<!-- CANARY: REQ=REQ-DOCS-001; FEATURE="Docs"; ASPECT=Documentation; STATUS=TESTED; OWNER=docs; UPDATED=2026-01-15 --> <p>Schema design in Geode defines the structure, constraints, and indexes that govern your graph data. While Geode supports schema-optional modeling, explicit schema definitions improve data quality, query performance, and application reliability.</p> <h3 id="schema-optional-vs-schema-required" class="position-relative d-flex align-items-center group"> <span>Schema-Optional vs. Schema-Required</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="schema-optional-vs-schema-required" aria-haspopup="dialog" aria-label="Share link: Schema-Optional vs. Schema-Required"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3><div 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; letter-spacing: 0.5px;">Permalink</label> <div class="input-group mb-4 hsm-url-group"> <input id="headingShareInput" type="text" class="form-control font-monospace" readonly aria-readonly="true" style="font-size: 0.85rem;" /> <button class="btn btn-primary hsm-copy" type="button" aria-label="Copy" title="Copy"> <i class="fa-duotone fa-clipboard" aria-hidden="true"></i> </button> </div> <div class="small fw-bold mb-2 text-muted text-uppercase" style="font-size: 0.7rem; letter-spacing: 0.5px;">Share via</div> <div class="hsm-share-grid"> <a id="share-twitter" class="btn btn-outline-secondary w-100" target="_blank" rel="noopener noreferrer"> <i class="fa-brands fa-twitter me-2"></i>Twitter </a> <a id="share-linkedin" class="btn btn-outline-secondary w-100" target="_blank" rel="noopener noreferrer"> <i class="fa-brands fa-linkedin me-2"></i>LinkedIn </a> <a id="share-facebook" class="btn btn-outline-secondary w-100" target="_blank" rel="noopener noreferrer"> <i class="fa-brands fa-facebook me-2"></i>Facebook </a> </div> </div> </div> </div> <style> .heading-share-modal { position: fixed; inset: 0; display: flex; justify-content: center; align-items: center; background: rgba(0, 0, 0, 0.6); z-index: 1050; padding: 1rem; backdrop-filter: blur(4px); -webkit-backdrop-filter: blur(4px); } .heading-share-modal[hidden] { display: none !important; } .hsm-dialog { max-width: 420px; width: 100%; background: var(--bs-body-bg, #fff); color: var(--bs-body-color, #212529); border: 1px solid var(--bs-border-color, rgba(0,0,0,0.1)); border-radius: 1rem; box-shadow: 0 25px 50px -12px rgba(0, 0, 0, 0.25); overflow: hidden; animation: hsm-fade-in 0.2s ease-out; } @keyframes hsm-fade-in { from { opacity: 0; transform: scale(0.95); } to { opacity: 1; transform: scale(1); } } [data-bs-theme="dark"] .hsm-dialog { background: #1e293b; border-color: rgba(255,255,255,0.1); color: #f8f9fa; } .hsm-header { display: flex; justify-content: space-between; align-items: center; padding: 1rem 1.5rem; border-bottom: 1px solid var(--bs-border-color, rgba(0,0,0,0.1)); background: rgba(0,0,0,0.02); } [data-bs-theme="dark"] .hsm-header { background: rgba(255,255,255,0.02); border-color: rgba(255,255,255,0.1); } .hsm-close { background: transparent; border: none; color: inherit; opacity: 0.5; padding: 0.25rem 0.5rem; border-radius: 0.25rem; font-size: 1.2rem; line-height: 1; transition: opacity 0.2s; } .hsm-close:hover { opacity: 1; } .hsm-body { padding: 1.5rem; } .hsm-url-group { display: flex !important; align-items: stretch; } .hsm-url-group .form-control { flex: 1; min-width: 0; margin: 0; background: var(--bs-secondary-bg, #f8f9fa); border-color: var(--bs-border-color, #dee2e6); border-top-right-radius: 0; border-bottom-right-radius: 0; height: 42px; } .hsm-url-group .btn { flex: 0 0 auto; margin: 0; margin-left: -1px; border-top-left-radius: 0; border-bottom-left-radius: 0; height: 42px; display: flex; align-items: center; justify-content: center; padding: 0 1.25rem; z-index: 2; } [data-bs-theme="dark"] .hsm-url-group .form-control { background: #0f172a; border-color: #334155; color: #e2e8f0; } .hsm-share-grid { display: flex; flex-direction: column; gap: 0.5rem; } .hsm-share-grid .btn { display: flex; align-items: center; justify-content: center; font-size: 0.9rem; padding: 0.6rem; border-color: var(--bs-border-color); width: 100%; } [data-bs-theme="dark"] .hsm-share-grid .btn { color: #e2e8f0; border-color: #475569; } [data-bs-theme="dark"] .hsm-share-grid .btn:hover { background: #334155; border-color: #cbd5e1; } </style> <script> (function(){ const modal = document.getElementById('headingShareModal'); if(!modal) return; const input = modal.querySelector('#headingShareInput'); const copyBtn = modal.querySelector('.hsm-copy'); const twitter = modal.querySelector('#share-twitter'); const linkedin = modal.querySelector('#share-linkedin'); const facebook = modal.querySelector('#share-facebook'); const closeBtn = modal.querySelector('.hsm-close'); let lastFocus=null; let trapBound=false; function buildUrl(id){ return window.location.origin + window.location.pathname + '#' + id; } function isOpen(){ return !modal.hasAttribute('hidden'); } 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> <h4 id="flexible-schema" class="position-relative d-flex align-items-center group"> <span>Flexible Schema</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="flexible-schema" aria-haspopup="dialog" aria-label="Share link: Flexible Schema"> <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>Geode allows schema-free development for rapid prototyping:</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">No</span><span class="w"> </span><span class="py">predefined</span><span class="w"> </span><span class="kd">schema</span><span class="w"> </span><span class="py">required</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">u</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">user_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">user_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="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">email</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">age</span><span class="p">:</span><span class="w"> </span><span class="nc">30</span><span class="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">Add</span><span class="w"> </span><span class="py">new</span><span class="w"> </span><span class="py">properties</span><span class="w"> </span><span class="py">dynamically</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="p">{</span><span class="py">user_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">user_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="py">SET</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">verified</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">true</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">premium_tier</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">gold</span><span class="err">&#39;;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="explicit-schema-constraints" class="position-relative d-flex align-items-center group"> <span>Explicit Schema Constraints</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="explicit-schema-constraints" aria-haspopup="dialog" aria-label="Share link: Explicit Schema Constraints"> <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>Define constraints for data integrity:</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">Unique</span><span class="w"> </span><span class="py">constraint</span><span class="w"> </span><span class="kd">on</span><span class="w"> </span><span class="py">user_id</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">unique_user_id</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">user_id</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="py">UNIQUE</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">Property</span><span class="w"> </span><span class="py">existence</span><span class="w"> </span><span class="py">constraint</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">user_must_have_email</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">u</span><span class="err">.