<?xml version="1.0" encoding="utf-8"?>
<feed xmlns="http://www.w3.org/2005/Atom">
    <id>https://satya-jugran.github.io/grafio/blog</id>
    <title>Grafio Blog</title>
    <updated>2026-05-18T00:00:00.000Z</updated>
    <generator>https://github.com/jpmonette/feed</generator>
    <link rel="alternate" href="https://satya-jugran.github.io/grafio/blog"/>
    <subtitle>Grafio Blog</subtitle>
    <icon>https://satya-jugran.github.io/grafio/img/favicon.svg</icon>
    <entry>
        <title type="html"><![CDATA[Announcing Grafio: A High-Performance Graph Database]]></title>
        <id>https://satya-jugran.github.io/grafio/blog/welcome-grafio</id>
        <link href="https://satya-jugran.github.io/grafio/blog/welcome-grafio"/>
        <updated>2026-05-18T00:00:00.000Z</updated>
        <summary type="html"><![CDATA[Introducing Grafio - TypeScript graph database with native Cypher support]]></summary>
        <content type="html"><![CDATA[<p>We're thrilled to announce the release of <strong>Grafio</strong> - a high-performance, TypeScript-native graph database built for modern applications.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="what-is-grafio">What is Grafio?<a href="https://satya-jugran.github.io/grafio/blog/welcome-grafio#what-is-grafio" class="hash-link" aria-label="Direct link to What is Grafio?" title="Direct link to What is Grafio?" translate="no">​</a></h2>
<p>Grafio is a lightweight, embeddable graph database that brings the power of graph data structures to JavaScript/TypeScript applications. With native Cypher query language support and pluggable storage backends, Grafio makes working with connected data simple and efficient.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="key-features">Key Features<a href="https://satya-jugran.github.io/grafio/blog/welcome-grafio#key-features" class="hash-link" aria-label="Direct link to Key Features" title="Direct link to Key Features" translate="no">​</a></h2>
<ul>
<li class=""><strong>Native Cypher Support</strong> - Write queries in Cypher, the same language used by Neo4j</li>
<li class=""><strong>TypeScript First</strong> - Full type safety and excellent IDE support</li>
<li class=""><strong>Pluggable Storage</strong> - Use in-memory for speed, or plug in Redis/MongoDB for persistence</li>
<li class=""><strong>Powerful Traversals</strong> - Built-in graph traversal and path finding algorithms</li>
<li class=""><strong>Lightweight</strong> - Zero dependencies, tree-shakable, works in Node.js and browsers</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="getting-started">Getting Started<a href="https://satya-jugran.github.io/grafio/blog/welcome-grafio#getting-started" class="hash-link" aria-label="Direct link to Getting Started" title="Direct link to Getting Started" translate="no">​</a></h2>
<div class="language-typescript codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-typescript codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#393A34"><span class="token keyword module" style="color:#00009f">import</span><span class="token plain"> </span><span class="token imports punctuation" style="color:#393A34">{</span><span class="token imports"> </span><span class="token imports maybe-class-name">CypherEngine</span><span class="token imports"> </span><span class="token imports punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'grafio'</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword module" style="color:#00009f">import</span><span class="token plain"> </span><span class="token imports punctuation" style="color:#393A34">{</span><span class="token imports"> </span><span class="token imports maybe-class-name">InMemoryGraphFactory</span><span class="token imports"> </span><span class="token imports punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'grafio/storage'</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic">// Create graph via factory</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">const</span><span class="token plain"> factory </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">new</span><span class="token plain"> </span><span class="token class-name maybe-class-name">InMemoryGraphFactory</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">const</span><span class="token plain"> graph </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> factory</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">forGraph</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'social-network'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">const</span><span class="token plain"> cypher </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">new</span><span class="token plain"> </span><span class="token class-name maybe-class-name">CypherEngine</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">graph</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic">// Add social network