="why-choose-geode-30-seconds" class="position-relative d-flex align-items-center group"> <span>Why Choose Geode? (30 seconds)</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="why-choose-geode-30-seconds" aria-haspopup="dialog" aria-label="Share link: Why Choose Geode? (30 seconds)"> <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><p>Before we dive into installation, understand what makes Geode the right choice for your graph data needs.</p> <p><strong>Standards-Based</strong>: Geode implements ISO/IEC 39075:2024 GQL standard, ensuring your queries are portable and future-proof. Learn GQL once, use it across compliant graph databases.</p> <p><strong>Production-Ready</strong>: With 97.4% test coverage, 100% GQL compliance, and battle-tested client libraries, Geode handles production workloads from day one. No &ldquo;beta&rdquo; disclaimers or experimental warnings.</p> <p><strong>Modern Architecture</strong>: QUIC-based transport with TLS 1.3, memory-mapped I/O, and six specialized index types provide a solid foundation for graph workloads.</p> <p><strong>Enterprise Security</strong>: Row-level security, field-level encryption, transparent data encryption, and comprehensive audit logging meet compliance requirements for regulated industries.</p> <p><strong>Developer-Friendly</strong>: Natural graph query language, comprehensive documentation, and client libraries in your preferred language make Geode easy to adopt and maintain.</p> <p>Now let&rsquo;s get you up and running.</p> <h3 id="install-geode-2-minutes" class="position-relative d-flex align-items-center group"> <span>Install Geode (2 minutes)</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="install-geode-2-minutes" aria-haspopup="dialog" aria-label="Share link: Install Geode (2 minutes)"> <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="option-1-build-from-source" class="position-relative d-flex align-items-center group"> <span>Option 1: Build from Source</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="option-1-build-from-source" aria-haspopup="dialog" aria-label="Share link: Option 1: Build from Source"> <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-bash" data-lang="bash"><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">make build </span></span><span class="line"><span class="cl">./zig-out/bin/geode serve --listen 0.0.0.0:3141 </span></span></code></pre></div> <h4 id="option-2-docker" class="position-relative d-flex align-items-center group"> <span>Option 2: Docker</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="option-2-docker" aria-haspopup="dialog" aria-label="Share link: Option 2: Docker"> <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-bash" data-lang="bash"><span class="line"><span class="cl">docker run -p 3141:3141 geodedb/geode:latest </span></span></code></pre></div><p>Server is now running on port 3141.</p> <h3 id="install-client-library-1-minute" class="position-relative d-flex align-items-center group"> <span>Install Client Library (1 minute)</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="install-client-library-1-minute" aria-haspopup="dialog" aria-label="Share link: Install Client Library (1 minute)"> <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><p>Choose your language:</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"># Python</span> </span></span><span class="line"><span class="cl">pip install geode-client </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Go</span> </span></span><span class="line"><span class="cl">go get geodedb.com/geode </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Rust</span> </span></span><span class="line"><span class="cl">cargo add geode-client </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Zig (use vendored client in repo)</span> </span></span></code></pre></div> <h3 id="first-queries-5-minutes" class="position-relative d-flex align-items-center group"> <span>First Queries (5 minutes)</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="first-queries-5-minutes" aria-haspopup="dialog" aria-label="Share link: First Queries (5 minutes)"> <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="python-quick-start" class="position-relative d-flex align-items-center group"> <span>Python Quick Start</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="python-quick-start" aria-haspopup="dialog" aria-label="Share link: Python Quick Start"> <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-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">&#34;localhost&#34;</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="c1"># Create nodes</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (alice:Person {name: &#39;Alice&#39;, age: 30}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (bob:Person {name: &#39;Bob&#39;, age: 25}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (alice)-[:KNOWS]-&gt;(bob) </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Query</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">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (a:Person)-[:KNOWS]-&gt;(b:Person) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN a.name, b.name </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </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="sa">f</span><span class="s2">&#34;</span><span class="si">{</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;a.name&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2"> knows </span><span class="si">{</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;b.name&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&#34;</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> <h4 id="go-quick-start" class="position-relative d-flex align-items-center group"> <span>Go Quick Start</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="go-quick-start" aria-haspopup="dialog" aria-label="Share link: Go Quick Start"> <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-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">&#34;database/sql&#34;</span> </span></span><span class="line"><span class="cl"> <span class="s">&#34;fmt&#34;</span> </span></span><span class="line"><span class="cl"> <span class="nx">_</span> <span class="s">&#34;geodedb.com/geode&#34;</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">_</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">&#34;geode&#34;</span><span class="p">,</span> <span class="s">&#34;quic://localhost:3141&#34;</span><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="c1">// Create </span></span></span><span class="line"><span class="cl"><span class="c1"></span> <span class="nx">db</span><span class="p">.</span><span class="nf">Exec</span><span class="p">(</span><span class="s">`CREATE (p:Person {name: $name})`</span><span class="p">,</span> <span class="nx">sql</span><span class="p">.