</span><span class="py">email</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">//</span><span class="w"> </span><span class="py">Type</span><span class="w"> </span><span class="py">constraint</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">user_age_is_integer</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">age</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="p">::</span><span class="w"> </span><span class="nc">INTEGER</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="nc">Range</span><span class="w"> </span><span class="py">constraint</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">user_age_valid</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">age</span><span class="w"> </span><span class="err">&gt;</span><span class="p">=</span><span class="w"> </span><span class="py">0</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">age</span><span class="w"> </span><span class="err">&lt;</span><span class="p">=</span><span class="w"> </span><span class="py">150</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h3 id="label-design" class="position-relative d-flex align-items-center group"> <span>Label 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="label-design" aria-haspopup="dialog" aria-label="Share link: Label 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> </h3> <h4 id="single-vs-multiple-labels" class="position-relative d-flex align-items-center group"> <span>Single vs. Multiple Labels</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="single-vs-multiple-labels" aria-haspopup="dialog" aria-label="Share link: Single vs. Multiple Labels"> <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>Nodes can have one or more labels for classification:</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">Single</span><span class="w"> </span><span class="py">label</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">INSERT</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="w"> </span><span class="p">{</span><span class="py">product_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">prod_123</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Laptop</span><span class="err">&#39;</span><span class="p">})</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">//</span><span class="w"> </span><span class="py">Multiple</span><span class="w"> </span><span class="py">labels</span><span class="w"> </span><span class="py">for</span><span class="w"> </span><span class="py">role</span><span class="err">-</span><span class="py">based</span><span class="w"> </span><span class="py">classification</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">u</span><span class="p">:</span><span class="nc">User</span><span class="p">:</span><span class="nc">Premium</span><span class="p">:</span><span class="nc">Admin</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">user_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">admin_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="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Bob</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">tier</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">premium</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">permissions</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="err">&#39;</span><span class="nc">read</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">write</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">admin</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">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">//</span><span class="w"> </span><span class="py">Query</span><span class="w"> </span><span class="py">by</span><span class="w"> </span><span class="py">label</span><span class="w"> </span><span class="py">combination</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">admin</span><span class="p">:</span><span class="nc">User</span><span class="p">:</span><span class="nc">Admin</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">admin</span><span class="err">.</span><span class="py">name</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">premium</span><span class="p">:</span><span class="nc">Premium</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">premium</span><span class="p">:</span><span class="nc">User</span><span class="w"> </span><span class="err">//</span><span class="w"> </span><span class="py">Check</span><span class="w"> </span><span class="py">for</span><span class="w"> </span><span class="py">specific</span><span class="w"> </span><span class="py">label</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">premium</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">premium</span><span class="err">.</span><span class="py">tier</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="label-hierarchies" class="position-relative d-flex align-items-center group"> <span>Label Hierarchies</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="label-hierarchies" aria-haspopup="dialog" aria-label="Share link: Label Hierarchies"> <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>Model inheritance with multiple labels:</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">Person</span><span class="w"> </span><span class="py">is</span><span class="w"> </span><span class="py">base</span><span class="w"> </span><span class="py">label</span><span class="p">,</span><span class="w"> </span><span class="py">Employee</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">Customer</span><span class="w"> </span><span class="py">are</span><span class="w"> </span><span class="py">specializations</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">Person</span><span class="p">:</span><span class="nc">Employee</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">person_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">emp_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="py">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Alice</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">employee_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">emp_001</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">department</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Engineering</span><span class="err">&#39;</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="p">(</span><span class="py">c</span><span class="p">:</span><span class="nc">Person</span><span class="p">:</span><span class="nc">Customer</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">person_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">cust_456</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">name</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">Charlie</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">customer_id</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">cust_789</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">loyalty_points</span><span class="p">:</span><span class="w"> </span><span class="nc">1500</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">Query</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">persons</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Person</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">labels</span><span class="p">(</span><span class="py">p</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">//</span><span class="w"> </span><span class="py">Query</span><span class="w"> </span><span class="kd">on</span><span class="py">ly</span><span class="w"> </span><span class="py">employees</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">e</span><span class="p">:</span><span class="nc">Employee</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">e</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">e</span><span class="err">.