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stroke-width="0.5"></path></g><defs><clipPath id="clip0_1804_386"><rect width="16" height="16" fill="white" transform="translate(0 0.5)"></rect></clipPath></defs></svg><svg xmlns="http://www.w3.org/2000/svg" width="14" height="14" viewBox="0 0 14 14" fill="none" class="transition-all"><g clip-path="url(#clip0_3441_107)"><path d="M1.85228 5.0569L7 10.2046L12.1477 5.0569" stroke="#667176" stroke-width="1.3" stroke-linecap="round" stroke-linejoin="round"></path></g><defs><clipPath id="clip0_3441_107"><rect width="14" height="14" fill="white" transform="matrix(1 0 0 -1 0 14)"></rect></clipPath></defs></svg></button><select aria-hidden="true" tabindex="-1" style="position:absolute;border:0;width:1px;height:1px;padding:0;margin:-1px;overflow:hidden;clip:rect(0, 0, 0, 0);white-space:nowrap;word-wrap:normal"></select></div><button class="mobileHeader_menuIconBtn__TPfKx"><svg width="24" height="24" viewBox="0 0 24 24"><rect x="2" y="5" width="20" height="2" fill="black"></rect><rect x="2" y="11" width="20" height="2" fill="black"></rect><rect x="2" y="17" width="20" height="2" fill="black"></rect></svg></button></div></div></div></header><main class="home_homepageContainer__AlQcZ"><section class="pt-[98px] pb-[100px] max-phone:pt-[48px] relative bg-white transition-bg bg-no-repeat bg-cover bg-center flex items-center index_headerSectionContainer__8ozmg"><div class="responsive_homeContainer__9_COi"><div class="flex items-center gap-[8px] justify-center mb-[12px]"><p class="px-[8px] py-[2px] box-border border-[1px] rounded-[8px] border-[rgba(0,179,255,0.30)] border-solid bg-[#00B3FF]/[0.15] text-[12px] font-mono font-[500] leading-[18px]">News</p><a class="text-black2 text-[12px] leading-[18px] hover:underline font-mono" href="https://milvus.io/blog/introduce-deepsearcher-a-local-open-source-deep-research.md">Introducing DeepSearcher: A Local Open Source Deep Research</a></div><h1 class="w-full opacity-90 text-center text-slate-950 text-[72px] font-[700] leading-[80px] max-tablet:max-w-[600px] max-tablet:text-[60px] max-tablet:leading-[68px] max-phone:text-[52px] max-phone:leading-[60px] mt-[0px] mb-[12px] mx-auto">The High-Performance<br/> <span class="text-blue1">Vector Database</span> Built for Scale</h1><p class="w-full max-w-[900px] text-black2 text-[18px] max-tablet:text-[16px] leading-[26px] max-tablet:leading-[22px] mb-[40px] mx-auto text-center font-mono">Milvus is an open-source vector database built for GenAI applications. Install with pip, perform high-speed searches, and scale to tens of billions of vectors with minimal performance loss.</p><div class="flex justify-center items-center gap-[20px] max-sm:flex-col"><a target="_self" class="index_linkButton__KW4cr index_startButton__ZM7Ae index_contained__3m7DK index_primaryColor__GTYfK index_largeSize__w54YY" href="/docs/quickstart.md">Milvus Quickstart</a><a target="_blank" rel="noopener noreferrer" href="https://cloud.zilliz.com/signup?utm_source=milvusio&utm_medium=referral&utm_campaign=homepage_center&utm_content=homepage" class="index_linkButton__KW4cr index_startButton__ZM7Ae index_outlined__Ex5ga index_primaryColor__GTYfK index_largeSize__w54YY">Try Managed Milvus</a></div></div></section><section class="responsive_homeContainer__9_COi index_codeExampleSection__C5BEd"><div class="index_contentContainer__7HOwr"><h2>Start running Milvus in seconds</h2><div class="index_codeContainer__cIO3o"><ul class="index_tabsWrapper__VtdcO index_customTabsWrapper__mHgBc"><li class="index_tabItem__Ga4zN tab-item index_active__m_6zs" data-id="createCollection"><button class="index_itemText__qTkWU">Create Collection</button></li><li class="index_tabItem__Ga4zN tab-item" data-id="insertData"><button class="index_itemText__qTkWU">Insert Data</button></li><li class="index_tabItem__Ga4zN tab-item" data-id="search"><button class="index_itemText__qTkWU">Search</button></li><li class="index_tabItem__Ga4zN tab-item" data-id="delete"><button class="index_itemText__qTkWU">Delete Data</button></li><span class="index_activeBar__ihnKf" style="width:0px;left:0px"></span></ul><div class="index_codeBlock__9HEbh"><pre class="index_codePre__hyR9B"><code><span class="hljs-keyword">from</span> pymilvus <span class="hljs-keyword">import</span> <span class="hljs-title class_">MilvusClient</span> client = <span class="hljs-title class_">MilvusClient</span>(<span class="hljs-string">"milvus_demo.db"</span>) client.