Redis - The Real-time Data Platform

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target="" class=" linkbox cta-only-txt-white ">Learn more</a><a href="/docs/latest/operate/rs/" target="" class=" linkbox cta-only-txt-white ">View docs</a> </div> </div> </div> <div class="two-row-button justify-center"> <a href="/demo-center/" target="" class=" cta-primary shuffle ">Visit demo center</a></div> </div> </div> </section> </div></div> <div class="wp-block-group bgmidnight alignfull seperator-line"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <hr class="wp-block-separator has-text-color has-alpha-channel-opacity has-background is-style-wide" style="background-color:#5c707a;color:#5c707a"> </div></div> <section id="faq-block_0551d95c11e5b4824d49a21587793e41" class=" wp-block-group alignfull bgmidnight space-108"> <div class="wrapper"> <div class="wp-block-accordion accordion-with-code"> <h2 class="accordion-title text-center">Spend more time building</h2> <div class="accordion-listing"> <div class="accordion-container"> <div class="accordion-row cl-yellow single_item" data-tabsstatus="single_item"> <h3 class="accordion-title active"> Cache <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content show"> <div class="acc-con-space"> <div class="info-content"> <p>Build better experiences that grow with you—with accessible, enterprise-grade caching built by the devs who brought you open source Redis.</p> </div> <div class="code-listing-row"> <div class="listing-data"> <div class="item-row-data codesnippt single_item"> <pre><code class="hljs">res11 = r.json().set("newbike", "$", ["Deimos", {"crashes": 0}, None])<br> print(res11) # >>> True<br> <br> res12 = r.json().get("newbike", "$")<br> print(res12) # >>> ['["Deimos", { "crashes": 0 }, null]']<br> <br> res13 = r.json().get("newbike", "$[1].crashes")<br> print(res13) # >>> ['0']<br> <br> res14 = r.json().delete("newbike", "$.[-1]")<br> print(res14) # >>> [1]<br> <br> res15 = r.json().get("newbike", "$")<br> print(res15) # >>> [['Deimos', {'crashes': 0}]]</code></pre> <button class="copy-btn"> <span class="copyIcon"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/src/images/copy-icon.svg?format=pjpg&auto=webp&quality=1&width=36" alt="Copy Icon" width="36" height="36" loading="lazy"> </span> <span class="copyText d-none"> Copied!</span> <span class="copyIconTick d-none"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/src/images/copy-tick-icon.svg?format=pjpg&auto=webp&quality=1&width=17" alt="Tick Icon" width="17" height="12" loading="lazy"> </span> </button></div> </div> </div> </div> <div class="row-btn"> <a href="/solutions/caching/" target="" class=" cta-primary shuffle ">Learn more</a> </div> </div> </div> <div class="accordion-row cl-violet single_item" data-tabsstatus="single_item"> <h3 class="accordion-title "> Vector <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content "> <div class="acc-con-space"> <div class="info-content"> <p>The best results are the results you were searching for. Make your AI app smarter and faster with streamlined document search, recommendation systems, semantic caching, and Retrieval Augmented Generation (RAG).</p> </div> <div class="code-listing-row"> <div class="listing-data"> <div class="item-row-data codesnippt single_item"> <pre><code class="hljs"># Create a vector index using the HNSW algorithm, 768 dimension length, and inner product distance metric<br> > FT.CREATE idx-videos ON HASH PREFIX 1 video: SCHEMA content_vector VECTOR HNSW 6 TYPE FLOAT32 DIM 768 DISTANCE_METRIC IP content TEXT metadata TEXT<br> <br> # Add a video vector with metadata<br> > HSET video:0 content_vector "\xa4q\t=\xc1\xdes\xbdZ$<\xbd\xd5\xc1\x99<b\xf0\xf2<x[...