</span><span class="py">department</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h3 id="property-schemas" class="position-relative d-flex align-items-center group"> <span>Property Schemas</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="property-schemas" aria-haspopup="dialog" aria-label="Share link: Property Schemas"> <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="property-types" class="position-relative d-flex align-items-center group"> <span>Property Types</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="property-types" aria-haspopup="dialog" aria-label="Share link: Property Types"> <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>Define expected types for properties:</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">String</span><span class="w"> </span><span class="py">properties</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">name_is_string</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">name</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="p">::</span><span class="w"> </span><span class="nc">STRING</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="nc">Numeric</span><span class="w"> </span><span class="py">properties</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">price_is_decimal</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="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="p">::</span><span class="w"> </span><span class="nc">DECIMAL</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="nc">Boolean</span><span class="w"> </span><span class="py">properties</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">verified_is_boolean</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">verified</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="p">::</span><span class="w"> </span><span class="nc">BOOLEAN</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="nc">Datetime</span><span class="w"> </span><span class="py">properties</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">created_is_datetime</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="p">(</span><span class="py">n</span><span class="p">:</span><span class="nc">Node</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">n</span><span class="err">.</span><span class="py">created_at</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="p">::</span><span class="w"> </span><span class="nc">DATETIME</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="nc">Array</span><span class="w"> </span><span class="py">properties</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">tags_is_array</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="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">tags</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="p">::</span><span class="w"> </span><span class="nc">ARRAY</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="required-properties" class="position-relative d-flex align-items-center group"> <span>Required Properties</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="required-properties" aria-haspopup="dialog" aria-label="Share link: Required Properties"> <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>Enforce presence of critical properties:</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">User</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">have</span><span class="w"> </span><span class="py">user_id</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">email</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">user_required_props</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">u</span><span class="err">.</span><span class="py">user_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">AND</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">u</span><span class="err">.</span><span class="py">email</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">user_id</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">NULL</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">email</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">NULL</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">Product</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">have</span><span class="w"> </span><span class="py">product_id</span><span class="p">,</span><span class="w"> </span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">price</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">product_required_props</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="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">p</span><span class="err">.</span><span class="py">product_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">AND</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="property-value-constraints" class="position-relative d-flex align-items-center group"> <span>Property Value Constraints</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="property-value-constraints" aria-haspopup="dialog" aria-label="Share link: Property Value Constraints"> <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>Validate property values:</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">Email</span><span class="w"> </span><span class="py">format</span><span class="w"> </span><span class="py">validation</span><span class="w"> </span><span class="p">(</span><span class="py">regex</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">valid_email</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">email</span><span class="w"> </span><span class="p">=</span><span class="err">~</span><span class="w"> </span><span class="err">&#39;^</span><span class="p">[</span><span class="py">a</span><span class="err">-</span><span class="py">zA</span><span class="err">-</span><span class="py">Z0</span><span class="err">-</span><span class="py">9</span><span class="err">.</span><span class="py">_</span><span class="err">%+-</span><span class="p">]</span><span class="err">+@</span><span class="p">[</span><span class="py">a</span><span class="err">-</span><span class="py">zA</span><span class="err">-</span><span class="py">Z0</span><span class="err">-</span><span class="py">9</span><span class="err">.-</span><span class="p">]</span><span class="err">+\\.</span><span class="p">[</span><span class="py">a</span><span class="err">-</span><span class="py">zA</span><span class="err">-</span><span class="py">Z</span><span class="p">]{</span><span class="py">2</span><span class="p">,}</span><span class="err">$&#39;;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">//</span><span class="w"> </span><span class="py">Price</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">be</span><span class="w"> </span><span class="py">positive</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">positive_price</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="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="w"> </span><span class="err">&gt;</span><span class="w"> </span><span class="py">0</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">Status</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">be</span><span class="w"> </span><span class="py">from</span><span class="w"> </span><span class="py">allowed</span><span class="w"> </span><span class="py">set</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">valid_status</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="p">(</span><span class="py">o</span><span class="p">:</span><span class="nc">Order</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">o</span><span class="err">.</span><span class="py">status</span><span class="w"> </span><span class="py">IN</span><span class="w"> </span><span class="p">[</span><span class="err">&#39;</span><span class="py">pending</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">processing</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">shipped</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">delivered</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">cancelled</span><span class="err">&#39;</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">Rating</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">be</span><span class="w"> </span><span class="py">between</span><span class="w"> </span><span class="py">1</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">5</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">valid_rating</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="p">(</span><span class="py">r</span><span class="p">:</span><span class="nc">Review</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">r</span><span class="err">.