</span><span class="nf">Named</span><span class="p">(</span><span class="s">&#34;name&#34;</span><span class="p">,</span> <span class="s">&#34;Alice&#34;</span><span class="p">))</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1">// Query </span></span></span><span class="line"><span class="cl"><span class="c1"></span> <span class="nx">rows</span><span class="p">,</span> <span class="nx">_</span> <span class="o">:=</span> <span class="nx">db</span><span class="p">.</span><span class="nf">Query</span><span class="p">(</span><span class="s">&#34;MATCH (p:Person) RETURN p.name&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">defer</span> <span class="nx">rows</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="k">for</span> <span class="nx">rows</span><span class="p">.</span><span class="nf">Next</span><span class="p">()</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="kd">var</span> <span class="nx">name</span> <span class="kt">string</span> </span></span><span class="line"><span class="cl"> <span class="nx">rows</span><span class="p">.</span><span class="nf">Scan</span><span class="p">(</span><span class="o">&amp;</span><span class="nx">name</span><span class="p">)</span> </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">name</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="p">}</span> </span></span></code></pre></div> <h4 id="rust-quick-start" class="position-relative d-flex align-items-center group"> <span>Rust Quick Start</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="rust-quick-start" aria-haspopup="dialog" aria-label="Share link: Rust Quick Start"> <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-rust" data-lang="rust"><span class="line"><span class="cl"><span class="k">use</span><span class="w"> </span><span class="n">geode_client</span>::<span class="p">{</span><span class="n">Client</span><span class="p">,</span><span class="w"> </span><span class="nb">Result</span><span class="p">,</span><span class="w"> </span><span class="n">Value</span><span class="p">};</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="k">use</span><span class="w"> </span><span class="n">std</span>::<span class="n">collections</span>::<span class="n">HashMap</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="cp">#[tokio::main]</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="k">async</span><span class="w"> </span><span class="k">fn</span> <span class="nf">main</span><span class="p">()</span><span class="w"> </span>-&gt; <span class="nb">Result</span><span class="o">&lt;</span><span class="p">()</span><span class="o">&gt;</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="kd">let</span><span class="w"> </span><span class="n">client</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Client</span>::<span class="n">new</span><span class="p">(</span><span class="s">&#34;localhost&#34;</span><span class="p">,</span><span class="w"> </span><span class="mi">3141</span><span class="p">).</span><span class="n">skip_verify</span><span class="p">(</span><span class="kc">true</span><span class="p">);</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">conn</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">client</span><span class="p">.</span><span class="n">connect</span><span class="p">().</span><span class="k">await</span><span class="o">?</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="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">params</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">HashMap</span>::<span class="n">new</span><span class="p">();</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">insert</span><span class="p">(</span><span class="s">&#34;name&#34;</span><span class="p">.</span><span class="n">to_string</span><span class="p">(),</span><span class="w"> </span><span class="n">Value</span>::<span class="n">string</span><span class="p">(</span><span class="s">&#34;Alice&#34;</span><span class="p">));</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">query_with_params</span><span class="p">(</span><span class="s">&#34;CREATE (p:Person {name: $name})&#34;</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">params</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="k">await</span><span class="o">?</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="kd">let</span><span class="w"> </span><span class="p">(</span><span class="n">page</span><span class="p">,</span><span class="w"> </span><span class="n">_</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">conn</span><span class="p">.</span><span class="n">query</span><span class="p">(</span><span class="s">&#34;MATCH (p:Person) RETURN p.name AS name&#34;</span><span class="p">).</span><span class="k">await</span><span class="o">?</span><span class="p">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">row</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="o">&amp;</span><span class="n">page</span><span class="p">.</span><span class="n">rows</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="fm">println!</span><span class="p">(</span><span class="s">&#34;</span><span class="si">{}</span><span class="s">&#34;</span><span class="p">,</span><span class="w"> </span><span class="n">row</span><span class="p">.</span><span class="n">get</span><span class="p">(</span><span class="s">&#34;name&#34;</span><span class="p">).</span><span class="n">unwrap</span><span class="p">().</span><span class="n">as_string</span><span class="p">()</span><span class="o">?</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="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="nb">Ok</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="w"> </span></span></span></code></pre></div> <h3 id="essential-gql-commands" class="position-relative d-flex align-items-center group"> <span>Essential GQL Commands</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-commands" aria-haspopup="dialog" aria-label="Share link: Essential GQL Commands"> <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="create" class="position-relative d-flex align-items-center group"> <span>Create</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="create" aria-haspopup="dialog" aria-label="Share link: Create"> <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">Create</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">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">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</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="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">with</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">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">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</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">-&gt;</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">&#39;</span><span