<!-- CANARY: REQ=REQ-ANALYTICS-001; FEATURE="Real-time Analytics"; ASPECT=StreamingIntegration; STATUS=TESTED; OWNER=analytics; UPDATED=2025-10-05 -->
<h2 id="analytics" class="position-relative d-flex align-items-center group">
<span>Analytics</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="analytics"
aria-haspopup="dialog"
aria-label="Share link: Analytics">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h2><div id="headingShareModal" class="heading-share-modal" role="dialog" aria-modal="true" aria-labelledby="headingShareTitle" hidden>
<div class="hsm-dialog" role="document">
<div class="hsm-header">
<h2 id="headingShareTitle" class="h6 mb-0 fw-bold">Share this section</h2>
<button type="button" class="hsm-close" aria-label="Close">
<i class="fa-solid fa-xmark"></i>
</button>
</div>
<div class="hsm-body">
<label for="headingShareInput" class="form-label small text-muted mb-1 text-uppercase fw-bold" style="font-size: 0.7rem; 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><p>Geode provides enterprise-grade analytics capabilities designed for both batch and real-time graph analysis. Leverage advanced graph algorithms, streaming pattern detection, and machine learning-powered insights to extract value from your connected data.</p>
<h3 id="overview" class="position-relative d-flex align-items-center group">
<span>Overview</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="overview"
aria-haspopup="dialog"
aria-label="Share link: Overview">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h3><p>The analytics subsystem in Geode combines traditional graph algorithms with modern streaming analytics and machine learning techniques. Whether you need to analyze social networks, detect fraud patterns, or identify anomalies in real-time data streams, Geode’s analytics engine delivers high-performance results with minimal latency.</p>
<p>Built on top of Geode’s storage engine, analytics operations benefit from memory-mapped I/O, optimized index structures, and parallel execution capabilities. Real-time analytics leverage Geode’s Change Data Capture (CDC) integration and backpressure handling to process streaming data at scale.</p>
<h3 id="key-features" class="position-relative d-flex align-items-center group">
<span>Key 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="key-features"
aria-haspopup="dialog"
aria-label="Share link: Key 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><ul>
<li><strong>Graph Algorithms</strong>: PageRank, community detection, shortest paths, centrality measures, and more</li>
<li><strong>Real-time Pattern Detection</strong>: Streaming analytics with sub-second latency for time-sensitive insights</li>
<li><strong>Anomaly Detection</strong>: ML-powered anomaly detection for fraud, security, and quality monitoring</li>
<li><strong>CDC Integration</strong>: Change Data Capture for continuous analytics on live data streams</li>
<li><strong>Scalable Execution</strong>: Distributed algorithm execution across federated deployments</li>
</ul>
<h3 id="topics-in-this-section" class="position-relative d-flex align-items-center group">
<span>Topics in This Section</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="topics-in-this-section"
aria-haspopup="dialog"
aria-label="Share link: Topics in This Section">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h3><ul>
<li><strong><a
href="/docs/analytics/graph-algorithms/"
>Graph Algorithms</a>
</strong> - Complete reference for supported graph algorithms including PageRank, community detection, shortest paths, and centrality measures</li>
<li><strong><a
href="/docs/analytics/real-time-analytics/"
>Real-time Analytics</a>
</strong> - Streaming pattern detection, anomaly detection with ML, CDC integration, and backpressure handling</li>
</ul>
<h3 id="learn-more" class="position-relative d-flex align-items-center group">
<span>Learn More</span>
<button type="button"
class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1"
data-share-target="learn-more"
aria-haspopup="dialog"
aria-label="Share link: Learn More">
<i class="fa-sharp-duotone fa-solid fa-share-nodes" aria-hidden="true" style="font-size: 0.8em;"></i>
<span class="visually-hidden">Share link</span>
</button>
</h3><ul>
<li><a
href="/docs/analytics/real-time-analytics/"
>Real-Time Analytics</a>
- Streaming pattern detection, anomaly detection with ML, CDC integration</li>
<li><a
href="/docs/query/performance-tuning/"
>Query Performance Tuning</a>
- Optimize analytics queries for maximum throughput</li>
<li><a
href="/docs/query/materialized-views/"
>Materialized Views</a>
- Cache analytics results for fast repeated access</li>
<li><a
href="/docs/architecture/#advanced-features"
>Architecture: Analytics</a>
- Technical architecture of the analytics subsystem</li>
</ul>
Analytics
Graph analytics, real-time pattern detection, and advanced algorithms for data insights in Geode
2 pages
Pages
Graph Algorithms and Analytics
Run graph algorithms with real GQL examples, generate embeddings (Node2Vec/GraphSAGE/DeepWalk), and use vector similarity for analytics workloads
7 min read
Real-Time Analytics Guide
Comprehensive guide to Geode's real-time analytics system including change data capture (CDC), pattern detection, anomaly detection, machine learning integration, and streaming analytics.
10 min read