</span><span class="py">rating</span><span class="w"> </span><span class="err">&gt;</span><span class="p">=</span><span class="w"> </span><span class="py">1</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">r</span><span class="err">.</span><span class="py">rating</span><span class="w"> </span><span class="err">&lt;</span><span class="p">=</span><span class="w"> </span><span class="py">5</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h3 id="index-strategies" class="position-relative d-flex align-items-center group"> <span>Index Strategies</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="index-strategies" aria-haspopup="dialog" aria-label="Share link: Index Strategies"> <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="b-tree-indexes" class="position-relative d-flex align-items-center group"> <span>B-Tree Indexes</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="b-tree-indexes" aria-haspopup="dialog" aria-label="Share link: B-Tree Indexes"> <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>Create indexes for fast property lookups:</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">Single</span><span class="err">-</span><span class="py">property</span><span class="w"> </span><span class="py">index</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">user_email_idx</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">User</span><span class="p">(</span><span class="py">email</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">product_category_idx</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">Product</span><span class="p">(</span><span class="py">category</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">order_date_idx</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">Order</span><span class="p">(</span><span class="py">order_date</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">Composite</span><span class="w"> </span><span class="py">index</span><span class="w"> </span><span class="py">for</span><span class="w"> </span><span class="py">combined</span><span class="w"> </span><span class="py">lookups</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">product_category_price_idx</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">Product</span><span class="p">(</span><span class="py">category</span><span class="p">,</span><span class="w"> </span><span class="py">price</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">user_country_city_idx</span><span class="w"> </span><span class="py">ON</span><span class="w"> </span><span class="p">:</span><span class="nc">User</span><span class="p">(</span><span class="py">country</span><span class="p">,</span><span class="w"> </span><span class="py">city</span><span class="p">)</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">//</span><span class="w"> </span><span class="py">Query</span><span class="w"> </span><span class="py">uses</span><span class="w"> </span><span class="py">index</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">email</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">alice</span><span class="nd">@example</span><span class="err">.</span><span class="py">com</span><span class="err">&#39;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">u</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">Composite</span><span class="w"> </span><span class="py">index</span><span class="w"> </span><span class="py">for</span><span class="w"> </span><span class="py">range</span><span class="w"> </span><span class="py">queries</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">category</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">Electronics</span><span class="err">&#39;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="w"> </span><span class="py">BETWEEN</span><span class="w"> </span><span class="py">100</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">500</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">price</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="full-text-indexes" class="position-relative d-flex align-items-center group"> <span>Full-Text Indexes</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="full-text-indexes" aria-haspopup="dialog" aria-label="Share link: Full-Text Indexes"> <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>Enable text search on string properties:</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">Full</span><span class="err">-</span><span class="py">text</span><span class="w"> </span><span class="py">index</span><span class="w"> </span><span class="kd">on</span><span class="w"> </span><span class="py">product</span><span class="w"> </span><span class="py">names</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">descriptions</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">FULLTEXT</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">product_text_idx</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="p">:</span><span class="nc">Product</span><span class="p">(</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">description</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WITH</span><span class="w"> </span><span class="p">(</span><span class="py">analyzer</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">english</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="py">stopwords</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="p">[</span><span class="err">&#39;</span><span class="py">the</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">a</span><span class="err">&#39;</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">an</span><span class="err">&#39;</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">Full</span><span class="err">-</span><span class="py">text</span><span class="w"> </span><span class="py">search</span><span class="w"> </span><span class="kd">query</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nc">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">FULLTEXT</span><span class="p">(</span><span class="py">p</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">wireless</span><span class="w"> </span><span class="py">headphones</span><span class="w"> </span><span class="py">bluetooth</span><span class="err">&#39;</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">description</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">SCORE</span><span class="p">(</span><span class="py">p</span><span class="p">)</span><span class="w"> </span><span class="py">DESC</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">LIMIT</span><span class="w"> </span><span class="py">10</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="vector-indexes" class="position-relative d-flex align-items-center group"> <span>Vector Indexes</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="vector-indexes" aria-haspopup="dialog" aria-label="Share link: Vector Indexes"> <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>Index embeddings for similarity search:</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">HNSW</span><span class="w"> </span><span class="py">vector</span><span class="w"> </span><span class="py">index</span><span class="w"> </span><span class="py">for</span><span class="w"> </span><span class="py">product</span><span class="w"> </span><span class="py">embeddings</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">VECTOR</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">product_embedding_idx</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="p">:</span><span class="nc">Product</span><span class="p">(</span><span class="py">embedding</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">USING</span><span class="w"> </span><span class="py">HNSW</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WITH</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">dimensions</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">384</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">metric</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">cosine</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">m</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">16</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">ef_construction</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">200</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">Similarity</span><span class="w"> </span><span class="py">search</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">embedding</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">NULL</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WITH</span><span class="w"> </span><span class="py">p</span><span class="p">,</span><span class="w"> </span><span class="py">vector</span><span class="err">.