class="nc">Bob</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span></span></span></code></pre></div> <h4 id="read" class="position-relative d-flex align-items-center group"> <span>Read</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="read" aria-haspopup="dialog" aria-label="Share link: Read"> <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></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="py">RETURN</span><span class="w"> </span><span class="py">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">Match</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">filter</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="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">&gt;</span><span class="w"> </span><span class="py">25</span><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="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">a</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="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">a</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">b</span><span class="err">.</span><span class="py">name</span><span class="w"> </span></span></span></code></pre></div> <h4 id="update" class="position-relative d-flex align-items-center group"> <span>Update</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="update" aria-haspopup="dialog" aria-label="Share link: Update"> <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">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">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</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">city</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">NYC</span><span class="err">&#39;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="delete" class="position-relative d-flex align-items-center group"> <span>Delete</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="delete" aria-haspopup="dialog" aria-label="Share link: Delete"> <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">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">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">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</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="w"> </span></span></span></code></pre></div> <h3 id="common-patterns" class="position-relative d-flex align-items-center group"> <span>Common 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="common-patterns" aria-haspopup="dialog" aria-label="Share link: Common 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="friends-of-friends" class="position-relative d-flex align-items-center group"> <span>Friends of Friends</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="friends-of-friends" aria-haspopup="dialog" aria-label="Share link: Friends of Friends"> <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="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">me</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">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</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">2</span><span class="p">]</span><span class="err">-&gt;</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">WHERE</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="p">(</span><span class="py">me</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">-&gt;</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">DISTINCT</span><span class="w"> </span><span class="py">friend</span><span class="err">.</span><span class="py">name</span><span class="w"> </span></span></span></code></pre></div> <h4 id="recommendations" class="position-relative d-flex align-items-center group"> <span>Recommendations</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="recommendations" aria-haspopup="dialog" aria-label="Share link: Recommendations"> <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="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="err">&lt;-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-</span><span class="p">(</span><span class="py">other</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">rec</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">NOT</span><span class="w"> </span><span class="p">(</span><span class="py">me</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">rec</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">rec</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">COUNT</span><span class="p">(</span><span class="err">*</span><span class="p">)</span><span class="w"> </span><span class="py">as</span><span class="w"> </span><span class="py">score</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">score</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">5</span><span class="w"> </span></span></span></code></pre></div> <h4 id="shortest-path" class="position-relative d-flex align-items-center group"> <span>Shortest Path</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="shortest-path" aria-haspopup="dialog" aria-label="Share link: Shortest Path"> <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="py">MATCH</span><span class="w"> </span><span class="py">path</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">shortestPath</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">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</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">KNOWS</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="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">&#39;</span><span class="nc">Zoe</span><span class="err">&#39;</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">length</span><span class="p">(</span><span class="py">path</span><span class="p">)</span><span class="w"> </span></span></span></code></pre></div> <h3 id="using-transactions" class="position-relative d-flex align-items-center group"> <span>Using Transactions</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="using-transactions" aria-haspopup="dialog" aria-label="Share link: Using Transactions"> <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><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><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="k">await</span> <span class="n">conn</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">try</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;CREATE (p:Person {name: &#39;Alice&#39;})&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;CREATE (p:Person {name: &#39;Bob&#39;})&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">rollback</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">raise</span> </span></span></code></pre></div> <h3 