<span class="hljs-title function_">create_collection</span>( collection_name=<span class="hljs-string">"demo_collection"</span>, dimension=<span class="hljs-number">5</span> )</code></pre><button class="index_copyButton__kp3it copy-code-btn"></button></div></div></div></section><section class="responsive_homeContainer__9_COi index_deploySection__IoKwG"><h2 class="index_title__5KTHS">Deployment Options to Match Your Unique Journey</h2><ul class="index_dbsWrapper__s_4RI"><li class="index_commonMilvusDb__gWAmO index_liteDb__XkHsM"><div><h3 class="index_dbName___RqCH">Milvus Lite</h3><div class="index_dbContent__g8J50"><p class="index_dbAdvantage__tf4h2">Lightweight, easy to start</p><ol class="index_dbFeatures__iGz_2"><li class="">VectorDB-as-a-library runs in notebooks/ laptops with a pip install</li><li class="">Best for learning and prototyping</li></ol></div></div><div class="index_buttonsWrapper__AC_0S"><a target="_self" class="index_linkButton__KW4cr index_startLinkButton__DcizA index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/milvus_lite.md">Get Started</a><a target="_self" class="index_linkButton__KW4cr index_linkButton__G73aO index_text__efKLY index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/install-overview.md#Milvus-Lite">Learn More<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></div></li><li class="index_commonMilvusDb__gWAmO index_standaloneDb__UfG0k"><div><h3 class="index_dbName___RqCH">Milvus Standalone</h3><div class="index_dbContent__g8J50"><p class="index_dbAdvantage__tf4h2">Robust, single-machine deployment</p><ol class="index_dbFeatures__iGz_2"><li class="">Complete vector database for production or testing</li><li class="">Ideal for datasets with up to millions of vectors</li></ol></div></div><div class="index_buttonsWrapper__AC_0S"><a target="_self" class="index_linkButton__KW4cr index_startLinkButton__DcizA index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/prerequisite-docker.md">Get Started</a><a target="_self" class="index_linkButton__KW4cr index_linkButton__G73aO index_text__efKLY index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/install-overview.md#Milvus-Standalone">Learn More<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></div></li><li class="index_commonMilvusDb__gWAmO index_contributedDb__WM77h"><div><h3 class="index_dbName___RqCH">Milvus Distributed</h3><div class="index_dbContent__g8J50"><p class="index_dbAdvantage__tf4h2">Scalable, enterprise-grade solution</p><ol class="index_dbFeatures__iGz_2"><li class="">Highly reliable and distributed vector database with comprehensive toolkit</li><li class="">Scale horizontally to handle billions of vectors</li></ol></div></div><div class="index_buttonsWrapper__AC_0S"><a target="_self" class="index_linkButton__KW4cr index_startLinkButton__DcizA index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/prerequisite-helm.md">Get Started</a><a target="_self" class="index_linkButton__KW4cr index_linkButton__G73aO index_text__efKLY index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/install-overview.md#Milvus-Distributed">Learn More<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></div></li><li class="index_zillizCloud__T9pGT index_cloudDb__xnDxD"><div class=""><h3 class="index_dbName___RqCH"><a href="https://zilliz.com/cloud/">Zilliz Cloud (fully managed Milvus)</a></h3><div class="index_dbContent__g8J50"><p class="index_dbAdvantage__tf4h2">Hassle-free