\xf8<" content "SUMMARY:\nThe video discusses the limitations of MySQL at scale and introduces Redis Enterprise" metadata "{\"id\":\"FQzlq91g7mg\",\"link\":\"https://www.youtube.com/watch?v=FQzlq91g7mg\",\"title\":\"Redis + MySQL in 60 Seconds\"}"<br> (integer) 3<br> <br> # Search for videos using a similar vector and the K-nearest neighbors algorithm<br> > FT.SEARCH idx-videos "* => [KNN 3 @content_vector $vector AS vector_score]" RETURN 3 metadata content vector_score SORTBY vector_score LIMIT 0 3 PARAMS 2 vector "\b[\xb7;\x81\x12\x9c\xbc\xc6!...\xfe<" DIALECT 2</code></pre> <button class="copy-btn"> <span class="copyIcon"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/src/images/copy-icon.svg?format=pjpg&auto=webp&quality=1&width=36" alt="Copy Icon" width="36" height="36" loading="lazy"> </span> <span class="copyText d-none"> Copied!</span> <span class="copyIconTick d-none"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/src/images/copy-tick-icon.svg?format=pjpg&auto=webp&quality=1&width=17" alt="Tick Icon" width="17" height="12" loading="lazy"> </span> </button></div> </div> </div> </div> <div class="row-btn"> <a href="/solutions/vector-search/" target="" class=" cta-primary shuffle ">Learn more</a> </div> </div> </div> <div class="accordion-row cl-violet multiple_item" data-tabsstatus="multiple_item"> <h3 class="accordion-title "> Database <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content "> <div class="acc-con-space"> <div class="info-content"> <p>Use Redis as your NoSQL database to build fast, reliable apps that make five-9s uptime look easy.</p> </div> <div class="s-wrapper item-row-data multiple_item Database"> <div class="tabsection code-language"> <div class="tabdingdata code-listing-row"> <div class="listing-head"> <ul class="tabs"><li class="tab-link current" data-tab="tab-1"><span>javascript</span></li><li class="tab-link " data-tab="tab-2"><span>react</span></li><li class="tab-link " data-tab="tab-3"><span>python</span></li><li class="tab-link " data-tab="tab-4"><span>linux</span></li><li class="tab-link " data-tab="tab-5"><span>.NET</span></li><li class="tab-link " data-tab="tab-6"><span>C++</span></li> </ul> </div>  <div class="tab-content current tab-1"> <div class="listing-data"> <div class="item-row-data codesnippt 112"> <pre><code class="hljs language-javascript"># Create an index. In this example, all JSON documents with the key prefix 'user:' will be indexed.<br> rs = r.ft("idx:users")<br> rs.create_index(<br> schema,<br> definition=IndexDefinition(<br> prefix=["user:"], index_type=IndexType.JSON<br> )<br> )<br> <br> # Use JSON.SET to set each user value at the specified path.<br> r.json().set("user:1", Path.root_path(), user1)<br> r.json().set("user:2", Path.root_path(), user2)<br> r.json().set("user:3", Path.root_path(), user3)<br> <br> # Find the user Paul and filter the results by age.<br> res = rs.search(<br> Query("Paul @age:[30 40]")<br> )<br> <br> # Result:<br> # {1 total, docs: [Document {'id': 'user:3', 'payload': None, 'json': '{"name":"Paul Zamir","email":"<a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="f68697839ad88c979b9f84b6938e979b869a93d895999b">[email protected]</a>","age":35,"city":"Tel Aviv"}'}]}<br> <br> # b'OK'<br> </code></pre> </div> </div> </div> <div class="tab-content tab-2"> <div class="listing-data"> <div class="item-row-data codesnippt 112"> <pre><code class="hljs language-javascript"># Create an index. In this example, all JSON documents with the key prefix 'user:' will be indexed.<br> rs = r.ft("idx:users")<br> rs.create_index(<br> schema,<br> definition=IndexDefinition(<br> prefix=["user:"], index_type=IndexType.JSON<br> )<br> )<br> <br> # Use JSON.SET to set each user value at the specified path.<br> r.json().set("user:1", Path.root_path(), user1)<br> r.json().set("user:2", Path.root_path(), user2)<br> r.json().set("user:3", Path.root_path(), user3)<br> <br> # Find the user Paul and filter the results by age.