id="next-steps-2-minutes" class="position-relative d-flex align-items-center group"> <span>Next Steps (2 minutes)</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="next-steps-2-minutes" aria-haspopup="dialog" aria-label="Share link: Next Steps (2 minutes)"> <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><p><strong>Interactive Shell</strong>: Test queries instantly</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">./zig-out/bin/geode shell </span></span></code></pre></div><p><strong>Profile Queries</strong>: Understand performance</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">PROFILE</span><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="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="w"> </span></span></span></code></pre></div><p><strong>Create Index</strong>: Speed up queries</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="py">INDEX</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="py">Person</span><span class="p">(</span><span class="py">name</span><span class="p">)</span><span class="w"> </span></span></span></code></pre></div><p><strong>Use Transactions</strong>: Ensure consistency</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><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="k">await</span> <span class="n">conn</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">try</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># multiple operations</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">rollback</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="k">raise</span> </span></span></code></pre></div> <h3 id="key-concepts" class="position-relative d-flex align-items-center group"> <span>Key Concepts</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="key-concepts" aria-haspopup="dialog" aria-label="Share link: Key Concepts"> <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><p><strong>Nodes</strong>: Entities (Person, Product, Location) <strong>Relationships</strong>: Connections (KNOWS, PURCHASED, LOCATED_IN) <strong>Properties</strong>: Attributes ({name: &lsquo;Alice&rsquo;, age: 30}) <strong>Labels</strong>: Node categories (Person, User, Admin) <strong>Patterns</strong>: Query structures (a)-[:KNOWS]-&gt;(b)</p> <h3 id="common-gotchas" class="position-relative d-flex align-items-center group"> <span>Common Gotchas</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="common-gotchas" aria-haspopup="dialog" aria-label="Share link: Common Gotchas"> <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><ol> <li> <p><strong>Always parameterize queries</strong> to prevent injection</p> <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: query = f&#34;MATCH (p {{name: &#39;{name}&#39;}})&#34;</span> </span></span><span class="line"><span class="cl"><span class="c1"># Good: query = &#34;MATCH (p {name: $name})&#34;, name=name</span> </span></span></code></pre></div></li> <li> <p><strong>DETACH DELETE removes relationships</strong> automatically</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">DETACH</span><span class="w"> </span><span class="py">DELETE</span><span class="w"> </span><span class="py">p</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Safe</span><span class="p">,</span><span class="w"> </span><span class="py">removes</span><span class="w"> </span><span class="py">relationships</span><span class="w"> </span><span class="py">too</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="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Error</span><span class="w"> </span><span class="py">if</span><span class="w"> </span><span class="py">p</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></code></pre></div></li> <li> <p><strong>Relationship direction matters</strong> in creation, flexible in queries</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">a</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">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Directed</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="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="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Query</span><span class="w"> </span><span class="py">either</span><span class="w"> </span><span class="py">direction</span><span class="w"> </span></span></span></code></pre></div></li> <li> <p><strong>Variable-length paths need bounds</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="p">[:</span><span class="nc">KNOWS</span><span class="err">*</span><span class="py">1</span><span class="err">.</span><span class="mf">.5</span><span class="p">]</span><span class="err">-&gt;</span><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">bounded</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="err">*</span><span class="p">]</span><span class="err">-&gt;</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Risky</span><span class="p">:</span><span class="w"> </span><span class="nc">unbounded</span><span class="w"> </span></span></span></code></pre></div></li> </ol> <h3 id="help-resources" class="position-relative d-flex align-items-center group"> <span>Help Resources</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="help-resources" aria-haspopup="dialog" aria-label="Share link: Help Resources"> <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><p><strong>Documentation</strong>: Full guides and API reference at geodedb.com <strong>Examples</strong>: Working code in /examples directory <strong>Community</strong>: Questions and discussions on GitHub <strong>Interactive Shell</strong>: Built-in help with <code>help</code> command</p> <h3 id="performance-tips" class="position-relative d-flex align-items-center group"> <span>Performance Tips</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="performance-tips" aria-haspopup="dialog" aria-label="Share link: Performance Tips"> <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><ul> <li>Create indexes for frequently queried properties</li> <li>Use PROFILE to understand query execution</li> <li>Keep transactions short and focused</li> <li>Use connection pooling (automatic in clients)</li> <li>Parameterize queries for prepared statement caching</li> </ul> <h3 id="production-checklist" class="position-relative d-flex align-items-center group"> <span>Production Checklist</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="production-checklist" aria-haspopup="dialog" aria-label="Share link: Production Checklist"> <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><ul> <li><input disabled="" type="checkbox"> Enable TLS certificates for encryption</li> <li><input disabled="" type="checkbox"> Configure connection pool sizes</li> <li><input