<!-- CANARY: REQ=REQ-DOCS-001; FEATURE="Docs"; ASPECT=Documentation; STATUS=TESTED; OWNER=docs; UPDATED=2026-01-15 --> <h2 id="event-driven-architecture" class="position-relative d-flex align-items-center group"> <span>Event-Driven Architecture</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="event-driven-architecture" aria-haspopup="dialog" aria-label="Share link: Event-Driven Architecture"> <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 ? 'fa-duotone fa-clipboard-check':'fa-duotone fa-circle-exclamation'; setTimeout(()=>{ icon.className=prev; },1800); } function handleShareClick(e){ e.preventDefault(); const btn=e.currentTarget; const id=btn.getAttribute('data-share-target'); if(id) openModal(id); } function bindShareButtons(){ document.querySelectorAll('.h-share').forEach(btn=>{ if(!btn.dataset.hShareBound){ btn.addEventListener('click', handleShareClick); btn.dataset.hShareBound='1'; } }); } bindShareButtons(); if(document.readyState==='loading'){ document.addEventListener('DOMContentLoaded', bindShareButtons); } else { requestAnimationFrame(bindShareButtons); } document.addEventListener('click', function(e){ const shareBtn=e.target.closest && e.target.closest('.h-share'); if(shareBtn && !shareBtn.dataset.hShareBound){ handleShareClick.call(shareBtn, e); } }, true); document.addEventListener('click', e=>{ if(e.target===modal) closeModal(); if(e.target.closest && e.target.closest('.hsm-close')){ e.preventDefault(); closeModal(); } if(copyBtn && (e.target===copyBtn || (e.target.closest && e.target.closest('.hsm-copy')))) { e.preventDefault(); copyCurrent(); } }); document.addEventListener('keydown', e=>{ if(e.key==='Escape' && isOpen()) closeModal(); }); function trapFocus(){ if(trapBound) return; trapBound=true; modal.addEventListener('keydown', f=>{ if(f.key==='Tab' && isOpen()){ const focusable=[...modal.querySelectorAll('a[href],button,input,textarea,select,[tabindex]:not([tabindex="-1"])')].filter(el=>!el.hasAttribute('disabled')); if(!focusable.length) return; const first=focusable[0]; const last=focusable[focusable.length-1]; if(f.shiftKey && document.activeElement===first){ f.preventDefault(); last.focus(); } else if(!f.shiftKey && document.activeElement===last){ f.preventDefault(); first.focus(); } } }); } if(closeBtn) closeBtn.addEventListener('click', e=>{ e.preventDefault(); closeModal(); }); })(); </script><p>Event-Driven Architecture (EDA) is a software design pattern where the flow of the program is determined by events. Geode&rsquo;s support for event-driven patterns enables building reactive, scalable, and loosely coupled systems that respond to changes as they occur.</p> <h3 id="event-driven-fundamentals" class="position-relative d-flex align-items-center group"> <span>Event-Driven Fundamentals</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="event-driven-fundamentals" aria-haspopup="dialog" aria-label="Share link: Event-Driven Fundamentals"> <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="what-are-events" class="position-relative d-flex align-items-center group"> <span>What are Events?</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="what-are-events" aria-haspopup="dialog" aria-label="Share link: What are Events?"> <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>Events represent facts about things that happened:</p> <p><strong>State Change</strong> - User updated profile <strong>Action Performed</strong> - Order placed <strong>Time Elapsed</strong> - Subscription expired <strong>Threshold Crossed</strong> - Inventory below minimum</p> <p>Events are:</p> <ul> <li><strong>Immutable</strong> - Cannot be changed after creation</li> <li><strong>Timestamped</strong> - When did it happen</li> <li><strong>Attributed</strong> - Who/what caused it</li> <li><strong>Typed</strong> - What kind of event</li> </ul> <h4 id="event-driven-vs-traditional" class="position-relative d-flex align-items-center group"> <span>Event-Driven vs Traditional</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="event-driven-vs-traditional" aria-haspopup="dialog" aria-label="Share link: Event-Driven vs Traditional"> <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><table> <thead> <tr> <th>Aspect</th> <th>Traditional</th> <th>Event-Driven</th> </tr> </thead> <tbody> <tr> <td>Coupling</td> <td>Tight</td> <td>Loose</td> </tr> <tr> <td>Flow</td> <td>Synchronous</td> <td>Asynchronous</td> </tr> <tr> <td>Scalability</td> <td>Vertical</td> <td>Horizontal</td> </tr> <tr> <td>Responsiveness</td> <td>Request-driven</td> <td>Event-driven</td> </tr> <tr> <td>Complexity</td> <td>Linear</td> <td>Distributed</td> </tr> </tbody> </table> <h3 id="geode-event-system" class="position-relative d-flex align-items-center group"> <span>Geode Event System</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="geode-event-system" aria-haspopup="dialog" aria-label="Share link: Geode Event System"> <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="defining-event-handlers" class="position-relative d-flex align-items-center group"> <span>Defining Event Handlers</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="defining-event-handlers" aria-haspopup="dialog" aria-label="Share link: Defining Event Handlers"> <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>Register handlers for graph events:</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">Handle</span><span class="w"> </span><span class="py">user</span><span class="w"> </span><span class="py">creation</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">EVENT</span><span class="w"> </span><span class="py">HANDLER</span><span class="w"> </span><span class="py">new_user_handler</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ON</span><span class="w"> </span><span class="py">INSERT</span><span class="w"> </span><span class="py">Person</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">EXECUTE</span><span class="w"> </span><span class="py">GQL</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">INSERT</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">:</span><span class="nc">Notification</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">type</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">welcome</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="nc">user_id</span><span class="p">:</span><span class="w"> </span><span class="nc">NEW</span><span class="err">.</span><span class="py">id</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">created</span><span class="p">:</span><span class="w"> </span><span class="nc">NOW</span><span class="p">()</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="p">})</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">--</span><span class="w"> </span><span class="py">Handle</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span><span class="py">creation</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">EVENT</span><span class="w"> </span><span class="py">HANDLER</span><span class="w"> </span><span class="py">friendship_handler</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ON</span><span class="w"> </span><span class="py">INSERT</span><span class="w"> </span><span class="py">FRIEND</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">EXECUTE</span><span class="w"> </span><span class="py">GQL</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">INSERT</span><span class="w"> </span><span class="p">(</span><span class="py">e</span><span class="p">:</span><span class="nc">Event</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">type</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">friendship_created</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="nc">user1_id</span><span class="p">:</span><span class="w"> </span><span class="nc">NEW</span><span class="err">.