</span><span class="py">similarity</span><span class="p">(</span><span class="py">p</span><span class="err">.</span><span class="py">embedding</span><span class="p">,</span><span class="w"> </span><span class="nv">$query_embedding</span><span class="p">,</span><span class="w"> </span><span class="err">&#39;</span><span class="py">cosine</span><span class="err">&#39;</span><span class="p">)</span><span class="w"> </span><span class="py">AS</span><span class="w"> </span><span class="py">score</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">score</span><span class="w"> </span><span class="err">&gt;</span><span class="w"> </span><span class="py">0</span><span class="mf">.7</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">score</span><span class="w"> </span><span class="py">DESC</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">LIMIT</span><span class="w"> </span><span class="py">10</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">product_id</span><span class="p">,</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">name</span><span class="p">,</span><span class="w"> </span><span class="py">score</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h3 id="relationship-schemas" class="position-relative d-flex align-items-center group"> <span>Relationship Schemas</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="relationship-schemas" aria-haspopup="dialog" aria-label="Share link: Relationship Schemas"> <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="relationship-type-constraints" class="position-relative d-flex align-items-center group"> <span>Relationship Type Constraints</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="relationship-type-constraints" aria-haspopup="dialog" aria-label="Share link: Relationship Type Constraints"> <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>Define valid relationship types between labels:</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">User</span><span class="w"> </span><span class="py">can</span><span class="w"> </span><span class="py">PURCHASE</span><span class="w"> </span><span class="py">Product</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">purchase_relationship</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="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">()</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">startNode</span><span class="p">(</span><span class="py">r</span><span class="p">):</span><span class="nc">User</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">endNode</span><span class="p">(</span><span class="py">r</span><span class="p">):</span><span class="nc">Product</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">Employee</span><span class="w"> </span><span class="py">WORKS_FOR</span><span class="w"> </span><span class="py">Organization</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">works_for_relationship</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="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">WORKS_FOR</span><span class="p">]</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">ASSERT</span><span class="w"> </span><span class="py">startNode</span><span class="p">(</span><span class="py">r</span><span class="p">):</span><span class="nc">Employee</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">endNode</span><span class="p">(</span><span class="py">r</span><span class="p">):</span><span class="nc">Organization</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">Product</span><span class="w"> </span><span class="py">IN_CATEGORY</span><span class="w"> </span><span class="py">Category</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">category_relationship</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="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">IN_CATEGORY</span><span class="p">]</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">ASSERT</span><span class="w"> </span><span class="py">startNode</span><span class="p">(</span><span class="py">r</span><span class="p">):</span><span class="nc">Product</span><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">endNode</span><span class="p">(</span><span class="py">r</span><span class="p">):</span><span class="nc">Category</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="relationship-property-constraints" class="position-relative d-flex align-items-center group"> <span>Relationship Property Constraints</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="relationship-property-constraints" aria-haspopup="dialog" aria-label="Share link: Relationship Property Constraints"> <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>Validate relationship properties:</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">Purchase</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">have</span><span class="w"> </span><span class="py">timestamp</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">amount</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">purchase_required_props</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="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">PURCHASED</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">()</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">r</span><span class="err">.</span><span class="py">timestamp</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">r</span><span class="err">.</span><span class="py">amount</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">r</span><span class="err">.</span><span class="py">amount</span><span class="w"> </span><span class="err">&gt;</span><span class="w"> </span><span class="py">0</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">Rating</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">have</span><span class="w"> </span><span class="py">score</span><span class="w"> </span><span class="py">between</span><span class="w"> </span><span class="py">1</span><span class="w"> </span><span class="py">and</span><span class="w"> </span><span class="py">5</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">rating_score_range</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="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">RATED</span><span class="p">]</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">ASSERT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">r</span><span class="err">.</span><span class="py">score</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">r</span><span class="err">.</span><span class="py">score</span><span class="w"> </span><span class="err">&gt;</span><span class="p">=</span><span class="w"> </span><span class="py">1</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">r</span><span class="err">.