disabled="" type="checkbox"> Set up monitoring and alerts</li> <li><input disabled="" type="checkbox"> Implement backup strategy</li> <li><input disabled="" type="checkbox"> Create indexes for common queries</li> <li><input disabled="" type="checkbox"> Test transaction retry logic</li> <li><input disabled="" type="checkbox"> Configure row-level security policies</li> <li><input disabled="" type="checkbox"> Set up health check endpoints</li> </ul> <h3 id="real-world-quick-start-patterns" class="position-relative d-flex align-items-center group"> <span>Real-World Quick Start 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="real-world-quick-start-patterns" aria-haspopup="dialog" aria-label="Share link: Real-World Quick Start 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="social-network-5-minutes" class="position-relative d-flex align-items-center group"> <span>Social Network (5 minutes)</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="social-network-5-minutes" aria-haspopup="dialog" aria-label="Share link: Social Network (5 minutes)"> <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>Build a basic social network:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">build_social_network</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">&#34;localhost&#34;</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="c1"># Create users</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (alice:User {id: &#39;u1&#39;, name: &#39;Alice&#39;, age: 30}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (bob:User {id: &#39;u2&#39;, name: &#39;Bob&#39;, age: 25}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (carol:User {id: &#39;u3&#39;, name: &#39;Carol&#39;, age: 28}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (dave:User {id: &#39;u4&#39;, name: &#39;Dave&#39;, age: 32}) </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Create friendships</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (alice:User {id: &#39;u1&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (bob:User {id: &#39;u2&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (carol:User {id: &#39;u3&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (dave:User {id: &#39;u4&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (alice)-[:KNOWS {since: &#39;2020-01-15&#39;}]-&gt;(bob) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (bob)-[:KNOWS {since: &#39;2021-03-20&#39;}]-&gt;(carol) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (carol)-[:KNOWS {since: &#39;2019-11-10&#39;}]-&gt;(dave) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (alice)-[:KNOWS {since: &#39;2022-06-05&#39;}]-&gt;(dave) </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Find friends of friends</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">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (me:User {id: &#39;u1&#39;})-[:KNOWS*2]-&gt;(fof:User) </span></span></span><span class="line"><span class="cl"><span class="s2"> WHERE NOT (me)-[:KNOWS]-&gt;(fof) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN DISTINCT fof.name AS friend_suggestion </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </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="sa">f</span><span class="s2">&#34;Suggested friend: </span><span class="si">{</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;friend_suggestion&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&#34;</span><span class="p">)</span> </span></span></code></pre></div> <h4 id="e-commerce-recommendations-5-minutes" class="position-relative d-flex align-items-center group"> <span>E-Commerce Recommendations (5 minutes)</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="e-commerce-recommendations-5-minutes" aria-haspopup="dialog" aria-label="Share link: E-Commerce Recommendations (5 minutes)"> <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-python" data-lang="python"><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">build_recommendation_engine</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">&#34;localhost&#34;</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="c1"># Create products and purchases</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u1:User {id: &#39;user1&#39;, name: &#39;Alice&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u2:User {id: &#39;user2&#39;, name: &#39;Bob&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u3:User {id: &#39;user3&#39;, name: &#39;Carol&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (p1:Product {id: &#39;prod1&#39;, name: &#39;Laptop&#39;, price: 999}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (p2:Product {id: &#39;prod2&#39;, name: &#39;Mouse&#39;, price: 29}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (p3:Product {id: &#39;prod3&#39;, name: &#39;Keyboard&#39;, price: 79}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (p4:Product {id: &#39;prod4&#39;, name: &#39;Monitor&#39;, price: 299}) </span></span></span><span class="line"><span class="cl"><span class="s2"> </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u1)-[:PURCHASED]-&gt;(p1) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u1)-[:PURCHASED]-&gt;(p2) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u2)-[:PURCHASED]-&gt;(p1) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u2)-[:PURCHASED]-&gt;(p3) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u3)-[:PURCHASED]-&gt;(p2) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (u3)-[:PURCHASED]-&gt;(p3) </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Get recommendations for Alice</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">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (me:User {id: &#39;user1&#39;})-[:PURCHASED]-&gt;(p:Product) </span></span></span><span class="line"><span class="cl"><span class="s2"> &lt;-[:PURCHASED]-(other:User)-[:PURCHASED]-&gt;(rec:Product) </span></span></span><span class="line"><span class="cl"><span class="s2"> WHERE NOT (me)-[:PURCHASED]-&gt;(rec) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN rec.name, rec.price, COUNT(*) as score </span></span></span><span class="line"><span class="cl"><span class="s2"> ORDER BY score DESC, rec.price ASC </span></span></span><span class="line"><span class="cl"><span class="s2"> LIMIT 3 </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;Recommended products:&#34;</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="sa">f</span><span class="s2">&#34; </span><span class="si">{</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;rec.name&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2"> ($</span><span class="si">{</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;rec.price&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">) - Score: </span><span