</span><span class="py">from_id</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">user2_id</span><span class="p">:</span><span class="w"> </span><span class="nc">NEW</span><span class="err">.</span><span class="py">to_id</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">timestamp</span><span class="p">:</span><span class="w"> </span><span class="nc">NOW</span><span class="p">()</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="p">})</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="event-processing" class="position-relative d-flex align-items-center group"> <span>Event Processing</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="event-processing" aria-haspopup="dialog" aria-label="Share link: Event Processing"> <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 events asynchronously:</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">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">class</span> <span class="nc">EventProcessor</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">client</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span> <span class="o">=</span> <span class="p">{}</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="nf">register_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">event_type</span><span class="p">,</span> <span class="n">handler</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Register event handler&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">event_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">[</span><span class="n">event_type</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">[</span><span class="n">event_type</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">handler</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">def</span> <span class="nf">process_events</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Process events from stream&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">subscribe_events</span><span class="p">()</span> <span class="k">as</span> <span class="n">stream</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">stream</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">dispatch_event</span><span class="p">(</span><span class="n">event</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">def</span> <span class="nf">dispatch_event</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">event</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Dispatch event to handlers&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="n">event_type</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">event_type</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">handler</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">[</span><span class="n">event_type</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">handler</span><span class="p">(</span><span class="n">event</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="k">as</span> <span class="n">e</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">handle_error</span><span class="p">(</span><span class="n">event</span><span class="p">,</span> <span class="n">e</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Usage</span> </span></span><span class="line"><span class="cl"><span class="n">processor</span> <span class="o">=</span> <span class="n">EventProcessor</span><span class="p">(</span><span class="n">client</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="n">processor</span><span class="o">.</span><span class="n">register_handler</span><span class="p">(</span><span class="s1">&#39;user.created&#39;</span><span class="p">,</span> <span class="n">send_welcome_email</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="n">processor</span><span class="o">.</span><span class="n">register_handler</span><span class="p">(</span><span class="s1">&#39;user.created&#39;</span><span class="p">,</span> <span class="n">create_default_preferences</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="n">processor</span><span class="o">.</span><span class="n">register_handler</span><span class="p">(</span><span class="s1">&#39;order.placed&#39;</span><span class="p">,</span> <span class="n">process_payment</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="k">await</span> <span class="n">processor</span><span class="o">.</span><span class="n">process_events</span><span class="p">()</span> </span></span></code></pre></div> <h3 id="event-sourcing" class="position-relative d-flex align-items-center group"> <span>Event Sourcing</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="event-sourcing" aria-haspopup="dialog" aria-label="Share link: Event Sourcing"> <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="event-store" class="position-relative d-flex align-items-center group"> <span>Event Store</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="event-store" aria-haspopup="dialog" aria-label="Share link: Event Store"> <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>Store all events as source of truth:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-gql" data-lang="gql"><span class="line"><span class="cl"><span class="err">--</span><span class="w"> </span><span class="py">Create</span><span class="w"> </span><span class="py">event</span><span class="w"> </span><span class="py">store</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">EVENT_STORE</span><span class="w"> </span><span class="py">account_events</span><span class="w"> </span><span class="p">(</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">aggregate_id</span><span class="w"> </span><span class="py">STRING</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">event_type</span><span class="w"> </span><span class="py">STRING</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">event_data</span><span class="w"> </span><span class="py">MAP</span><span class="err">&lt;</span><span class="py">STRING</span><span class="p">,</span><span class="w"> </span><span class="py">ANY</span><span class="err">&gt;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">version</span><span class="w"> </span><span class="py">INTEGER</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">timestamp</span><span class="w"> </span><span class="py">TIMESTAMP</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 class="py">PARTITION</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">aggregate_id</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">Append</span><span class="w"> </span><span class="py">events</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">INSERT</span><span class="w"> </span><span class="py">INTO</span><span class="w"> </span><span class="py">account_events</span><span class="w"> </span><span class="py">VALUES</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="err">&#39;</span><span class="py">account</span><span class="p">:</span><span class="nc">123</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">&#39;</span><span class="py">AccountCreated</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="p">{</span><span class="err">&#39;</span><span class="py">owner</span><span class="err">&#39;</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="err">&#39;</span><span class="py">initial_balance</span><span class="err">&#39;</span><span class="p">:</span><span class="w"> </span><span