data</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain">graph</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">addNode</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> id</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'alice'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> label</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Person'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> properties</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> name</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Alice'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> age</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">30</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain">graph</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">addNode</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> id</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'bob'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> label</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Person'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> properties</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> name</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Bob'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> age</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">25</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain">graph</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">addNode</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> id</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'charlie'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> label</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Person'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> properties</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> name</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Charlie'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> age</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">35</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain">graph</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">addEdge</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'alice'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> to</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'bob'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> label</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'KNOWS'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> properties</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> since</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">2020</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain">graph</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">addEdge</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'bob'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> to</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'charlie'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> label</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'KNOWS'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> properties</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> since</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">2019</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic">// Query with Cypher</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">const</span><span class="token plain"> friends </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> cypher</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">execute</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'MATCH (p:Person)-[:KNOWS]-&gt;(friend:Person) RETURN p.name as name, friend.name as friend'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"></span><br></div><div class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic">// Returns: [{"name":"Alice","friend":"Bob"},{"name":"Bob","friend":"Charlie"}]</span><br></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="whats-next">What's Next?<a href="https://satya-jugran.github.io/grafio/blog/welcome-grafio#whats-next" class="hash-link" aria-label="Direct link to What's Next?" title="Direct link to What's Next?" translate="no">​</a></h2>
<ul>
<li class="">Redis and MongoDB storage providers</li>
<li class="">Advanced query optimization</li>
<li class="">Graph visualization tools</li>
<li class="">Community contributions welcome!</li>
</ul>
<p>Check out the <a class="" href="https://satya-jugran.github.io/grafio/docs/getting-started/installation">documentation</a> to get started.</p>
<p>Welcome to Grafio!</p>]]></content>
        <author>
            <name>Satya Jugran</name>
        </author>
        <category label="announcement" term="announcement"/>
        <category label="release" term="release"/>
        <category label="grafio" term="grafio"/>
    </entry>
    <entry>
        <title type="html"><![CDATA[Grafio In-Memory Provider Performance]]></title>
        <id>https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks</id>
        <link href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks"/>
        <updated>2026-05-18T00:00:00.000Z</updated>
        <summary type="html"><![CDATA[We're excited to share comprehensive benchmark results for Grafio's in-memory storage provider. These numbers represent real-world performance on production-grade hardware, demonstrating the capabilities of our high-performance graph database.]]></summary>
