# Develop with Redis

```json metadata
{
  "schema_version": 2,
  "title": "Develop with Redis",
  "description": "Learn how to develop with Redis",
  "categories": null,
  "tableOfContents": {"sections":[]}

,
  "codeExamples": []
}
```




Get a Redis server running in minutes with a free trial of
[Redis Cloud](https://redis.io/docs/latest/operate/rc), or install
[Redis Open Source](https://redis.io/docs/latest/operate/oss_and_stack) locally
on your machine. Check out the <a href="https://hub.docker.com/_/redis">Redis Docker Hub</a> for the latest release. Then, explore Redis with your favorite
[programming language](https://redis.io/docs/latest/develop/clients)
or analyze and manage your database with our
[UI tools](https://redis.io/docs/latest/develop/tools):

<div class="grid grid-cols-1 md:grid-cols-3 gap-6 my-8">
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/redis-py"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Python</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/redis-py">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/redis-py/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/redis-py/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/dotnet"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>C#/.NET</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/dotnet">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/dotnet/nredisstack/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/dotnet/nredisstack/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/nodejs"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Node.js</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/nodejs">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/nodejs/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/nodejs/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/jedis"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Java (Jedis)</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/jedis">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/jedis/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/jedis/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/lettuce"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Java (Lettuce)</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/lettuce">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/lettuce/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/lettuce/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/go"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Go</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/go">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/go/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/go/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/php"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>PHP</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/php">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/php/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/php/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/ioredis"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>JavaScript (ioredis)</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/ioredis">Get started</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/rust"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Rust</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/rust">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/rust/json">Document search</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/hiredis"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>C</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/hiredis">Get started</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/clients/ruby"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Ruby</span>
      </div>
      <p class="text-sm px-6 pt-2 my-0 text-redis-pen-600 font-geist">Examples:</p>
      <ul class="text-sm px-6 pt-1 pb-3 my-0 text-redis-pen-600 font-geist space-y-1 [&>li]:my-0">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/ruby">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/ruby/queryjson">Document search</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/clients/ruby/vecsearch">Vector search</a></li>
      </ul>
    </div>
  </div>
</div>

<div class="flex flex-col gap-4 my-6">
  <div class="relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/tools/insight"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Redis Insight</span>
      </div>
      <p class="text-sm px-6 pt-3 my-0 text-redis-pen-600 font-geist">Visual client tool for creating, managing, and analyzing Redis databases.</p>
      <ol class="flex flex-wrap items-center gap-x-2 gap-y-2 list-none m-0 px-6 py-4 text-sm text-redis-pen-600 font-geist">
        <li class="flex items-center gap-2 my-0 pl-0"><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/downloads/#insight">Download</a><span aria-hidden="true">→</span></li>
        <li class="flex items-center gap-2 my-0 pl-0"><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/tools/insight">Use</a></li>
      </ol>
    </div>
  </div>
  <div class="relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/tools/redis-for-vscode"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Redis for VS Code</span>
      </div>
      <p class="text-sm px-6 pt-3 my-0 text-redis-pen-600 font-geist">VS Code extension for creating, managing, and analyzing Redis databases.</p>
      <ol class="flex flex-wrap items-center gap-x-2 gap-y-2 list-none m-0 px-6 py-4 text-sm text-redis-pen-600 font-geist">
        <li class="flex items-center gap-2 my-0 pl-0"><a class="pointer-events-auto no-underline hover:underline" href="https://marketplace.visualstudio.com/items?itemName=Redis.redis-for-vscode">Install</a><span aria-hidden="true">→</span></li>
        <li class="flex items-center gap-2 my-0 pl-0"><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/tools/redis-for-vscode">Use</a></li>
      </ol>
    </div>
  </div>
</div>

<div class="grid grid-cols-1 md:grid-cols-3 gap-6 my-8">
  <div class="flex flex-col gap-2 h-full min-h-40 relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/get-started"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Quick start</span>
      </div>
      <ul class="text-sm px-6 pt-2 pb-4 text-redis-pen-600 font-geist space-y-1">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/get-started/search-tutorial/vector-search">Vector database</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/get-started/search-tutorial">Document store</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/get-started/data-store">Data structure store</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/get-started/rag">RAG with Redis</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/get-started/redis-in-ai">GenAI</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full min-h-40 relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/data-types"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Data types</span>
      </div>
      <ul class="text-sm px-6 pt-2 pb-4 text-redis-pen-600 font-geist space-y-1">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/data-types/strings">String</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/data-types/json">JSON</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/data-types/hashes">Hash</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/data-types/vector-sets">Vector set</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/data-types/probabilistic">Probabilistic types</a></li>
      </ul>
    </div>
  </div>
  <div class="flex flex-col gap-2 h-full min-h-40 relative transition text-redis-ink-900 hover:text-red-900 focus-within:text-red-900 bg-white hover:bg-red-50/50 focus-within:bg-red-50/50 border border-redis-pen-800 focus-within:ring-red-200 focus-within:ring-[3px] focus-within:outline-none bg-clip-padding rounded-md group">
    <a class="absolute inset-0 z-0 outline-0" href="https://redis.io/docs/latest/develop/ai/search-and-query"><span class="sr-only">Read more</span></a>
    <div class="relative z-10 pointer-events-none">
      <div class="flex flex-row items-center gap-2 uppercase font-mono text-xs border-b border-redis-pen-800 px-6 py-2">
        
        <span>Redis Search</span>
      </div>
      <ul class="text-sm px-6 pt-2 pb-4 text-redis-pen-600 font-geist space-y-1">
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/ai/search-and-query">Get started</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/ai/search-and-query/indexing/field-and-type-options">Schema field types</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/ai/search-and-query/indexing">Indexing</a></li>
        <li><a class="pointer-events-auto no-underline hover:underline" href="https://redis.io/docs/latest/develop/ai/search-and-query/query">Querying</a></li>
      </ul>
    </div>
  </div>
</div>