class="nc">1000</span><span class="p">},</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">1</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">NOW</span><span class="p">()</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">INSERT</span><span class="w"> </span><span class="py">INTO</span><span class="w"> </span><span class="py">account_events</span><span class="w"> </span><span class="py">VALUES</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="err">&#39;</span><span class="py">account</span><span class="p">:</span><span class="nc">123</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">&#39;</span><span class="py">DepositMade</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="p">{</span><span class="err">&#39;</span><span class="py">amount</span><span class="err">&#39;</span><span class="p">:</span><span class="w"> </span><span class="nc">500</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">source</span><span class="err">&#39;</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">transfer</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">2</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">NOW</span><span class="p">()</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="rebuilding-state" class="position-relative d-flex align-items-center group"> <span>Rebuilding State</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="rebuilding-state" aria-haspopup="dialog" aria-label="Share link: Rebuilding State"> <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>Replay events to rebuild current state:</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">class</span> <span class="nc">AccountProjection</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">account_id</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">account_id</span> <span class="o">=</span> <span class="n">account_id</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">balance</span> <span class="o">=</span> <span class="mi">0</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">owner</span> <span class="o">=</span> <span class="kc">None</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span> <span class="o">=</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">def</span> <span class="nf">rebuild</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Rebuild state from events&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="n">events</span> <span class="o">=</span> <span class="k">await</span> <span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;SELECT * FROM account_events WHERE aggregate_id = $1 ORDER BY version&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">account_id</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">events</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">apply_event</span><span class="p">(</span><span class="n">event</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="nf">apply_event</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">event</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Apply event to update state&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;AccountCreated&#39;</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">owner</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_data&#39;</span><span class="p">][</span><span class="s1">&#39;owner&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">balance</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_data&#39;</span><span class="p">][</span><span class="s1">&#39;initial_balance&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">elif</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;DepositMade&#39;</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">balance</span> <span class="o">+=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_data&#39;</span><span class="p">][</span><span class="s1">&#39;amount&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">({</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;deposit&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;amount&#39;</span><span class="p">:</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_data&#39;</span><span class="p">][</span><span class="s1">&#39;amount&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;timestamp&#39;</span><span class="p">:</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">})</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">elif</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;WithdrawalMade&#39;</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">balance</span> <span class="o">-=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_data&#39;</span><span class="p">][</span><span class="s1">&#39;amount&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">transactions</span><span class="o">.</span><span class="n">append</span><span class="p">({</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;withdrawal&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;amount&#39;</span><span class="p">:</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_data&#39;</span><span class="p">][</span><span class="s1">&#39;amount&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;timestamp&#39;</span><span class="p">:</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">})</span> </span></span></code></pre></div> <h3 id="cqrs-pattern" class="position-relative d-flex align-items-center group"> <span>CQRS Pattern</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="cqrs-pattern" aria-haspopup="dialog" aria-label="Share link: CQRS Pattern"> <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="command-model" class="position-relative d-flex align-items-center group"> <span>Command Model</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="command-model" aria-haspopup="dialog" aria-label="Share link: Command Model"> <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>Handle writes (commands):</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">class</span> <span class="nc">AccountCommandHandler</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</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">handle_create_account</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">command</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Handle account creation command&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="n">event</span> <span class="o">=</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;aggregate_id&#39;</span><span class="p">:</span> <span class="n">command</span><span class="p">[</span><span class="s1">&#39;account_id&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;event_type&#39;</span><span class="p">:</span> <span class="s1">&#39;AccountCreated&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;event_data&#39;</span><span class="p">:</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;owner&#39;</span><span class="p">:</span> <span class="n">command</span><span class="p">[</span><span class="s1">&#39;owner&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;initial_balance&#39;</span><span class="p">:</span> <span class="n">command</span><span class="p">[</span><span class="s1">&#39;initial_balance&#39;</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="s1">&#39;version&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;timestamp&#39;</span><span class="p">:</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">append_event</span><span class="p">(</span><span class="s1">&#39;account_events&#39;</span><span class="p">,</span> <span