and 10x faster than Milvus</p><ol class="index_dbFeatures__iGz_2"><li class="">Available in both serverless and dedicated cluster</li><li class="">SaaS and BYOC options for different security and compliance requirements</li></ol></div></div><a target="_blank" rel="noopener noreferrer" href="https://cloud.zilliz.com/signup?utm_source=milvusio&utm_medium=referral&utm_campaign=homepage_try_free&utm_content=homepage" class="index_linkButton__KW4cr index_containedLinkButton__lZNtj index_contained__3m7DK index_primaryColor__GTYfK index_mediumSize__QISKx">Try Free<span class="index_iconWrapper__Cm3y3 index_linkButtonIcon__m5Rg_"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></li></ul><p class="index_learnMore__TFYtz">Learn more about different <a href="/docs/install-overview.md">Milvus deployment models</a></p></section><section class="responsive_homeContainer__9_COi index_sectionContainer__5lYf_"><div class="index_toolsContainer__04wct"><p class="index_subTitle__CpALW">Plays nicely with all your favorite AI dev tools</p><ul class="index_toolsList__qIgbr"><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_langchain.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/lang-chain.png" alt="LangChain"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">LangChain</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_llamaindex.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/llama-index.png" alt="LlamaIndex"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">LlamaIndex</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_openai.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/open-ai.png" alt="OpenAI"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">OpenAI</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_hugging-face.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/hugging-face.png" alt="Hugging Face"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">Hugging Face</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_dspy.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/dspy.png" alt="DSPy"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">DSPy</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_haystack.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/hay-stack.png" alt="Haystack"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">Haystack</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_ragas.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/ragas.png" alt="Ragas"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">Ragas</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li><li class="index_toolItem__Kmp86"><a href="https://milvus.io/docs/integrate_with_memgpt.md" target="_blank" class="index_toolButton__tqa4O group"><img src="/images/home/mem-gpt.png" alt="MemGPT"/><div class="inline-flex items-center gap-[4px] transition-opacity group-hover:opacity-60"><span class="text-black1 text-[14px] font-[500] font-mono">MemGPT</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></div></a></li></ul></div></section><section class="index_sectionContainer__vjSN_"><div class="responsive_homeContainer__9_COi index_titleWrapper__rnyuZ"><h2>Start Building Your GenAI App</h2><p>Guided with notebooks developed by us and our community</p></div><div class="index_listViewArea__8_FYo"><div class="responsive_homeContainer__9_COi"><ul class="index_stacksList__kLXWV" style="transform:translateX(-0px)"><li class="index_stackItem__DXILo"><div><span class="index_logoWrapper__Lr472"><img src="/images/home/rag.png" alt="RAG"/></span><h3 class="index_stackTitle__TlFSg">RAG</h3></div><a target="_self" class="index_linkButton__KW4cr index_linkButton__DEcEV index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/build-rag-with-milvus.md">Try Now<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></li><li class="index_stackItem__DXILo"><div><span class="index_logoWrapper__Lr472"><img src="/images/home/image-search.png" alt="Image