class="si">{</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;score&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&#34;</span><span class="p">)</span> </span></span></code></pre></div> <h4 id="knowledge-graph-5-minutes" class="position-relative d-flex align-items-center group"> <span>Knowledge Graph (5 minutes)</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="knowledge-graph-5-minutes" aria-haspopup="dialog" aria-label="Share link: Knowledge Graph (5 minutes)"> <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-python" data-lang="python"><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">build_knowledge_graph</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">&#34;localhost&#34;</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="c1"># Create concepts and relationships</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (db:Concept {id: &#39;c1&#39;, name: &#39;Database&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (graph:Concept {id: &#39;c2&#39;, name: &#39;Graph Database&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (geode:Concept {id: &#39;c3&#39;, name: &#39;Geode&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (gql:Concept {id: &#39;c4&#39;, name: &#39;GQL&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (query:Concept {id: &#39;c5&#39;, name: &#39;Query Language&#39;}) </span></span></span><span class="line"><span class="cl"><span class="s2"> </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (graph)-[:IS_A]-&gt;(db) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (geode)-[:IS_A]-&gt;(graph) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (geode)-[:IMPLEMENTS]-&gt;(gql) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (gql)-[:IS_A]-&gt;(query) </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Find all ancestors of Geode</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">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH path = (geode:Concept {id: &#39;c3&#39;})-[:IS_A*]-&gt;(ancestor:Concept) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN ancestor.name, length(path) as distance </span></span></span><span class="line"><span class="cl"><span class="s2"> ORDER BY distance </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="s2">&#34;Geode is a:&#34;</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="sa">f</span><span class="s2">&#34; </span><span class="si">{</span><span class="s1">&#39; &#39;</span> <span class="o">*</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;distance&#39;</span><span class="p">]</span><span class="si">}{</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;ancestor.name&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&#34;</span><span class="p">)</span> </span></span></code></pre></div> <h3 id="performance-tuning-quick-wins" class="position-relative d-flex align-items-center group"> <span>Performance Tuning Quick Wins</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="performance-tuning-quick-wins" aria-haspopup="dialog" aria-label="Share link: Performance Tuning Quick Wins"> <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="create-indexes-1-minute" class="position-relative d-flex align-items-center group"> <span>Create Indexes (1 minute)</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="create-indexes-1-minute" aria-haspopup="dialog" aria-label="Share link: Create Indexes (1 minute)"> <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>Dramatically improve query performance:</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">Index</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">properties</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">ON</span><span class="w"> </span><span class="py">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 class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="py">Product</span><span class="p">(</span><span class="py">sku</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">ON</span><span class="w"> </span><span class="py">Transaction</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">index</span><span class="w"> </span><span class="py">usage</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">PROFILE</span><span class="w"> </span><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">email</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">&#39;</span><span class="p">})</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">u</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div><p>Index creation typically improves lookup queries significantly.</p> <h4 id="use-connection-pooling" class="position-relative d-flex align-items-center group"> <span>Use Connection Pooling</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="use-connection-pooling" aria-haspopup="dialog" aria-label="Share link: Use Connection Pooling"> <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>Pooling is explicit in Python and Rust, built into <code>database/sql</code> for Go, and enabled by default in Node.js. Enable it when you need higher concurrency.</p> <h4 id="batch-operations-2-minutes" class="position-relative d-flex align-items-center group"> <span>Batch Operations (2 minutes)</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="batch-operations-2-minutes" aria-haspopup="dialog" aria-label="Share link: Batch Operations (2 minutes)"> <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>Process multiple operations efficiently:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="c1"># Instead of individual inserts</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="k">for</span> <span class="n">user</span> <span class="ow">in</span> <span class="n">users</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&#34;CREATE (:User {name: $name})&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s2">&#34;name&#34;</span><span class="p">:</span> <span class="n">user</span><span class="p">[</span><span class="s2">&#34;name&#34;</span><span class="p">]})</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Use batch operations</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="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">batch</span><span class="p">([</span> </span></span><span class="line"><span class="cl"> <span class="p">(</span><span class="s2">&#34;CREATE (:User {name: $name})&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s2">&#34;name&#34;</span><span class="p">:</span> <span class="n">user</span><span class="p">[</span><span class="s2">&#34;name&#34;</span><span class="p">]})</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">user</span> <span class="ow">in</span> <span class="n">users</span> </span></span><span class="line"><span class="cl"> <span class="p">])</span> </span></span></code></pre></div><p>Batching reduces network roundtrips and improves throughput by 5-10x.