class="n">event</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">publish_event</span><span class="p">(</span><span class="n">event</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">def</span> <span class="nf">handle_deposit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">command</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Handle deposit command&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Validate</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">command</span><span class="p">[</span><span class="s1">&#39;amount&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&#34;Amount must be positive&#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 current version</span> </span></span><span class="line"><span class="cl"> <span class="n">version</span> <span class="o">=</span> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_current_version</span><span class="p">(</span><span class="n">command</span><span class="p">[</span><span class="s1">&#39;account_id&#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"># Create event</span> </span></span><span class="line"><span class="cl"> <span class="n">event</span> <span class="o">=</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;aggregate_id&#39;</span><span class="p">:</span> <span class="n">command</span><span class="p">[</span><span class="s1">&#39;account_id&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;event_type&#39;</span><span class="p">:</span> <span class="s1">&#39;DepositMade&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;event_data&#39;</span><span class="p">:</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;amount&#39;</span><span class="p">:</span> <span class="n">command</span><span class="p">[</span><span class="s1">&#39;amount&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;source&#39;</span><span class="p">:</span> <span class="n">command</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;source&#39;</span><span class="p">,</span> <span class="s1">&#39;unknown&#39;</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="s1">&#39;version&#39;</span><span class="p">:</span> <span class="n">version</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;timestamp&#39;</span><span class="p">:</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">append_event</span><span class="p">(</span><span class="s1">&#39;account_events&#39;</span><span class="p">,</span> <span class="n">event</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">publish_event</span><span class="p">(</span><span class="n">event</span><span class="p">)</span> </span></span></code></pre></div> <h4 id="query-model" class="position-relative d-flex align-items-center group"> <span>Query Model</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="query-model" aria-haspopup="dialog" aria-label="Share link: Query Model"> <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>Handle reads (queries):</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">class</span> <span class="nc">AccountQueryHandler</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">client</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">cache</span> <span class="o">=</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">def</span> <span class="nf">get_account_balance</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">account_id</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Query account balance&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">account_id</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">cache</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">cache</span><span class="p">[</span><span class="n">account_id</span><span class="p">][</span><span class="s1">&#39;balance&#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"># Rebuild from events</span> </span></span><span class="line"><span class="cl"> <span class="n">projection</span> <span class="o">=</span> <span class="n">AccountProjection</span><span class="p">(</span><span class="n">account_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">projection</span><span class="o">.</span><span class="n">rebuild</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Cache result</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">cache</span><span class="p">[</span><span class="n">account_id</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;balance&#39;</span><span class="p">:</span> <span class="n">projection</span><span class="o">.</span><span class="n">balance</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;owner&#39;</span><span class="p">:</span> <span class="n">projection</span><span class="o">.</span><span class="n">owner</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="k">return</span> <span class="n">projection</span><span class="o">.</span><span class="n">balance</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">get_transaction_history</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">account_id</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="mi">100</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Query transaction history&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="n">events</span> <span class="o">=</span> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">query</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;SELECT * FROM account_events </span></span></span><span class="line"><span class="cl"><span class="s1"> WHERE aggregate_id = $1 </span></span></span><span class="line"><span class="cl"><span class="s1"> AND event_type IN (&#39;DepositMade&#39;, &#39;WithdrawalMade&#39;) </span></span></span><span class="line"><span class="cl"><span class="s1"> ORDER BY timestamp DESC </span></span></span><span class="line"><span class="cl"><span class="s1"> LIMIT $2&#39;&#39;&#39;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="p">[</span><span class="n">account_id</span><span class="p">,</span> <span class="n">limit</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">return</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="s1">&#39;type&#39;</span><span class="p">:</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_type&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;amount&#39;</span><span class="p">:</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;event_data&#39;</span><span class="p">][</span><span class="s1">&#39;amount&#39;</span><span class="p">],</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;timestamp&#39;</span><span class="p">:</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;timestamp&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">events</span> </span></span><span class="line"><span class="cl"> <span class="p">]</span> </span></span></code></pre></div> <h3 id="saga-pattern" class="position-relative d-flex align-items-center group"> <span>Saga Pattern</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="saga-pattern" aria-haspopup="dialog" aria-label="Share link: Saga Pattern"> <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>Coordinate distributed transactions:</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">class</span> <span class="nc">OrderSaga</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</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">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">order_id</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Execute order saga&#39;&#39;&#39;</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"># Step 1: Reserve inventory</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">reserve_inventory</span><span