Search"/></span><h3 class="index_stackTitle__TlFSg">Image Search</h3></div><a target="_self" class="index_linkButton__KW4cr index_linkButton__DEcEV index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/image_similarity_search.md">Try Now<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></li><li class="index_stackItem__DXILo"><div><span class="index_logoWrapper__Lr472"><img src="/images/home/multimodal-search.png" alt="Multimodal Search"/></span><h3 class="index_stackTitle__TlFSg">Multimodal Search</h3></div><a target="_blank" rel="noopener noreferrer" href="https://demos.milvus.io/multimodal-image-search/" class="index_linkButton__KW4cr index_linkButton__DEcEV index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx">Try Now<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></li><li class="index_stackItem__DXILo"><div><span class="index_logoWrapper__Lr472"><img src="/images/home/hybrid-search.png" alt="Hybrid Search"/></span><h3 class="index_stackTitle__TlFSg">Hybrid Search</h3></div><a target="_blank" rel="noopener noreferrer" href="https://demos.milvus.io/hybrid-search/" class="index_linkButton__KW4cr index_linkButton__DEcEV index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx">Try Now<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></li><li class="index_stackItem__DXILo"><div><span class="index_logoWrapper__Lr472"><img src="/images/home/graph-rag.png" alt="Graph RAG"/></span><h3 class="index_stackTitle__TlFSg">Graph RAG</h3></div><a target="_self" class="index_linkButton__KW4cr index_linkButton__DEcEV index_outlined__Ex5ga index_primaryColor__GTYfK index_mediumSize__QISKx" href="/docs/graph_rag_with_milvus.md">Try Now<span class="index_iconWrapper__Cm3y3"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M2 7L12.7244 7M12.7244 7L7.57669 12.1477M12.7244 7L7.5767 1.85228" stroke="#00131A" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5"></path></svg></span></a></li></ul></div></div><div class="index_ctaButtonWrapper__jWr_S"><button class="index_ctaButton__0WyBx index_leftButton__BKOHP" disabled=""><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M4.15234 1.9999L9.15234 6.9999L4.15234 11.9999L5.00087 12.8484L10.8494 6.9999L5.00087 1.15137L4.15234 1.9999Z" fill="black"></path></svg></button><button class="index_ctaButton__0WyBx"><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M4.15234 1.9999L9.15234 6.9999L4.15234 11.9999L5.00087 12.8484L10.8494 6.9999L5.00087 1.15137L4.15234 1.9999Z" fill="black"></path></svg></button></div></section><section class="responsive_homeContainer__9_COi index_sectionContainer__LOkiG"><h2 class="index_title__dRF9H">Loved by GenAI developers</h2><ul class="index_cardList__5GKlJ"><li class="index_cardItem__uBjMK"><a href="https://medium.com/@dialoglk/asimov-leveraging-rag-models-for-enhanced-efficiency-in-the-telecommunications-engineering-domain-f220fc405571"><div class="index_contentWrapper__JAlBf"><p class="index_cardContent__gCZH8">Based on our research, Milvus was selected as the vector database of choice (over Chroma and Pinecone). Milvus is an open-source vector database designed specifically for similarity search on massive datasets of high-dimensional vectors.</p></div><div class="index_authorWrapper__2WcaQ"><div class="index_detailWrapper__sWsgt"><img src="/images/home/nandula.png" alt="Nandula Asel"/><div class=""><p class="index_author__6MGO9">Nandula Asel</p><p class="index_jobTitle__IRp00">Senior Data Scientist</p></div></div><img src="/images/home/medium.png" alt="Medium" class="index_mediumLogo__FAirj"/></div></a></li><li class="index_cardItem__uBjMK"><a href="https://medium.com/ibm-data-ai/image-retrieval-with-ibm-watsonx-data-f4bdd1ec1824"><div class="index_contentWrapper__JAlBf"><p class="index_cardContent__gCZH8">With its focus on efficient vector similarity search, Milvus empowers you to build robust and scalable image retrieval systems. Whether you鈥檙e managing a personal photo library or developing a commercial image search application, Milvus offers a powerful foundation for unlocking the hidden potential within your image collections.