</p> <h3 id="quick-troubleshooting-guide" class="position-relative d-flex align-items-center group"> <span>Quick Troubleshooting Guide</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="quick-troubleshooting-guide" aria-haspopup="dialog" aria-label="Share link: Quick Troubleshooting Guide"> <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><p><strong>Can&rsquo;t Connect to Server</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"># Check if server is running</span> </span></span><span class="line"><span class="cl">ps aux <span class="p">|</span> grep geode </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Check port</span> </span></span><span class="line"><span class="cl">netstat -tulpn <span class="p">|</span> grep <span class="m">3141</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Test connectivity</span> </span></span><span class="line"><span class="cl">telnet localhost <span class="m">3141</span> </span></span></code></pre></div><p><strong>Slow Queries</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">Profile</span><span class="w"> </span><span class="py">the</span><span class="w"> </span><span class="kd">query</span><span class="w"> </span><span class="nc">to</span><span class="w"> </span><span class="py">see</span><span class="w"> </span><span class="py">execution</span><span class="w"> </span><span class="py">plan</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">PROFILE</span><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="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">&gt;</span><span class="w"> </span><span class="py">25</span><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="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">Check</span><span class="w"> </span><span class="py">if</span><span class="w"> </span><span class="py">indexes</span><span class="w"> </span><span class="py">exist</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><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">missing</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">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="py">Person</span><span class="p">(</span><span class="py">age</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div><p><strong>Memory Issues</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"># Check Geode memory usage</span> </span></span><span class="line"><span class="cl">docker stats geode <span class="c1"># If using Docker</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Or</span> </span></span><span class="line"><span class="cl">ps aux <span class="p">|</span> grep geode </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Increase if needed in geode.yaml:</span> </span></span><span class="line"><span class="cl">max_memory: 16GB </span></span></code></pre></div><p><strong>Authentication Errors</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="c1"># Ensure you&#39;re using correct credentials</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="s2">&#34;localhost:3141&#34;</span><span class="p">,</span> <span class="n">username</span><span class="o">=</span><span class="s2">&#34;admin&#34;</span><span class="p">,</span> <span class="n">password</span><span class="o">=</span><span class="s2">&#34;password&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Or with token</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="s2">&#34;localhost:3141&#34;</span><span class="p">,</span> <span class="n">token</span><span class="o">=</span><span class="s2">&#34;your-api-token&#34;</span><span class="p">)</span> </span></span></code></pre></div> <h3 id="production-readiness-checklist-5-minutes" class="position-relative d-flex align-items-center group"> <span>Production Readiness Checklist (5 minutes)</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="production-readiness-checklist-5-minutes" aria-haspopup="dialog" aria-label="Share link: Production Readiness Checklist (5 minutes)"> <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><p>Before deploying to production, ensure you&rsquo;ve covered these basics:</p> <ul> <li><input disabled="" type="checkbox"> <strong>Enable TLS</strong>: Configure certificates for encrypted connections</li> <li><input disabled="" type="checkbox"> <strong>Set Up Backups</strong>: Schedule automated daily backups</li> <li><input disabled="" type="checkbox"> <strong>Configure Monitoring</strong>: Set up Prometheus metrics export</li> <li><input disabled="" type="checkbox"> <strong>Create Indexes</strong>: Index frequently queried properties</li> <li><input disabled="" type="checkbox"> <strong>Set Resource Limits</strong>: Configure max memory and connections</li> <li><input disabled="" type="checkbox"> <strong>Enable Audit Logging</strong>: Track all database operations</li> <li><input disabled="" type="checkbox"> <strong>Test Failover</strong>: Verify backup restore procedures</li> <li><input disabled="" type="checkbox"> <strong>Document Queries</strong>: Keep a query library for your team</li> <li><input disabled="" type="checkbox"> <strong>Set Up Alerts</strong>: Configure alerts for high CPU/memory/latency</li> <li><input disabled="" type="checkbox"> <strong>Load Test</strong>: Verify performance under expected load</li> </ul> <h3 id="whats-next" class="position-relative d-flex align-items-center group"> <span>What&amp;rsquo;s Next?</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="whats-next" aria-haspopup="dialog" aria-label="Share link: Whats Next?"> <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><p>You&rsquo;ve successfully installed Geode, executed queries, and learned the fundamentals. Here&rsquo;s your roadmap for continued learning:</p> <p><strong>Immediate Next Steps</strong> (Today):</p> <ul> <li>Read the <a href="/tags/getting-started/" >Getting Started Guide</a> for deeper understanding</li> <li>Explore <a href="/tags/examples/" >Example Code</a> in your preferred language</li> <li>Try the <a href="/tags/repl/" >Interactive REPL</a> for ad-hoc queries</li> </ul> <p><strong>This Week</strong>:</p> <ul> <li>Learn <a href="/tags/transactions/" >Transaction Management</a> for ACID guarantees</li> <li>Understand <a href="/tags/authentication/" >Security Features</a> for production deployment</li> <li>Practice <a href="/tags/performance/" >Performance Optimization</a> techniques</li> </ul> <p><strong>This Month</strong>:</p> <ul> <li>Master <a href="/tags/advanced/" >Advanced GQL Patterns</a> for complex queries</li> <li>Implement <a href="/tags/row-level-security/" >Row-Level Security</a> for multi-tenancy</li> <li>Set Up <a href="/tags/high-availability/" >High Availability</a> for production