<br> res = rs.search(<br> Query("Paul @age:[30 40]")<br> )<br> <br> # Result:<br> # {1 total, docs: [Document {'id': 'user:3', 'payload': None, 'json': '{"name":"Paul Zamir","email":"<a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="760617031a580c171b1f0436130e171b061a135815191b">[email protected]</a>","age":35,"city":"Tel Aviv"}'}]}<br> <br> # b'OK'<br> </code></pre> </div> </div> </div> <div class="tab-content tab-3"> <div class="listing-data"> <div class="item-row-data codesnippt 112"> <pre><code class="hljs language-python"># Create an index. In this example, all JSON documents with the key prefix 'user:' will be indexed.<br> rs = r.ft("idx:users")<br> rs.create_index(<br> schema,<br> definition=IndexDefinition(<br> prefix=["user:"], index_type=IndexType.JSON<br> )<br> )<br> <br> # Use JSON.SET to set each user value at the specified path.<br> r.json().set("user:1", Path.root_path(), user1)<br> r.json().set("user:2", Path.root_path(), user2)<br> r.json().set("user:3", Path.root_path(), user3)<br> <br> # Find the user Paul and filter the results by age.<br> res = rs.search(<br> Query("Paul @age:[30 40]")<br> )<br> <br> # Result:<br> # {1 total, docs: [Document {'id': 'user:3', 'payload': None, 'json': '{"name":"Paul Zamir","email":"<a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="562637233a782c373b3f2416332e373b263a337835393b">[email protected]</a>","age":35,"city":"Tel Aviv"}'}]}<br> <br> # b'OK'<br> </code></pre> </div> </div> </div> <div class="tab-content tab-4"> <div class="listing-data"> <div class="item-row-data codesnippt 112"> <pre><code class="hljs language-linux">set dummy $ac_prog; <br> ac_word=$2<br> set dummy $ac_tool_prefix; <br> ac_word=$2</code></pre> </div> </div> </div> <div class="tab-content tab-5"> <div class="listing-data"> <div class="item-row-data codesnippt 112"> <pre><code class="hljs language-dotnet">public enum Gender<br> {<br> Male,<br> Female<br> }<br> <br> //Set the randomizer seed if you wish to generate repeatable data sets.<br> Randomizer.Seed = new Random(8675309);<br> <br> var fruit = new[] { "apple", "banana", "orange", "strawberry", "kiwi" };<br> <br> var orderIds = 0;<br> var testOrders = new Faker<order>()<br> //Ensure all properties have rules. By default, StrictMode is false<br> //Set a global policy by using Faker.DefaultStrictMode<br> .StrictMode(true)<br> //OrderId is deterministic<br> .RuleFor(o => o.OrderId, f => orderIds++)<br> //Pick some fruit from a basket<br> .RuleFor(o => o.Item, f => f.PickRandom(fruit))<br> //A random quantity from 1 to 10<br> .RuleFor(o => o.Quantity, f => f.Random.Number(1, 10))<br> //A nullable int? with 80% probability of being null.<br> //The .OrNull extension is in the Bogus.Extensions namespace.<br> .RuleFor(o => o.LotNumber, f => f.Random.Int(0, 100).OrNull(f, .8f));<br> <br> <br> var userIds = 0;<br> var testUsers = new Faker<user>()<br> //Optional: Call for objects that have complex initialization<br> .CustomInstantiator(f => new User(userIds++, f.Random.Replace("###-##-####")))<br> <br> //Use an enum outside scope.<br> .RuleFor(u => u.Gender, f => f.PickRandom<gender>())<br> <br> //Basic rules using built-in generators<br> .RuleFor(u => u.FirstName, (f, u) => f.Name.FirstName(u.Gender))<br> .RuleFor(u => u.LastName, (f, u) => f.Name.LastName(u.Gender))<br> .RuleFor(u => u.Avatar, f => f.Internet.Avatar())<br> .RuleFor(u => u.UserName, (f, u) => f.Internet.UserName(u.FirstName, u.LastName))<br> .RuleFor(u => u.Email, (f, u) => f.Internet.Email(u.FirstName, u.LastName))<br> .RuleFor(u => u.SomethingUnique, f => $"Value {f.UniqueIndex}")<br> <br> //Use a method outside scope.<br> .RuleFor(u => u.CartId, f => Guid.NewGuid())<br> //Compound property with context, use the first/last name properties<br> .RuleFor(u => u.FullName, (f, u) => u.FirstName + " " + u.LastName)<br> //And composability of a complex collection.