</p></div><div class="index_authorWrapper__2WcaQ"><div class="index_detailWrapper__sWsgt"><img src="/images/home/bhargav.png" alt="Bhargav Mankad"/><div class=""><p class="index_author__6MGO9">Bhargav Mankad</p><p class="index_jobTitle__IRp00">Senior Solution Architect</p></div></div><img src="/images/home/medium.png" alt="Medium" class="index_mediumLogo__FAirj"/></div></a></li><li class="index_cardItem__uBjMK"><a href="https://python.plainenglish.io/harmony-in-data-the-music-recommendation-system-with-milvus-c9711609ed36"><div class="index_contentWrapper__JAlBf"><p class="index_cardContent__gCZH8">Milvus is a powerful vector database tailored for processing and searching extensive vector data. It stands out for its high performance and scalability, rendering it perfect for machine learning, deep learning, similarity search tasks, and recommendation systems.</p></div><div class="index_authorWrapper__2WcaQ"><div class="index_detailWrapper__sWsgt"><img src="/images/home/igor.png" alt="Igor Gorbenko"/><div class=""><p class="index_author__6MGO9">Igor Gorbenko</p><p class="index_jobTitle__IRp00">Big Data Architect</p></div></div><img src="/images/home/medium.png" alt="Medium" class="index_mediumLogo__FAirj"/></div></a></li></ul></section><section class="responsive_homeContainer__9_COi !my-[80px]"><ul class="grid grid-cols-12 grid-rows-5 gap-[32px] max-[1022px]:gap-[20px] list-none max-phone:hidden index_logosWrapper__Lj_Gw"><li class="bg-white rounded-[8px] col-span-1 row-span-1"><img src="/images/home/brands/ikea.png" alt="IKEA" class="w-full h-full"/></li><li class="bg-white rounded-[8px] col-start-2 col-end-4 row-start-1 row-end-3"><img src="/images/home/brands/nvidia.png" 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class="responsive_homeContainer__9_COi index_sectionContainer__UjMwZ"><h2 class="index_sectionTitle__Z3CoN">Why Developers Prefer Milvus for Vector Databases</h2><ul class="index_featuresList__aCgQL"><li class="index_featureItem__kbDTC index_scale__wDix4"><div><img src="/images/home/scale-as-needed.png" alt="Scale as needed"/></div><div class="index_descriptionWrapper__tEyby"><h4>Scale as needed</h4><p>Scale elastically to support tens of billions of vectors with a fully distributed </p></div></li><li class="index_featureItem__kbDTC index_fast__95K6Y"><div><img src="/images/home/blazing-fast.png" alt="Blazing fast"/></div><div class="index_descriptionWrapper__tEyby"><h4>Blazing fast</h4><p>Retrieve data quickly and accurately with Global Index, regardless of scale.</p></div></li><li class="index_featureItem__kbDTC index_reusable__v6OWq"><div><img src="/images/home/reusable-code.png" alt="Reusable Code"/></div><div class="index_descriptionWrapper__tEyby"><h4>Reusable Code</h4><p>Write once, and deploy with one line of code into the production environment.</p></div></li><li class="index_featureItem__kbDTC index_community__HhVm0"><div><img src="/images/home/vibrant-community.png" alt="Supportive Community"/></div><div class="index_descriptionWrapper__tEyby"><h4>Supportive Community</h4><p>Fan-favorite vector database with extensive resources and supportive contributors. </p></div></li><li class="index_featureItem__kbDTC index_featureRich__VWUzZ"><div><img src="/images/home/feature-rich.png" alt="Feature-rich"/></div><div class="index_descriptionWrapper__tEyby"><h4>Feature-rich</h4><p>Metadata filtering, hybrid search, multi-vector and more.</p></div></li></ul><p class="index_docPrompt__Qx_Qo">Want to learn more about Milvus? <a href="/docs">View our documentation</a></p></section></main><footer class="responsive_homeContainer__9_COi min-h-[390px] box-border bg-[#fff] border-t-[1px] border-solid border-[#ECECEE] font-mono"><div class="py-[80px]"><div class="flex 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