class="p">(</span><span class="n">order_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">publish_event</span><span class="p">(</span><span class="s1">&#39;inventory_reserved&#39;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;order_id&#39;</span><span class="p">:</span> <span class="n">order_id</span><span class="p">})</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Step 2: Process payment</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">process_payment</span><span class="p">(</span><span class="n">order_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">publish_event</span><span class="p">(</span><span class="s1">&#39;payment_processed&#39;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;order_id&#39;</span><span class="p">:</span> <span class="n">order_id</span><span class="p">})</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Step 3: Ship order</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">ship_order</span><span class="p">(</span><span class="n">order_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">publish_event</span><span class="p">(</span><span class="s1">&#39;order_shipped&#39;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;order_id&#39;</span><span class="p">:</span> <span class="n">order_id</span><span class="p">})</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Compensating transactions</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">compensate</span><span class="p">(</span><span class="n">order_id</span><span class="p">,</span> <span class="n">e</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">def</span> <span class="nf">compensate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">order_id</span><span class="p">,</span> <span class="n">error</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;&#39;&#39;Roll back completed steps&#39;&#39;&#39;</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">cancel_shipment</span><span class="p">(</span><span class="n">order_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">refund_payment</span><span class="p">(</span><span class="n">order_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">release_inventory</span><span class="p">(</span><span class="n">order_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">publish_event</span><span class="p">(</span><span class="s1">&#39;order_failed&#39;</span><span class="p">,</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;order_id&#39;</span><span class="p">:</span> <span class="n">order_id</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s1">&#39;reason&#39;</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">error</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="p">})</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> <h4 id="event-design" class="position-relative d-flex align-items-center group"> <span>Event Design</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="event-design" aria-haspopup="dialog" aria-label="Share link: Event Design"> <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><ul> <li>Events represent facts that happened</li> <li>Use past tense for event names</li> <li>Include all relevant context</li> <li>Keep events immutable</li> <li>Version event schemas</li> </ul> <h4 id="processing-guarantees" class="position-relative d-flex align-items-center group"> <span>Processing Guarantees</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="processing-guarantees" aria-haspopup="dialog" aria-label="Share link: Processing Guarantees"> <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><ul> <li>Design idempotent handlers</li> <li>Handle duplicate events</li> <li>Implement proper error handling</li> <li>Use compensation for failures</li> <li>Monitor processing lag</li> </ul> <h4 id="performance" class="position-relative d-flex align-items-center group"> <span>Performance</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="performance" aria-haspopup="dialog" aria-label="Share link: Performance"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h4><ul> <li>Batch event processing</li> <li>Use async/await patterns</li> <li>Implement caching strategically</li> <li>Scale consumers horizontally</li> <li>Partition event streams</li> </ul> <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/cdc" >CDC</a> - Change data capture</li> <li><a href="/tags/streaming" >Streaming</a> - Event streaming</li> <li><a href="/tags/pubsub" >Pub/Sub</a> - Publish-subscribe patterns</li> </ul> <h3 id="learn-more" class="position-relative d-flex align-items-center group"> <span>Learn More</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="learn-more" aria-haspopup="dialog" aria-label="Share link: Learn More"> <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="https://martinfowler.com/articles/201701-event-driven.html" aria-label="Event-Driven Architecture (Martin Fowler) – opens in new window" target="_blank" rel="noopener noreferrer" >Event-Driven Architecture (Martin Fowler) <span aria-hidden="true" class="external-icon">↗</span> </a> </li> <li><a href="https://martinfowler.com/eaaDev/EventSourcing.html" aria-label="Event Sourcing – opens in new window" target="_blank" rel="noopener noreferrer" >Event Sourcing <span aria-hidden="true" class="external-icon">↗</span> </a> </li> <li><a href="https://martinfowler.com/bliki/CQRS.html" aria-label="CQRS Pattern – opens in new window" target="_blank" rel="noopener noreferrer" >CQRS Pattern <span aria-hidden="true" class="external-icon">↗</span> </a> </li> </ul> <h3 id="production-event-patterns" class="position-relative d-flex align-items-center group"> <span>Production Event 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="production-event-patterns" aria-haspopup="dialog" aria-label="Share link: Production Event 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="change-data-capture-integration" class="position-relative d-flex align-items-center group"> <span>Change Data Capture Integration</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="change-data-capture-integration" aria-haspopup="dialog" aria-label="Share link: Change Data Capture Integration"> <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>Stream database changes to external systems:</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">from</span> <span class="nn">geode_client</span> <span class="kn">import</span> <span class="n">open_database</span> </span></span><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></span><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">CDCProcessor</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">geode_url</span><span class="p">,</span> <span class="n">output_handler</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">open_database</span><span class="p">(</span><span class="n">geode_url</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">output</span> <span class="o">=</span> <span class="n">output_handler</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">stream_changes</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Poll ChangeLog entries and publish events.&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="n">last_seen</span> <span class="o">=</span> <span class="s2">&#34;1970-01-01T00:00:00Z&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="bp">self</span><span class="o">.