</span><span class="py">score</span><span class="w"> </span><span class="err">&lt;</span><span class="p">=</span><span class="w"> </span><span class="py">5</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">Friendship</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">have</span><span class="w"> </span><span class="py">bidirectional</span><span class="w"> </span><span class="py">constraint</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">mutual_friendship</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="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">:</span><span class="nc">FRIENDS_WITH</span><span class="p">]</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">ASSERT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">reverse</span><span class="p">(</span><span class="py">r</span><span class="p">))</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h3 id="schema-patterns" class="position-relative d-flex align-items-center group"> <span>Schema 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="schema-patterns" aria-haspopup="dialog" aria-label="Share link: Schema 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="enforcing-cardinality" class="position-relative d-flex align-items-center group"> <span>Enforcing Cardinality</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="enforcing-cardinality" aria-haspopup="dialog" aria-label="Share link: Enforcing Cardinality"> <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>Limit relationship counts:</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">User</span><span class="w"> </span><span class="py">can</span><span class="w"> </span><span class="py">have</span><span class="w"> </span><span class="py">at</span><span class="w"> </span><span class="py">most</span><span class="w"> </span><span class="kd">on</span><span class="py">e</span><span class="w"> </span><span class="py">ShoppingCart</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="kd">on</span><span class="py">e_cart_per_user</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">COUNT</span><span class="p">((</span><span class="py">u</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">HAS_CART</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(:</span><span class="nc">ShoppingCart</span><span class="p">))</span><span class="w"> </span><span class="err">&lt;</span><span class="p">=</span><span class="w"> </span><span class="py">1</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">Product</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">be</span><span class="w"> </span><span class="py">in</span><span class="w"> </span><span class="py">exactly</span><span class="w"> </span><span class="kd">on</span><span class="py">e</span><span class="w"> </span><span class="py">Category</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">product_single_category</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="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">COUNT</span><span class="p">((</span><span class="py">p</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">IN_CATEGORY</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(:</span><span class="nc">Category</span><span class="p">))</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">1</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">User</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">have</span><span class="w"> </span><span class="py">at</span><span class="w"> </span><span class="py">least</span><span class="w"> </span><span class="kd">on</span><span class="py">e</span><span class="w"> </span><span class="py">Email</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">user_has_email</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">COUNT</span><span class="p">((</span><span class="py">u</span><span class="p">)</span><span class="err">-</span><span class="p">[:</span><span class="nc">HAS_EMAIL</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(:</span><span class="nc">Email</span><span class="p">))</span><span class="w"> </span><span class="err">&gt;</span><span class="p">=</span><span class="w"> </span><span class="py">1</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="temporal-validity" class="position-relative d-flex align-items-center group"> <span>Temporal Validity</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="temporal-validity" aria-haspopup="dialog" aria-label="Share link: Temporal Validity"> <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>Ensure valid time ranges:</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">Employment</span><span class="w"> </span><span class="py">period</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">be</span><span class="w"> </span><span class="py">valid</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">valid_employment_period</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="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">e</span><span class="p">:</span><span class="nc">EMPLOYED_BY</span><span class="p">]</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">ASSERT</span><span class="w"> </span><span class="py">e</span><span class="err">.</span><span class="py">start_date</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">NULL</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="p">(</span><span class="py">e</span><span class="err">.</span><span class="py">end_date</span><span class="w"> </span><span class="py">IS</span><span class="w"> </span><span class="py">NULL</span><span class="w"> </span><span class="py">OR</span><span class="w"> </span><span class="py">e</span><span class="err">.</span><span class="py">end_date</span><span class="w"> </span><span class="err">&gt;</span><span class="p">=</span><span class="w"> </span><span class="py">e</span><span class="err">.</span><span class="py">start_date</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">Subscription</span><span class="w"> </span><span class="py">must</span><span class="w"> </span><span class="py">not</span><span class="w"> </span><span class="py">overlap</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CREATE</span><span class="w"> </span><span class="py">CONSTRAINT</span><span class="w"> </span><span class="py">no_overlapping_subscriptions</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="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ASSERT</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">EXISTS</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">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">)</span><span class="err">-</span><span class="p">[</span><span class="py">s1</span><span class="p">:</span><span class="nc">HAS_SUBSCRIPTION</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">service</span><span class="p">:</span><span class="nc">Service</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">)</span><span class="err">-</span><span class="p">[</span><span class="py">s2</span><span class="p">:</span><span class="nc">HAS_SUBSCRIPTION</span><span class="p">]</span><span class="err">-&gt;</span><span class="p">(</span><span class="py">service</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">WHERE</span><span class="w"> </span><span class="py">s1</span><span class="w"> </span><span class="err">&lt;&gt;</span><span class="w"> </span><span class="py">s2</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">s1</span><span class="err">.</span><span class="py">start_date</span><span class="w"> </span><span class="err">&lt;</span><span class="p">=</span><span class="w"> </span><span class="py">s2</span><span class="err">.</span><span class="py">end_date</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">AND</span><span class="w"> </span><span class="py">s2</span><span class="err">.</span><span class="py">start_date</span><span class="w"> </span><span class="err">&lt;</span><span class="p">=</span><span class="w"> </span><span class="py">s1</span><span class="err">.