        <content type="html"><![CDATA[<p>We're excited to share comprehensive benchmark results for Grafio's in-memory storage provider. These numbers represent real-world performance on production-grade hardware, demonstrating the capabilities of our high-performance graph database.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="test-environment">Test Environment<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#test-environment" class="hash-link" aria-label="Direct link to Test Environment" title="Direct link to Test Environment" translate="no">​</a></h2>
<p>Our benchmarks were conducted on a modern high-performance workstation:</p>
<table><thead><tr><th>Component</th><th>Details</th></tr></thead><tbody><tr><td><strong>CPU</strong></td><td>Intel Core Ultra 9 185H (16C/22T) @ 2.3 GHz</td></tr><tr><td><strong>RAM</strong></td><td>32 GB DDR5</td></tr><tr><td><strong>Storage</strong></td><td>High-speed NVMe SSD</td></tr><tr><td><strong>Node.js</strong></td><td>v24.x with <code>--expose-gc</code> flag</td></tr></tbody></table>
<p>We tested across three scales to understand Grafio's performance characteristics:</p>
<ul>
<li class=""><strong>Small</strong>: 10,000 nodes / 30,020 edges</li>
<li class=""><strong>Medium</strong>: 50,000 nodes / 150,014 edges</li>
<li class=""><strong>Large</strong>: 100,000 nodes / 300,142 edges</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="write-performance">Write Performance<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#write-performance" class="hash-link" aria-label="Direct link to Write Performance" title="Direct link to Write Performance" translate="no">​</a></h2>
<p>Grafio's in-memory provider delivers exceptional write throughput:</p>
<table><thead><tr><th>Operation</th><th>10K Scale</th><th>50K Scale</th><th>100K Scale</th></tr></thead><tbody><tr><td>Graph Construction</td><td>1.1K ops/sec</td><td>628 ops/sec</td><td>1.7K ops/sec</td></tr><tr><td>addNode (single)</td><td><strong>137K ops/sec</strong></td><td><strong>122K ops/sec</strong></td><td><strong>141K ops/sec</strong></td></tr><tr><td>addEdge (single)</td><td><strong>147K ops/sec</strong></td><td><strong>154K ops/sec</strong></td><td><strong>186K ops/sec</strong></td></tr></tbody></table>
<p>Single node and edge operations achieve <strong>140,000+ operations per second</strong>, making Grafio ideal for high-throughput data ingestion workloads.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="read-performance">Read Performance<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#read-performance" class="hash-link" aria-label="Direct link to Read Performance" title="Direct link to Read Performance" translate="no">​</a></h2>
<p>Grafio provides sub-millisecond response times for ID-based lookups:</p>
<table><thead><tr><th>Operation</th><th>10K Scale</th><th>50K Scale</th><th>100K Scale</th></tr></thead><tbody><tr><td>Get Node by ID (parameterised)</td><td>35.2K ops/sec</td><td>34.5K ops/sec</td><td>32.5K ops/sec</td></tr><tr><td>Get nodes by id</td><td>26.5K ops/sec</td><td>28.4K ops/sec</td><td>22.8K ops/sec</td></tr><tr><td>Get all Nodes</td><td>26.3K ops/sec</td><td>38.7K ops/sec</td><td>22.5K ops/sec</td></tr></tbody></table>
<p>Type and property-based queries scale linearly:</p>
<table><thead><tr><th>Operation</th><th>10K Scale</th><th>50K Scale</th><th>100K Scale</th></tr></thead><tbody><tr><td>Get nodes by type</td><td>4.09 ms</td><td>19.88 ms</td><td>40.57 ms</td></tr><tr><td>Get nodes by property</td><td>18.87 ms</td><td>94.09 ms</td><td>318.86 ms</td></tr></tbody></table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="navigation-performance">Navigation Performance<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#navigation-performance" class="hash-link" aria-label="Direct link to Navigation Performance" title="Direct link to Navigation Performance" translate="no">​</a></h2>
<p>Edge navigation operations maintain consistent throughput across all scales:</p>
<table><thead><tr><th>Operation</th><th>10K Scale</th><th>50K Scale</th><th>100K Scale</th></tr></thead><tbody><tr><td>Get Edges from node</td><td>13.5K ops/sec</td><td>12.9K ops/sec</td><td>9.3K ops/sec</td></tr><tr><td>Get Edges to node</td><td>16.2K ops/sec</td><td>8.7K ops/sec</td><td>9.1K ops/sec</td></tr><tr><td>Get edges between nodes</td><td>10.6K ops/sec</td><td>9.9K ops/sec</td><td>8.3K ops/sec</td></tr></tbody></table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="traversal-performance">Traversal Performance<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#traversal-performance" class="hash-link" aria-label="Direct link to Traversal Performance" title="Direct link to Traversal Performance" translate="no">​</a></h2>
<p>Grafio's traversal engine excels at path finding with type filters:</p>
<table><thead><tr><th>Operation</th><th>10K Scale</th><th>50K Scale</th><th>100K Scale</th></tr></thead><tbody><tr><td>Var-length traversal (1..5)</td><td>3.02 ms</td><td>2.90 ms</td><td>9.79 ms</td></tr><tr><td>Traversal with types</td><td>0.086 ms</td><td>0.109 ms</td><td>1.02 ms</td></tr><tr><td>Traversal wildcard with types</td><td>0.313 ms</td><td>0.246 ms</td><td>0.433 ms</td></tr></tbody></table>
