<!-- CANARY: REQ=REQ-DOCS-001; FEATURE="Docs"; ASPECT=Documentation; STATUS=TESTED; OWNER=docs; UPDATED=2026-01-28 --> <h2 id="async-programming-with-geode" class="position-relative d-flex align-items-center group"> <span>Async Programming with Geode</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="async-programming-with-geode" aria-haspopup="dialog" aria-label="Share link: Async Programming with Geode"> <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> </h2><div id="headingShareModal" class="heading-share-modal" role="dialog" aria-modal="true" aria-labelledby="headingShareTitle" hidden> <div class="hsm-dialog" role="document"> <div class="hsm-header"> <h2 id="headingShareTitle" class="h6 mb-0 fw-bold">Share this section</h2> <button type="button" class="hsm-close" aria-label="Close"> <i class="fa-solid fa-xmark"></i> </button> </div> <div class="hsm-body"> <label for="headingShareInput" class="form-label small text-muted mb-1 text-uppercase fw-bold" style="font-size: 0.7rem; 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} function hydrate(id){ const url=buildUrl(id); input.value=url; const enc=encodeURIComponent(url); const text=encodeURIComponent(document.title); if(twitter) twitter.href=`https://twitter.com/intent/tweet?url=${enc}&text=${text}`; if(linkedin) linkedin.href=`https://www.linkedin.com/sharing/share-offsite/?url=${enc}`; if(facebook) facebook.href=`https://www.facebook.com/sharer/sharer.php?u=${enc}`; } function openModal(id){ lastFocus=document.activeElement; hydrate(id); if(!isOpen()){ modal.removeAttribute('hidden'); } requestAnimationFrame(()=>{ input.focus(); }); trapFocus(); } function closeModal(){ if(!isOpen()) return; modal.setAttribute('hidden',''); if(lastFocus && typeof lastFocus.focus==='function') lastFocus.focus(); } function copyCurrent(){ try{ navigator.clipboard.writeText(input.value).then(()=>feedback(true),()=>fallback()); } catch(e){ fallback(); } } function fallback(){ input.select(); try{ document.execCommand('copy'); feedback(true);}catch(e){ feedback(false);} } function feedback(ok){ if(!copyBtn) return; const icon=copyBtn.querySelector('i'); if(!icon) return; const prev=copyBtn.getAttribute('data-prev')||icon.className; if(!copyBtn.getAttribute('data-prev')) copyBtn.setAttribute('data-prev',prev); icon.className= ok ? 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Non-blocking I/O allows your application to handle thousands of concurrent database operations efficiently without dedicating a thread to each request.</p> <h3 id="why-async-matters" class="position-relative d-flex align-items-center group"> <span>Why Async Matters</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-async-matters" aria-haspopup="dialog" aria-label="Share link: Why Async Matters"> <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>Traditional blocking I/O ties up a thread while waiting for database responses. With async programming:</p> <ul> <li>A single thread can manage many concurrent operations</li> <li>Memory usage scales better (no thread-per-request overhead)</li> <li>Latency-sensitive applications respond faster</li> <li>Resource utilization improves dramatically</li> </ul> <h3 id="python-async-client" class="position-relative d-flex align-items-center group"> <span>Python Async Client</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-async-client" aria-haspopup="dialog" aria-label="Share link: Python Async Client"> <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>The Python client is built on asyncio and aioquic for fully async operation:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">asyncio</span> </span></span><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">geode_client</span> <span class="kn">import</span> <span class="n">Client</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">main</span><span class="p">():</span> </span></span><span class="line"><span class="cl"> <span class="n">client</span> <span class="o">=</span> <span class="n">Client</span><span class="p">(</span><span class="n">host</span><span class="o">=</span><span class="s2">&#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></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"># Non-blocking query execution</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 (u:User)-[:FOLLOWS]-&gt;(f:User) </span></span></span><span class="line"><span class="cl"><span class="s2"> WHERE u.id = $id </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN f.name </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;id&#39;</span><span class="p">:</span> <span class="mi">123</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="n">row</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">])</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Run with asyncio</span> </span></span><span class="line"><span class="cl"><span class="n">asyncio</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">main</span><span class="p">())</span> </span></span></code></pre></div><p><strong>Concurrent queries</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="k">async</span> <span class="k">def</span> <span class="nf">concurrent_queries</span><span class="p">(</span><span class="n">user_ids</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></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"># Execute multiple queries concurrently</span> </span></span><span class="line"><span class="cl"> <span class="n">tasks</span> <span class="o">=</span> <span class="p">[</span> </span></span><span class="line"><span class="cl"> <span class="n">conn</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&#34;MATCH (u:User {id: $id}) RETURN u&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;id&#39;</span><span class="p">:</span> <span class="n">uid</span><span class="p">})</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">uid</span> <span class="ow">in</span> <span class="n">user_ids</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="n">results</span> <span class="o">=</span> <span class="k">await</span> <span class="n">asyncio</span><span class="o">.