</span><span class="py">end_date</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> <h3 id="schema-evolution" class="position-relative d-flex align-items-center group"> <span>Schema Evolution</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="schema-evolution" aria-haspopup="dialog" aria-label="Share link: Schema Evolution"> <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="adding-properties" class="position-relative d-flex align-items-center group"> <span>Adding Properties</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="adding-properties" aria-haspopup="dialog" aria-label="Share link: Adding Properties"> <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>Safely add new properties to existing nodes:</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">Add</span><span class="w"> </span><span class="py">optional</span><span class="w"> </span><span class="py">property</span><span class="w"> </span><span class="py">to</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">users</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">u</span><span class="err">.</span><span class="py">verified</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">verified</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">false</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="err">//</span><span class="w"> </span><span class="py">Add</span><span class="w"> </span><span class="py">property</span><span class="w"> </span><span class="py">with</span><span class="w"> </span><span class="py">default</span><span class="w"> </span><span class="py">value</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">p</span><span class="p">:</span><span class="nc">Product</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">NOT</span><span class="w"> </span><span class="py">EXISTS</span><span class="p">(</span><span class="py">p</span><span class="err">.</span><span class="py">in_stock</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">in_stock</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">true</span><span class="p">,</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">p</span><span class="err">.</span><span class="py">stock_quantity</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">0</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="migrating-labels" class="position-relative d-flex align-items-center group"> <span>Migrating Labels</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="migrating-labels" aria-haspopup="dialog" aria-label="Share link: Migrating Labels"> <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>Rename or refactor labels:</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">Migrate</span><span class="w"> </span><span class="py">from</span><span class="w"> </span><span class="py">old</span><span class="w"> </span><span class="py">label</span><span class="w"> </span><span class="py">to</span><span class="w"> </span><span class="py">new</span><span class="w"> </span><span class="py">label</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">:</span><span class="nc">OldLabel</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">n</span><span class="p">:</span><span class="nc">NewLabel</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">REMOVE</span><span class="w"> </span><span class="py">n</span><span class="p">:</span><span class="nc">OldLabel</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">Split</span><span class="w"> </span><span class="py">label</span><span class="w"> </span><span class="py">into</span><span class="w"> </span><span class="py">multiple</span><span class="w"> </span><span class="py">labels</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">role</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">admin</span><span class="err">&#39;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">u</span><span class="p">:</span><span class="nc">Admin</span><span class="err">;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">u</span><span class="p">:</span><span class="nc">User</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">u</span><span class="err">.</span><span class="py">tier</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="err">&#39;</span><span class="py">premium</span><span class="err">&#39;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SET</span><span class="w"> </span><span class="py">u</span><span class="p">:</span><span class="nc">Premium</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="schema-versioning" class="position-relative d-flex align-items-center group"> <span>Schema Versioning</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="schema-versioning" aria-haspopup="dialog" aria-label="Share link: Schema Versioning"> <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>Track schema versions:</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="kd">schema</span><span class="w"> </span><span class="py">version</span><span class="w"> </span><span class="py">node</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">INSERT</span><span class="w"> </span><span class="p">(</span><span class="py">v</span><span class="p">:</span><span class="nc">SchemaVersion</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">version</span><span class="p">:</span><span class="w"> </span><span class="err">&#39;</span><span class="nc">2</span><span class="mf">.0.0</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">applied_at</span><span class="p">:</span><span class="w"> </span><span class="nc">datetime</span><span class="p">(),</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="py">changes</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="err">&#39;</span><span class="nc">Added</span><span class="w"> </span><span class="py">User</span><span class="err">.</span><span class="py">verified</span><span class="w"> </span><span class="py">property</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">Created</span><span class="w"> </span><span class="py">unique</span><span class="w"> </span><span class="py">constraint</span><span class="w"> </span><span class="kd">on</span><span class="w"> </span><span class="py">Product</span><span class="err">.</span><span class="py">product_id</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">Added</span><span class="w"> </span><span class="py">vector</span><span class="w"> </span><span class="py">index</span><span class="w"> </span><span class="kd">on</span><span class="w"> </span><span class="py">Product</span><span class="err">.</span><span class="py">embedding</span><span class="err">&#39;</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="p">]</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="p">})</span><span class="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">Check</span><span class="w"> </span><span class="py">current</span><span class="w"> </span><span class="kd">schema</span><span class="w"> </span><span class="py">version</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">v</span><span class="p">:</span><span class="nc">SchemaVersion</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">v</span><span class="err">.</span><span class="py">version</span><span class="p">,</span><span class="w"> </span><span class="py">v</span><span class="err">.</span><span class="py">applied_at</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">v</span><span class="err">.</span><span class="py">applied_at</span><span class="w"> </span><span class="py">DESC</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">LIMIT</span><span class="w"> </span><span class="py">1</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h3 id="schema-introspection" class="position-relative d-flex align-items-center group"> <span>Schema Introspection</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="schema-introspection" aria-haspopup="dialog" aria-label="Share link: Schema Introspection"> <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="list-labels" class="position-relative d-flex align-items-center group"> <span>List Labels</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="list-labels" aria-haspopup="dialog" aria-label="Share link: List Labels"> <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>Query existing labels in the database:</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">Get</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">labels</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CALL</span><span class="w"> </span><span class="py">db</span><span class="err">.