<br> .RuleFor(u => u.Orders, f => testOrders.Generate(3).ToList())<br> //Optional: After all rules are applied finish with the following action<br> .FinishWith((f, u) =><br> {<br> Console.WriteLine("User Created! Id={0}", u.Id);<br> });<br> <br> var user = testUsers.Generate();<br> Console.WriteLine(user.DumpAsJson());</gender></user></order></code></pre> </div> </div> </div> <div class="tab-content tab-6"> <div class="listing-data"> <div class="item-row-data codesnippt 112"> <pre><code class="hljs language-cpp">std::function<void><br> f {[&f](int i){<br> // do something<br> }},<br> dummy((f(3), nullptr));</void></code></pre> </div> </div> </div><button class="copy-btn"> <span class="copyIcon"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/src/images/copy-icon.svg?format=pjpg&auto=webp&quality=1&width=36" alt="Copy Icon" width="36" height="36" loading="lazy"> </span> <span class="copyText d-none"> Copied!</span> <span class="copyIconTick d-none"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/src/images/copy-tick-icon.svg?format=pjpg&auto=webp&quality=1&width=17" alt="Tick Icon" width="17" height="12" loading="lazy"> </span> </button> </div> 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class="wp-block-group bgmidnight alignfull"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <section id="customer-stories-block_b26970c8401cb5a14c8c61997b5b24b1" class=" wp-block-group alignfull bgmidnight space-108"> <div class="wrapper"> <div class="customer-stories bgmidnight"> <h2 class="text-center md-text-left">And they tell good stories</h2> <div class="story-cards gridslider"> <div class="card"> <a href="/customers/flowdesk/" class="anchor-block"></a> <h4 class="card-ttl">Customer stories </h4> <div class="card-img"> <img decoding="async" width="854" height="536" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Image05_Flowdesk.png?format=pjpg&auto=webp&quality=1&width=854" class="attachment-large size-large" alt="" sizes="auto, (max-width: 854px) 100vw, 854px" loading="lazy"> <h4 class="card-tag">Finance</h4> </div> <div class="card-content"> <div class="card-logo"><img decoding="async" class="thumb-logo" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Logo05_Flowdesk.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" loading="lazy"></div> <div class="detail"> <p>Flowdesk implements Redis for real-time analytics, achieving 10x faster query performance and 50% reduction in infrastructure costs.</p> </div> <a href="/customers/flowdesk/" target="" class=" cta-txt-white arrow-btn ">Learn more</a> </div> </div> <div class="card"> <a href="/customers/docugami/" class="anchor-block"></a> <h4 class="card-ttl">Customer stories </h4> <div class="card-img"> <img decoding="async" width="854" height="536" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Image01_Docugami.png?format=pjpg&auto=webp&quality=1&width=854" class="attachment-large size-large" alt="" sizes="auto, (max-width: 854px) 100vw, 854px" loading="lazy"> <h4 class="card-tag">SOFTWARE</h4> </div> <div class="card-content"> <div class="card-logo"><img decoding="async" class="thumb-logo" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Logo01_Docugami.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" loading="lazy"></div> <div class="detail"> <p><span style="font-weight: 400;">Docugami uses Redis to easily store, search, and update vector embeddings at scale.</span></p> </div> <a href="/customers/docugami/" target="" class=" cta-txt-white arrow-btn ">Learn more</a> </div> </div> <div class="card"> <a href="/customers/ekata/" class="anchor-block"></a> <h4 class="card-ttl">Customer stories </h4> <div class="card-img"> <img decoding="async" width="854" height="536" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Image02_Ekata.png?format=pjpg&auto=webp&quality=1&width=854" class="attachment-large size-large" alt="" sizes="auto, (max-width: 854px) 100vw, 854px" loading="lazy"> <h4 class="card-tag">Security</h4> </div> <div class="card-content"> <div class="card-logo"><img decoding="async" class="thumb-logo" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Logo02_Ekata.