</span><span class="n">gather</span><span class="p">(</span><span class="o">*</span><span class="n">tasks</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">results</span> </span></span></code></pre></div> <h3 id="rust-async-client-tokio" class="position-relative d-flex align-items-center group"> <span>Rust Async Client (Tokio)</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-async-client-tokio" aria-haspopup="dialog" aria-label="Share link: Rust Async Client (Tokio)"> <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>The Rust client integrates with the Tokio async runtime:</p> <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="n">Client</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">tokio</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="w"> </span><span class="nb">Box</span><span class="o">&lt;</span><span class="k">dyn</span><span class="w"> </span><span class="n">std</span>::<span class="n">error</span>::<span class="n">Error</span><span class="o">&gt;&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">connect</span><span class="p">(</span><span class="s">&#34;localhost:3141&#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></span><span class="line"><span class="cl"><span class="w"> </span><span class="c1">// Async query execution </span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="n">result</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">query</span><span class="p">(</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="s">&#34;MATCH (n:Node) RETURN n.name&#34;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nb">None</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="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="n">result</span><span class="p">.</span><span class="n">rows</span><span class="p">()</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="o">&lt;</span><span class="nb">String</span><span class="o">&gt;</span><span class="p">(</span><span class="s">&#34;name&#34;</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><p><strong>Spawning concurrent tasks</strong>:</p> <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">tokio</span>::<span class="n">task</span>::<span class="n">JoinSet</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="k">async</span><span class="w"> </span><span class="k">fn</span> <span class="nf">concurrent_queries</span><span class="p">(</span><span class="n">client</span>: <span class="kp">&amp;</span><span class="nc">Client</span><span class="p">,</span><span class="w"> </span><span class="n">ids</span>: <span class="nb">Vec</span><span class="o">&lt;</span><span class="kt">i64</span><span class="o">&gt;</span><span class="p">)</span><span class="w"> </span>-&gt; <span class="nb">Vec</span><span class="o">&lt;</span><span class="n">QueryResult</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="k">mut</span><span class="w"> </span><span class="n">tasks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">JoinSet</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></span><span class="line"><span class="cl"><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">ids</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="p">.</span><span class="n">clone</span><span class="p">();</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">tasks</span><span class="p">.</span><span class="n">spawn</span><span class="p">(</span><span class="k">async</span><span class="w"> </span><span class="k">move</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="n">client</span><span class="p">.</span><span class="n">query</span><span class="p">(</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="s">&#34;MATCH (n:Node {id: $id}) RETURN n&#34;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nb">Some</span><span class="p">(</span><span class="fm">params!</span><span class="p">{</span><span class="s">&#34;id&#34;</span><span class="w"> </span><span class="o">=&gt;</span><span class="w"> </span><span class="n">id</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="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 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">results</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Vec</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="k">while</span><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nb">Some</span><span class="p">(</span><span class="n">result</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tasks</span><span class="p">.</span><span class="n">join_next</span><span class="p">().</span><span class="k">await</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="k">if</span><span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="nb">Ok</span><span class="p">(</span><span class="n">r</span><span class="p">))</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">result</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="n">results</span><span class="p">.</span><span class="n">push</span><span class="p">(</span><span class="n">r</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 class="p">}</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="n">results</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="best-practices" class="position-relative d-flex align-items-center group"> <span>Best Practices</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="best-practices" aria-haspopup="dialog" aria-label="Share link: Best Practices"> <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>Don&rsquo;t block the async runtime</strong>: Avoid CPU-intensive or blocking operations in async code. Use <code>spawn_blocking</code> for compute-heavy work.</p> <p><strong>Use connection pooling</strong>: Combine async with connection pooling for maximum throughput.</p> <p><strong>Handle errors properly</strong>: Use proper error handling patterns for async code.</p> <p><strong>Batch when possible</strong>: Group related operations to reduce round-trips.</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"># Good: Batch operations</span> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">with</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">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"> UNWIND $items AS item </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (n:Node {id: item.id, data: item.data}) </span></span></span><span class="line"><span class="cl"><span class="s2"> &#34;&#34;&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;items&#39;</span><span class="p">:</span> <span class="n">items</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></span><span class="line"><span class="cl"><span class="c1"># Avoid: Sequential operations in a loop</span> </span></span><span class="line"><span class="cl"><span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span> <span class="c1"># Inefficient!</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 (n:Node {id: $id})&#34;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;id&#39;</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]})</span> </span></span></code></pre></div> <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><a href="/tags/tokio/" >Tokio Runtime</a> </li> <li><a href="/tags/python/" >Python Client</a> </li> <li><a href="/tags/rust/" >Rust Client</a> </li> <li><a href="/tags/connection-pooling/" >Connection Pooling</a> </li> <li><a href="/tags/performance/" >Performance</a> </li> </ul>

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