</span><span class="py">labels</span><span class="p">()</span><span class="w"> </span><span class="py">YIELD</span><span class="w"> </span><span class="py">label</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">label</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">label</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">Count</span><span class="w"> </span><span class="py">nodes</span><span class="w"> </span><span class="py">by</span><span class="w"> </span><span class="py">label</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CALL</span><span class="w"> </span><span class="py">db</span><span class="err">.</span><span class="py">labels</span><span class="p">()</span><span class="w"> </span><span class="py">YIELD</span><span class="w"> </span><span class="py">label</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">WHERE</span><span class="w"> </span><span class="py">label</span><span class="w"> </span><span class="py">IN</span><span class="w"> </span><span class="py">labels</span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">label</span><span class="p">,</span><span class="w"> </span><span class="py">COUNT</span><span class="p">(</span><span class="py">n</span><span class="p">)</span><span class="w"> </span><span class="py">AS</span><span class="w"> </span><span class="py">node_count</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">node_count</span><span class="w"> </span><span class="py">DESC</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="list-relationship-types" class="position-relative d-flex align-items-center group"> <span>List Relationship Types</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="list-relationship-types" aria-haspopup="dialog" aria-label="Share link: List Relationship Types"> <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>Query relationship types:</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">Get</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">relationship</span><span class="w"> </span><span class="kd">type</span><span class="nc">s</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">CALL</span><span class="w"> </span><span class="py">db</span><span class="err">.</span><span class="py">relationshipTypes</span><span class="p">()</span><span class="w"> </span><span class="py">YIELD</span><span class="w"> </span><span class="py">relationshipType</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">relationshipType</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">relationshipType</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">Count</span><span class="w"> </span><span class="py">relationships</span><span class="w"> </span><span class="py">by</span><span class="w"> </span><span class="kd">type</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="nc">CALL</span><span class="w"> </span><span class="py">db</span><span class="err">.</span><span class="py">relationshipTypes</span><span class="p">()</span><span class="w"> </span><span class="py">YIELD</span><span class="w"> </span><span class="py">relationshipType</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">MATCH</span><span class="w"> </span><span class="p">()</span><span class="err">-</span><span class="p">[</span><span class="py">r</span><span class="p">]</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">WHERE</span><span class="w"> </span><span class="kd">type</span><span class="p">(</span><span class="nc">r</span><span class="p">)</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="py">relationshipType</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">RETURN</span><span class="w"> </span><span class="py">relationshipType</span><span class="p">,</span><span class="w"> </span><span class="py">COUNT</span><span class="p">(</span><span class="py">r</span><span class="p">)</span><span class="w"> </span><span class="py">AS</span><span class="w"> </span><span class="py">count</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">ORDER</span><span class="w"> </span><span class="py">BY</span><span class="w"> </span><span class="py">count</span><span class="w"> </span><span class="py">DESC</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h4 id="list-constraints-and-indexes" class="position-relative d-flex align-items-center group"> <span>List Constraints and Indexes</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="list-constraints-and-indexes" aria-haspopup="dialog" aria-label="Share link: List Constraints and Indexes"> <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>View schema definitions:</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">List</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">constraints</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SHOW</span><span class="w"> </span><span class="py">CONSTRAINTS</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">List</span><span class="w"> </span><span class="py">all</span><span class="w"> </span><span class="py">indexes</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SHOW</span><span class="w"> </span><span class="py">INDEXES</span><span class="err">;</span><span class="w"> </span></span></span><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">Get</span><span class="w"> </span><span class="py">index</span><span class="w"> </span><span class="py">statistics</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"></span><span class="py">SHOW</span><span class="w"> </span><span class="py">INDEX</span><span class="w"> </span><span class="py">product_category_idx</span><span class="w"> </span><span class="py">STATISTICS</span><span class="err">;</span><span class="w"> </span></span></span></code></pre></div> <h3 id="best-practices" class="position-relative d-flex align-items-center group"> <span>Best Practices</span> <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="best-practices" aria-haspopup="dialog" aria-label="Share link: Best Practices"> <i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i> <span class="visually-hidden">Share link</span> </button> </h3><ol> <li><strong>Start Schema-Free</strong>: Prototype without constraints, add them as requirements emerge</li> <li><strong>Index Lookup Properties</strong>: Create indexes on properties used in WHERE clauses</li> <li><strong>Unique Constraints for IDs</strong>: Always constrain unique identifiers</li> <li><strong>Validate Critical Data</strong>: Add constraints for business-critical properties</li> <li><strong>Composite Indexes</strong>: Use multi-property indexes for common query patterns</li> <li><strong>Document Schema</strong>: Maintain documentation of labels, properties, and constraints</li> <li><strong>Version Migrations</strong>: Track schema changes with version nodes</li> <li><strong>Test Constraints</strong>: Validate constraints with test data before production</li> <li><strong>Monitor Index Usage</strong>: Track query plans to ensure indexes are used effectively</li> <li><strong>Evolve Gradually</strong>: Add schema constraints incrementally, not all at once</li> </ol> <h3 id="integration-with-geode-features" class="position-relative d-flex align-items-center group"> <span>Integration with Geode Features</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="integration-with-geode-features" aria-haspopup="dialog" aria-label="Share link: Integration with Geode Features"> <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>Schema design leverages:</p> <ul> <li><strong>GQL Compliance</strong>: Standard ISO constraint and index syntax</li> <li><strong>MVCC</strong>: Schema changes don&rsquo;t block ongoing queries</li> <li><strong>Indexes</strong>: B-tree, full-text, and vector indexes for diverse workloads</li> <li><strong>Constraints</strong>: Unique, existence, type, and custom validation rules</li> <li><strong>Introspection</strong>: Query schema metadata programmatically</li> </ul> <p>Browse the tagged content below to discover documentation, tutorials, and guides for designing effective schemas in Geode.</p>

Related Articles