<p>Typed traversals achieve <strong>sub-millisecond</strong> performance, enabling real-time graph analytics.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="aggregation-performance">Aggregation Performance<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#aggregation-performance" class="hash-link" aria-label="Direct link to Aggregation Performance" title="Direct link to Aggregation Performance" translate="no">​</a></h2>
<p>Complex graph aggregations are handled efficiently:</p>
<table><thead><tr><th>Operation</th><th>10K Scale</th><th>50K Scale</th><th>100K Scale</th></tr></thead><tbody><tr><td>Aggregate by type</td><td>0.950 ms</td><td>2.04 ms</td><td>8.40 ms</td></tr><tr><td>Aggregate across joined nodes</td><td>7.43 ms</td><td>32.56 ms</td><td>119.21 ms</td></tr></tbody></table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="memory-efficiency">Memory Efficiency<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#memory-efficiency" class="hash-link" aria-label="Direct link to Memory Efficiency" title="Direct link to Memory Efficiency" translate="no">​</a></h2>
<p>Grafio maintains a small memory footprint while handling large graphs:</p>
<table><thead><tr><th>Scale</th><th>Heap Footprint</th><th>RSS</th></tr></thead><tbody><tr><td>10K nodes</td><td>19.9 MB</td><td>329.4 MB</td></tr><tr><td>50K nodes</td><td>95.1 MB</td><td>564.4 MB</td></tr><tr><td>100K nodes</td><td>190.0 MB</td><td>1.1 GB</td></tr></tbody></table>
<p>The memory-to-node ratio is approximately <strong>2 bytes per node</strong>, demonstrating excellent efficiency for in-memory graph storage.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="performance-visualization">Performance Visualization<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#performance-visualization" class="hash-link" aria-label="Direct link to Performance Visualization" title="Direct link to Performance Visualization" translate="no">​</a></h2>
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<div style="display:flex;flex-direction:column;gap:60px"><div style="width:100%;max-width:1200px;margin:0 auto"><h3>Write Operations Performance</h3><canvas role="img" height="150" width="300"></canvas></div><div style="width:100%;max-width:1200px;margin:0 auto"><h3>Read Operations Performance</h3><canvas role="img" height="150" width="300"></canvas></div><div style="width:100%;max-width:1200px;margin:0 auto"><h3>Navigation Operations Performance</h3><canvas role="img" height="150" width="300"></canvas></div><div style="width:100%;max-width:1200px;margin:0 auto"><h3>Traversal Operations Performance</h3><canvas role="img" height="150" width="300"></canvas></div><div style="width:100%;max-width:1200px;margin:0 auto"><h3>Aggregation Operations Performance</h3><canvas role="img" height="150" width="300"></canvas></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="key-takeaways">Key Takeaways<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#key-takeaways" class="hash-link" aria-label="Direct link to Key Takeaways" title="Direct link to Key Takeaways" translate="no">​</a></h2>
<ol>
<li class=""><strong>Write Throughput</strong>: 140,000+ ops/sec for single node/edge operations</li>
<li class=""><strong>ID-Based Reads</strong>: Sub-millisecond response times, 30,000+ ops/sec</li>
<li class=""><strong>Typed Traversals</strong>: Sub-millisecond performance enables real-time analytics</li>
<li class=""><strong>Memory Efficiency</strong>: ~190MB for 100K nodes with edges (~2 bytes/node)</li>
<li class=""><strong>Linear Scaling</strong>: Performance degrades gracefully as dataset grows</li>
</ol>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="production-recommendations">Production Recommendations<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#production-recommendations" class="hash-link" aria-label="Direct link to Production Recommendations" title="Direct link to Production Recommendations" translate="no">​</a></h2>
<p>For optimal performance in production environments:</p>
<ul>
<li class="">Use ID-based lookups for latency-critical paths</li>
<li class="">Leverage typed traversals for graph pattern matching</li>
<li class="">Consider indexed storage providers (Redis) for property-heavy workloads</li>
<li class="">Batch writes when importing large datasets</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="next-steps">Next Steps<a href="https://satya-jugran.github.io/grafio/blog/grafio-in-memory-performance-benchmarks#next-steps" class="hash-link" aria-label="Direct link to Next Steps" title="Direct link to Next Steps" translate="no">​</a></h2>
<p>Want to run these benchmarks on your own hardware? Check out our <a class="" href="https://satya-jugran.github.io/grafio/docs/examples/performance">performance testing guide</a> to replicate these results and test against your specific use case.</p>
<p>Grafio's in-memory provider delivers the performance characteristics needed for real-time graph applications, from social network analysis to fraud detection systems.</p>]]></content>
        <author>
            <name>Satya Jugran</name>
        </author>
        <category label="performance" term="performance"/>
        <category label="benchmarks" term="benchmarks"/>
        <category label="in-memory" term="in-memory"/>
        <category label="graphs" term="graphs"/>
    </entry>
</feed>