</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">while</span> <span class="kc">True</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">result</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">query</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (e:ChangeLog) </span></span></span><span class="line"><span class="cl"><span class="s2"> WHERE e.emitted_at &gt; $since </span></span></span><span class="line"><span class="cl"><span class="s2"> AND ($labels IS NULL OR e.label IN $labels) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN e.operation AS operation, </span></span></span><span class="line"><span class="cl"><span class="s2"> e.label AS label, </span></span></span><span class="line"><span class="cl"><span class="s2"> e.before AS before, </span></span></span><span class="line"><span class="cl"><span class="s2"> e.after AS after, </span></span></span><span class="line"><span class="cl"><span class="s2"> e.emitted_at AS emitted_at </span></span></span><span class="line"><span class="cl"><span class="s2"> ORDER BY emitted_at </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 class="p">{</span><span class="s2">&#34;since&#34;</span><span class="p">:</span> <span class="n">last_seen</span><span class="p">,</span> <span class="s2">&#34;labels&#34;</span><span class="p">:</span> <span class="n">labels</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">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="n">event</span> <span class="o">=</span> <span class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;timestamp&#34;</span><span class="p">:</span> <span class="n">row</span><span class="p">[</span><span class="s2">&#34;emitted_at&#34;</span><span class="p">]</span><span class="o">.</span><span class="n">raw_value</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;operation&#34;</span><span class="p">:</span> <span class="n">row</span><span class="p">[</span><span class="s2">&#34;operation&#34;</span><span class="p">]</span><span class="o">.</span><span class="n">raw_value</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;label&#34;</span><span class="p">:</span> <span class="n">row</span><span class="p">[</span><span class="s2">&#34;label&#34;</span><span class="p">]</span><span class="o">.</span><span class="n">raw_value</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;before&#34;</span><span class="p">:</span> <span class="n">row</span><span class="p">[</span><span class="s2">&#34;before&#34;</span><span class="p">]</span><span class="o">.</span><span class="n">raw_value</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;after&#34;</span><span class="p">:</span> <span class="n">row</span><span class="p">[</span><span class="s2">&#34;after&#34;</span><span class="p">]</span><span class="o">.</span><span class="n">raw_value</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="p">}</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">output</span><span class="o">.</span><span class="n">publish</span><span class="p">(</span><span class="n">event</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="n">last_seen</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s2">&#34;emitted_at&#34;</span><span class="p">]</span><span class="o">.</span><span class="n">raw_value</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Usage</span> </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">processor</span> <span class="o">=</span> <span class="n">CDCProcessor</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;quic://localhost:3141&#34;</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="n">KafkaOutput</span><span class="p">(</span><span class="s2">&#34;kafka:9092&#34;</span><span class="p">,</span> <span class="s2">&#34;geode-cdc&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">processor</span><span class="o">.</span><span class="n">stream_changes</span><span class="p">(</span><span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;User&#39;</span><span class="p">,</span> <span class="s1">&#39;Order&#39;</span><span class="p">,</span> <span class="s1">&#39;Product&#39;</span><span class="p">])</span> </span></span></code></pre></div> <h4 id="event-sourcing-with-geode" class="position-relative d-flex align-items-center group"> <span>Event Sourcing 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="event-sourcing-with-geode" aria-haspopup="dialog" aria-label="Share link: Event Sourcing 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> </h4><p>Store events as source of truth:</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">class</span> <span class="nc">EventStore</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</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">append_event</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">aggregate_id</span><span class="p">,</span> <span class="n">event_type</span><span class="p">,</span> <span class="n">event_data</span><span class="p">,</span> <span class="n">expected_version</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Append event with optimistic concurrency&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="bp">self</span><span class="o">.</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"># Check version if specified</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">expected_version</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">current</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></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (a:Aggregate {id: $id}) </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN a.version as version </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 class="p">{</span><span class="s2">&#34;id&#34;</span><span class="p">:</span> <span class="n">aggregate_id</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="n">row</span> <span class="o">=</span> <span class="n">current</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">if</span> <span class="n">current</span><span class="o">.</span><span class="n">rows</span> <span class="k">else</span> <span class="kc">None</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">row</span> <span class="ow">and</span> <span class="n">row</span><span class="p">[</span><span class="s2">&#34;version&#34;</span><span class="p">]</span><span class="o">.</span><span class="n">as_int</span> <span class="o">!=</span> <span class="n">expected_version</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">raise</span> <span class="n">ConcurrencyError</span><span class="p">(</span><span class="s2">&#34;Version mismatch&#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"># Append event</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></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MERGE (a:Aggregate {id: $aggregate_id}) </span></span></span><span class="line"><span class="cl"><span class="s2"> ON CREATE SET a.version = 0 </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (e:Event { </span></span></span><span class="line"><span class="cl"><span class="s2"> id: randomUUID(), </span></span></span><span class="line"><span class="cl"><span class="s2"> aggregate_id: $aggregate_id, </span></span></span><span class="line"><span class="cl"><span class="s2"> event_type: $event_type, </span></span></span><span class="line"><span class="cl"><span class="s2"> event_data: $event_data, </span></span></span><span class="line"><span class="cl"><span class="s2"> version: a.version + 1, </span></span></span><span class="line"><span class="cl"><span class="s2"> timestamp: datetime() </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 (a)-[:HAS_EVENT]-&gt;(e) </span></span></span><span class="line"><span class="cl"><span class="s2"> SET a.version = a.version + 1 </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 class="p">{</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;aggregate_id&#34;</span><span class="p">:</span> <span class="n">aggregate_id</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;event_type&#34;</span><span class="p">:</span> <span class="n">event_type</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;event_data&#34;</span><span class="p">:</span> <span class="n">event_data</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><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><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">get_events</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">aggregate_id</span><span class="p">,</span> <span class="n">from_version</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Get events for aggregate&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">connection</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="n">result</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">query</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (a:Aggregate {id: $id})-[:HAS_EVENT]-&gt;(e:Event) </span></span></span><span class="line"><span class="cl"><span class="s2"> WHERE e.version &gt; $from_version </span></span></span><span class="line"><span class="cl"><span class="s2"> RETURN e.event_type, e.event_data, e.version, e.timestamp </span></span></span><span class="line"><span class="cl"><span class="s2"> ORDER BY e.version </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 class="p">{</span><span class="s2">&#34;id&#34;</span><span class="p">:</span> <span class="n">aggregate_id</span><span class="p">,</span> <span class="s2">&#34;from_version&#34;</span><span class="p">:</span> <span class="n">from_version</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">result</span><span class="o">.</span><span class="n">rows</span> </span></span></code></pre></div> <h4 id="saga-orchestration" class="position-relative d-flex align-items-center group"> <span>Saga Orchestration</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="saga-orchestration" aria-haspopup="dialog" aria-label="Share link: Saga Orchestration"> <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>Coordinate distributed transactions:</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">class</span> <span class="nc">SagaOrchestrator</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">client</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">compensations</span> <span class="o">=</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">def</span> <span class="nf">execute_saga</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">saga_id</span><span class="p">,</span> <span class="n">steps</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Execute saga with compensation on failure&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">with</span> <span class="bp">self</span><span class="o">.</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="c1"># Create saga record</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></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (s:Saga { </span></span></span><span class="line"><span class="cl"><span class="s2"> id: $id, </span></span></span><span class="line"><span class="cl"><span class="s2"> status: &#39;running&#39;, </span></span></span><span class="line"><span class="cl"><span class="s2"> started_at: datetime() </span></span></span><span class="line"><span class="cl"><span class="s2"> }) </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 class="p">{</span><span class="s2">&#34;id&#34;</span><span class="p">:</span> <span class="n">saga_id</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">try</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Execute each step</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">step</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">steps</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">execute_step</span><span class="p">(</span><span class="n">conn</span><span class="p">,</span> <span class="n">saga_id</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">step</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Mark success</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></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (s:Saga {id: $id}) </span></span></span><span class="line"><span class="cl"><span class="s2"> SET s.status = &#39;completed&#39;, s.completed_at = datetime() </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 class="p">{</span><span class="s2">&#34;id&#34;</span><span class="p">:</span> <span class="n">saga_id</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">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="k">as</span> <span class="n">e</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Rollback with compensations</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">compensate</span><span class="p">(</span><span class="n">conn</span><span class="p">,</span> <span class="n">saga_id</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </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></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (s:Saga {id: $id}) </span></span></span><span class="line"><span class="cl"><span class="s2"> SET s.status = &#39;failed&#39;, s.error = $error </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 class="p">{</span><span class="s2">&#34;id&#34;</span><span class="p">:</span> <span class="n">saga_id</span><span class="p">,</span> <span class="s2">&#34;error&#34;</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">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">raise</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">execute_step</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conn</span><span class="p">,</span> <span class="n">saga_id</span><span class="p">,</span> <span class="n">step_num</span><span class="p">,</span> <span class="n">step</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Execute single saga step&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Record step</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 (s:Saga {id: $saga_id}) </span></span></span><span class="line"><span class="cl"><span class="s2"> CREATE (step:SagaStep { </span></span></span><span class="line"><span class="cl"><span class="s2"> saga_id: $saga_id, </span></span></span><span class="line"><span class="cl"><span class="s2"> step_num: $step_num, </span></span></span><span class="line"><span class="cl"><span class="s2"> action: $action, </span></span></span><span class="line"><span class="cl"><span class="s2"> status: &#39;running&#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 (s)-[:HAS_STEP]-&gt;(step) </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></span><span class="line"><span class="cl"> <span class="s2">&#34;saga_id&#34;</span><span class="p">:</span> <span class="n">saga_id</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;step_num&#34;</span><span class="p">:</span> <span class="n">step_num</span><span class="p">,</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;action&#34;</span><span class="p">:</span> <span class="n">step</span><span class="p">[</span><span class="s1">&#39;action&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">})</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Execute step action</span> </span></span><span class="line"><span class="cl"> <span class="n">execute_fn</span> <span class="o">=</span> <span class="n">step</span><span class="p">[</span><span