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" loading="lazy"></div> <div class="detail"> <p>Ekata uses Auto Tiering, which requires 70% less of the expensive DRAM storage they needed before Redis.</p> </div> <a href="/customers/ekata/" target="" class=" cta-txt-white arrow-btn ">Learn more</a> </div> </div> <div class="card"> <a href="/customers/niantic/" class="anchor-block"></a> <h4 class="card-ttl">Customer stories </h4> <div class="card-img"> <img decoding="async" width="854" height="536" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Image03_Niantic.png?format=pjpg&auto=webp&quality=1&width=854" class="attachment-large size-large" alt="" sizes="auto, (max-width: 854px) 100vw, 854px" loading="lazy"> <h4 class="card-tag">Mobile gaming</h4> </div> <div class="card-content"> <div class="card-logo"><img decoding="async" class="thumb-logo" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Logo03_Niantic.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" loading="lazy"></div> <div class="detail"> <p>Redis allows Niantic to use less overhead to balance their server load and offer great player experiences.</p> </div> <a href="/customers/niantic/" target="" class=" cta-txt-white arrow-btn ">Learn more</a> </div> </div> <div class="card"> <a href="/customers/ulta-beauty/" class="anchor-block"></a> <h4 class="card-ttl">Customer stories </h4> <div class="card-img"> <img decoding="async" width="854" height="536" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Image06_Ulta.png?format=pjpg&auto=webp&quality=1&width=854" class="attachment-large size-large" alt="" sizes="auto, (max-width: 854px) 100vw, 854px" loading="lazy"> <h4 class="card-tag">Retail</h4> </div> <div class="card-content"> <div class="card-logo"><img decoding="async" class="thumb-logo" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Logo05_Ulta.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" loading="lazy"></div> <div class="detail"> <p>Ulta implements Redis to enhance customer experience, achieving 50% reduction in response time and scaling to handle more than 300,000 transactions per second.</p> </div> <a href="/customers/ulta-beauty/" target="" class=" cta-txt-white arrow-btn ">Learn more</a> </div> </div> <div class="card"> <a href="/customers/ifood/" class="anchor-block"></a> <h4 class="card-ttl">Customer stories </h4> <div class="card-img"> <img decoding="async" width="854" height="536" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Image04_iFood.png?format=pjpg&auto=webp&quality=1&width=854" class="attachment-large size-large" alt="" sizes="auto, (max-width: 854px) 100vw, 854px" loading="lazy"> <h4 class="card-tag">Hospitality</h4> </div> <div class="card-content"> <div class="card-logo"><img decoding="async" class="thumb-logo" src="https://redis.io/wp-content/uploads/2024/04/Desktop_Home_M7_Logo04_iFood.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" loading="lazy"></div> <div class="detail"> <p>iFood boosts performance and scalability with Redis, achieving a 50% reduction in latency and a 3x increase in throughput for its food delivery platform.</p> </div> <a href="/customers/ifood/" target="" class=" cta-txt-white arrow-btn ">Learn more</a> </div> </div> </div> <div class="two-row-button justify-center"> <a href="/customers/" target="" class=" cta-primary shuffle ">See all customer stories</a> </div> </div> </div> </section> </div></div> <div class="wp-block-group bgmidnight alignfull seperator-line"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <hr class="wp-block-separator has-text-color has-alpha-channel-opacity has-background is-style-wide" style="background-color:#5c707a;color:#5c707a"> </div></div> <div 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