resilience</li> </ul> <h3 id="quick-reference-card" class="position-relative d-flex align-items-center group"> <span>Quick Reference Card</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="quick-reference-card" aria-haspopup="dialog" aria-label="Share link: Quick Reference Card"> <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><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></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="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">&#39;</span><span class="nc">value</span><span class="err">&#39;</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="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">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</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="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">RELATIONSHIP</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</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">Read</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="nc">Label</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">n</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="err">-</span><span class="p">[:</span><span class="nc">REL</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">a</span><span class="p">,</span><span class="w"> </span><span class="py">b</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 class="py">WHERE</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">property</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">value</span><span class="err">&#39;</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">n</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">Update</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 class="py">SET</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">property</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">new_value</span><span class="err">&#39;</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 class="py">SET</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">prop1</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">a</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">prop2</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">b</span><span class="err">&#39;</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></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 class="py">DELETE</span><span class="w"> </span><span class="py">n</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Error</span><span class="w"> </span><span class="py">if</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 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 class="py">DETACH</span><span class="w"> </span><span class="py">DELETE</span><span class="w"> </span><span class="py">n</span><span class="w"> </span><span class="err">--</span><span class="w"> </span><span class="py">Safe</span><span class="p">,</span><span class="w"> </span><span class="py">removes</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">Aggregation</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="nc">Label</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">COUNT</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">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">AVG</span><span class="p">(</span><span class="py">n</span><span class="err">.</span><span class="py">age</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 class="py">RETURN</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">category</span><span class="p">,</span><span class="w"> </span><span class="py">COUNT</span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w"> </span><span class="py">GROUP</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">category</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">Path</span><span class="w"> </span><span class="py">Finding</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="py">path</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">shortestPath</span><span class="p">((</span><span class="py">a</span><span class="p">)</span><span class="err">-</span><span class="p">[</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="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">path</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="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">-&gt;</span><span class="p">(</span><span class="py">b</span><span class="p">)</span><span class="w"> </span><span class="py">RETURN</span><span class="w"> </span><span class="py">b</span><span class="w"> </span></span></span></code></pre></div> <h3 id="community-and-support" class="position-relative d-flex align-items-center group"> <span>Community and Support</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="community-and-support" aria-haspopup="dialog" aria-label="Share link: Community and Support"> <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><p><strong>Questions?</strong> The Geode community is here to help:</p> <ul> <li><strong>Documentation</strong>: geodedb.com/docs</li> <li><strong>GitHub Issues</strong>: github.com/geodedb/geode/issues</li> <li><strong>Discord Chat</strong>: discord.gg/geode</li> <li><strong>Stack Overflow</strong>: Tag questions with <code>geode-db</code></li> </ul> <p><strong>Found a Bug?</strong> Report it on GitHub with:</p> <ul> <li>Geode version (<code>geode version</code>)</li> <li>Query that caused the issue</li> <li>Expected vs actual behavior</li> <li>Error messages and logs</li> </ul> <p>You&rsquo;re now ready to build production graph applications with Geode. Happy coding!</p> <h3 id="related-topics" class="position-relative d-flex align-items-center group"> <span>Related Topics</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="related-topics" aria-haspopup="dialog" aria-label="Share link: Related Topics"> <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><ul> <li><strong><a href="/tags/getting-started/" >Getting Started</a> </strong>: Detailed beginner guide</li> <li><strong><a href="/tags/tutorials/" >Tutorials</a> </strong>: Step-by-step learning paths</li> <li><strong><a href="/tags/examples/" >Examples</a> </strong>: Code samples in all languages</li> <li><strong><a href="/tags/installation/" >Installation</a> </strong>: Complete setup instructions</li> <li><strong><a href="/tags/developer-guide/" >Developer Guide</a> </strong>: Full API documentation</li> <li><strong><a href="/tags/client-library/" >Client Libraries</a> </strong>: Language-specific guides</li> <li><strong><a href="/tags/performance/" >Performance</a> </strong>: Optimization techniques</li> <li><strong><a href="/tags/security/" >Security</a> </strong>: Production security practices</li> </ul>

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