class="s1">&#39;execute&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">execute_fn</span><span class="p">(</span><span class="n">conn</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="c1"># Store compensation</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">compensations</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">step</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;compensate&#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"># Mark step complete</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 (step:SagaStep {saga_id: $saga_id, step_num: $step_num}) </span></span></span><span class="line"><span class="cl"><span class="s2"> SET step.status = &#39;completed&#39; </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="s2">&#34;saga_id&#34;</span><span class="p">:</span> <span class="n">saga_id</span><span class="p">,</span> <span class="s2">&#34;step_num&#34;</span><span class="p">:</span> <span class="n">step_num</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">def</span> <span class="nf">compensate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conn</span><span class="p">,</span> <span class="n">saga_id</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Execute compensating transactions&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">compensate</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">compensations</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">compensate</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">compensate</span><span class="p">(</span><span class="n">conn</span><span class="p">)</span> </span></span></code></pre></div> <h4 id="real-time-event-processing" class="position-relative d-flex align-items-center group"> <span>Real-Time Event Processing</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-time-event-processing" aria-haspopup="dialog" aria-label="Share link: Real-Time Event Processing"> <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 events with low latency:</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">class</span> <span class="nc">RealTimeEventProcessor</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">client</span> <span class="o">=</span> <span class="n">client</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span> <span class="o">=</span> <span class="p">{}</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="nf">register_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">event_type</span><span class="p">,</span> <span class="n">handler</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Register event handler&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">event_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">[</span><span class="n">event_type</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">[</span><span class="n">event_type</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">handler</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">def</span> <span class="nf">process_stream</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Process event stream in real-time&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="k">async</span> <span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">subscribe_events</span><span class="p">():</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Dispatch to handlers</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="bp">self</span><span class="o">.</span><span class="n">dispatch</span><span class="p">(</span><span class="n">event</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">def</span> <span class="nf">dispatch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">event</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34;Dispatch event to registered handlers&#34;&#34;&#34;</span> </span></span><span class="line"><span class="cl"> <span class="n">event_type</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">if</span> <span class="n">event_type</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="c1"># Execute handlers in parallel</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">handler</span><span class="p">(</span><span class="n">event</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> <span class="k">for</span> <span class="n">handler</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">handlers</span><span class="p">[</span><span class="n">event_type</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="k">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></span><span class="line"><span class="cl"><span class="c1"># Usage</span> </span></span><span class="line"><span class="cl"><span class="n">processor</span> <span class="o">=</span> <span class="n">RealTimeEventProcessor</span><span class="p">(</span><span class="n">client</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Register handlers</span> </span></span><span class="line"><span class="cl"><span class="nd">@processor.register_handler</span><span class="p">(</span><span class="s1">&#39;UserCreated&#39;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">send_welcome_email</span><span class="p">(</span><span class="n">event</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="n">user_email</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="s1">&#39;email&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="k">await</span> <span class="n">email_service</span><span class="o">.</span><span class="n">send</span><span class="p">(</span><span class="n">user_email</span><span class="p">,</span> <span class="s2">&#34;Welcome!&#34;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="nd">@processor.register_handler</span><span class="p">(</span><span class="s1">&#39;OrderPlaced&#39;</span><span class="p">)</span> </span></span><span class="line"><span class="cl"><span class="k">async</span> <span class="k">def</span> <span class="nf">update_inventory</span><span class="p">(</span><span class="n">event</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="n">product_id</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="s1">&#39;product_id&#39;</span><span class="p">]</span> </span></span><span class="line"><span class="cl"> <span class="n">quantity</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">][</span><span class="s1">&#39;quantity&#39;</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="k">await</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span> </span></span><span class="line"><span class="cl"> <span class="s2">&#34;&#34;&#34; </span></span></span><span class="line"><span class="cl"><span class="s2"> MATCH (p:Product {id: $id}) </span></span></span><span class="line"><span class="cl"><span class="s2"> SET p.stock = p.stock - $qty </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 class="p">{</span><span class="s2">&#34;id&#34;</span><span class="p">:</span> <span class="n">product_id</span><span class="p">,</span> <span class="s2">&#34;qty&#34;</span><span class="p">:</span> <span class="n">quantity</span><span class="p">},</span> </span></span><span class="line"><span class="cl"> <span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="c1"># Start processing</span> </span></span><span class="line"><span class="cl"><span class="k">await</span> <span class="n">processor</span><span class="o">.</span><span class="n">process_stream</span><span class="p">()</span> </span></span></code></pre></div><p>Browse the tagged content below to discover event-driven architecture patterns and real-time processing guides for Geode.</p>

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