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5rem);--wp--preset--spacing--240: clamp(4rem, calc(4rem + ((1vw - 0.4rem) * 8.3333)), 6rem);--wp--preset--spacing--320: clamp(4rem, calc(4rem + ((1vw - 0.4rem) * 16.6667)), 8rem);--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);--wp--preset--shadow--card: 0px 4px 4px 0px #00000026;--wp--custom--spacing--small: max(15px, 2vw);--wp--custom--spacing--medium: clamp(2rem, 8vw, calc(4 * var(--wp--style--block-gap)));--wp--custom--spacing--large: clamp(4rem, 10vw, 8rem);--wp--custom--spacing--outer: var(--wp--custom--spacing--small, 1.25rem);--wp--custom--shadow--text: 1px 1px 16px rgba(0,0,0,1);}.wp-block-button .wp-block-button__link{--wp--preset--color--primary-button: #006FD6;--wp--preset--color--secondary: #ed1252;--wp--preset--color--white: #ffffff;}body { margin: 0;--wp--style--global--content-size: 752px;--wp--style--global--wide-size: 1152px; }.wp-site-blocks { padding-top: var(--wp--style--root--padding-top); padding-bottom: var(--wp--style--root--padding-bottom); }.has-global-padding { padding-right: var(--wp--style--root--padding-right); padding-left: var(--wp--style--root--padding-left); }.has-global-padding :where(.has-global-padding) { padding-right: 0; padding-left: 0; }.has-global-padding > .alignfull { margin-right: calc(var(--wp--style--root--padding-right) * -1); margin-left: calc(var(--wp--style--root--padding-left) * -1); }.has-global-padding :where(.has-global-padding) > .alignfull { margin-right: 0; margin-left: 0; }.has-global-padding > .alignfull:where(:not(.has-global-padding)) > :where([class*="wp-block-"]:not(.alignfull):not([class*="__"]),p,h1,h2,h3,h4,h5,h6,ul,ol) { padding-right: var(--wp--style--root--padding-right); padding-left: var(--wp--style--root--padding-left); }.has-global-padding :where(.has-global-padding) > .alignfull:where(:not(.has-global-padding)) > :where([class*="wp-block-"]:not(.alignfull):not([class*="__"]),p,h1,h2,h3,h4,h5,h6,ul,ol) { padding-right: 0; padding-left: 0; }.wp-site-blocks > .alignleft { float: left; margin-right: 2em; }.wp-site-blocks > .alignright { float: right; margin-left: 2em; }.wp-site-blocks > .aligncenter { justify-content: center; margin-left: auto; margin-right: auto; }:where(.wp-site-blocks) > * { margin-block-start: 1.5rem; margin-block-end: 0; }:where(.wp-site-blocks) > :first-child:first-child { margin-block-start: 0; }:where(.wp-site-blocks) > :last-child:last-child { margin-block-end: 0; }body { --wp--style--block-gap: 1.5rem; }:where(body .is-layout-flow) > :first-child:first-child{margin-block-start: 0;}:where(body .is-layout-flow) > :last-child:last-child{margin-block-end: 0;}:where(body .is-layout-flow) > *{margin-block-start: 1.5rem;margin-block-end: 0;}:where(body .is-layout-constrained) > :first-child:first-child{margin-block-start: 0;}:where(body .is-layout-constrained) > :last-child:last-child{margin-block-end: 0;}:where(body .is-layout-constrained) > *{margin-block-start: 1.5rem;margin-block-end: 0;}:where(body .is-layout-flex) {gap: 1.5rem;}:where(body .is-layout-grid) {gap: 1.5rem;}body .is-layout-flow > .alignleft{float: left;margin-inline-start: 0;margin-inline-end: 2em;}body .is-layout-flow > .alignright{float: right;margin-inline-start: 2em;margin-inline-end: 0;}body .is-layout-flow > .aligncenter{margin-left: auto !important;margin-right: auto !important;}body .is-layout-constrained > .alignleft{float: left;margin-inline-start: 0;margin-inline-end: 2em;}body .is-layout-constrained > .alignright{float: right;margin-inline-start: 2em;margin-inline-end: 0;}body .is-layout-constrained > .aligncenter{margin-left: auto !important;margin-right: auto !important;}body .is-layout-constrained > :where(:not(.alignleft):not(.alignright):not(.alignfull)){max-width: var(--wp--style--global--content-size);margin-left: auto !important;margin-right: auto !important;}body .is-layout-constrained > .alignwide{max-width: var(--wp--style--global--wide-size);}body .is-layout-flex{display: flex;}body .is-layout-flex{flex-wrap: wrap;align-items: center;}body .is-layout-flex > *{margin: 0;}body .is-layout-grid{display: grid;}body .is-layout-grid > *{margin: 0;}body{color: var(--wp--preset--color--neutral-75);font-family: var(--wp--preset--font-family--nunito-sans);font-size: var(--wp--preset--font-size--base);--wp--style--root--padding-top: 0px;--wp--style--root--padding-right: var(--wp--style--block-gap);--wp--style--root--padding-bottom: 0px;--wp--style--root--padding-left: var(--wp--style--block-gap);}a:where(:not(.wp-element-button)){text-decoration: none;}a:where(:not(.wp-element-button)):hover{text-decoration: underline;}h1, h2, h3, h4, h5, h6{font-family: 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!important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-primary-70-color{color: var(--wp--preset--color--primary-70) !important;}.has-primary-60-color{color: var(--wp--preset--color--primary-60) !important;}.has-primary-50-color{color: var(--wp--preset--color--primary-50) !important;}.has-primary-color{color: var(--wp--preset--color--primary) !important;}.has-primary-30-color{color: var(--wp--preset--color--primary-30) !important;}.has-primary-20-color{color: var(--wp--preset--color--primary-20) !important;}.has-primary-10-color{color: var(--wp--preset--color--primary-10) !important;}.has-primary-button-color{color: var(--wp--preset--color--primary-button) !important;}.has-primary-button-hover-color{color: var(--wp--preset--color--primary-button-hover) !important;}.has-secondary-70-color{color: var(--wp--preset--color--secondary-70) !important;}.has-secondary-60-color{color: var(--wp--preset--color--secondary-60) !important;}.has-secondary-50-color{color: var(--wp--preset--color--secondary-50) !important;}.has-secondary-color{color: var(--wp--preset--color--secondary) !important;}.has-secondary-30-color{color: var(--wp--preset--color--secondary-30) !important;}.has-secondary-20-color{color: var(--wp--preset--color--secondary-20) !important;}.has-secondary-10-color{color: var(--wp--preset--color--secondary-10) !important;}.has-neutral-75-color{color: var(--wp--preset--color--neutral-75) !important;}.has-neutral-70-color{color: var(--wp--preset--color--neutral-70) !important;}.has-neutral-65-color{color: var(--wp--preset--color--neutral-65) !important;}.has-neutral-60-color{color: var(--wp--preset--color--neutral-60) !important;}.has-neutral-55-color{color: var(--wp--preset--color--neutral-55) !important;}.has-neutral-50-color{color: var(--wp--preset--color--neutral-50) !important;}.has-neutral-45-color{color: var(--wp--preset--color--neutral-45) !important;}.has-neutral-40-color{color: var(--wp--preset--color--neutral-40) !important;}.has-neutral-35-color{color: var(--wp--preset--color--neutral-35) !important;}.has-neutral-30-color{color: var(--wp--preset--color--neutral-30) !important;}.has-neutral-25-color{color: var(--wp--preset--color--neutral-25) !important;}.has-neutral-20-color{color: var(--wp--preset--color--neutral-20) !important;}.has-neutral-15-color{color: var(--wp--preset--color--neutral-15) 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16px!important; margin: 0 0 1rem; appearance: none; background-color: #fff; font-family: inherit; line-height: 1.5; background-origin: content-box; background-position: right -1rem center; background-repeat: no-repeat; background-size: 9px 6px; transition: box-shadow .5s,border-color .25s ease-in-out; } #marketo-contact-us-modal .mktoErrorMsg { text-align: left; margin-top: 4px; --tw-text-opacity: 1; color: rgba(237,18,82,var(--tw-text-opacity)); font-size: .875rem; line-height: 1.25rem; } #marketo-contact-us-modal textarea { border-radius: 4px!important; box-shadow: none!important; width: 320px!important; padding: 16px!important; border: 1px solid #91a1ae!important; font-size: 16px!important; height: auto; max-height: 5rem; } #marketo-contact-us-modal .mktoFormCol { margin-bottom: 16px!important; } #marketo-contact-us-modal .privacy-policy { width: 320px!important; margin: auto!important; margin-top: 24px!important; font-size: 14px!important; } #marketo-contact-us-modal .privacy-policy .mktoHtmlText { color: #151e29; text-align: center; } #marketo-contact-us-modal a { color: #0070d9; font-weight: normal; text-decoration: none; } #marketo-contact-us-modal a:hover { color: #0056b3; text-decoration: underline; } #marketo-contact-us-modal label { display: block; margin: 0; font-size: .875rem; font-weight: 400; line-height: 1.8; color: #151e29; } </style> <ul class="items-center z-20 flex m-0 mt-2" id="eyebrow-menu-items" role="menu"> <li id="Partners" class="m-0 mr-6 group relative" role="menuitem" aria-haspopup="true"> <a href="/web/20231003194216/https://neo4j.com/partners/" class="text-xs font-normal text-neutral-60 hover:text-black p-0 cursor-pointer">Partners</a><button class="dropdown-toggle" aria-expanded="false" type="button"><span class="show-for-sr">Partners: submenu</span><i class="n-icon n-icon-chevron-down n-icon-sm ml-1" aria-hidden="true"></i></button> <div class="dropdown absolute pt-2 z-50" style="left: -24px"> <ul class="py-2 border-none border-radius shadow-md dropdown-submenu rounded-md" role="menubar"> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/partners/directory/" data-l="Find a Partner" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">Find a Partner</span> </a> </li> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/partners/neo4j-partner-program/" data-l="Become a Partner" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">Become a Partner</span> </a> </li> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/partners/solution-partners/" data-l="Solution Partners" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">Solution Partners</span> </a> </li> <li 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id="Company" class="m-0 mr-6 group relative" role="menuitem" aria-haspopup="true"> <span class="text-xs font-normal text-neutral-60 hover:text-black p-0 cursor-default">Company</span><button class="dropdown-toggle" aria-expanded="false" type="button"><span class="show-for-sr">Company: submenu</span><i class="n-icon n-icon-chevron-down n-icon-sm ml-1" aria-hidden="true"></i></button> <div class="dropdown absolute pt-2 z-50" style="left: -24px"> <ul class="py-2 border-none border-radius shadow-md dropdown-submenu rounded-md" role="menubar"> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/company/" data-l="About Us" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">About Us</span> </a> </li> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/newsroom/" data-l="Newsroom" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">Newsroom</span> </a> </li> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/awards/" data-l="Awards and Honors" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">Awards and Honors</span> </a> </li> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/graphs4good/" data-l="Graphs4Good" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">Graphs4Good</span> </a> </li> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a href="/web/20231003194216/https://neo4j.com/careers/" data-l="Careers" class="menu-dropdown-item px-4 py-2 block"> <span class="block whitespace-nowrap text-neutral-60 text-xs">Careers</span> </a> </li> <li class="hover:bg-neutral-20 m-0 relative" role="menuitem"> <a 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cursor-pointer">Support</a> </li> <li id="SearchButton" class="horizontal-flex text-neutral-60 search-button cursor-pointer hover:bg-neutral-20 rounded p-2 m-0" tabindex="0" aria-expanded="false" type="button" style="line-height:0"> <span class="show-for-sr">Search</span> <span class="n-icon n-icon-search"></span> </li> </ul> </div> </div> </div> </div> <div id="neo4j-main-menu-container" class="bg-white z-10 w-full top-0"> <div id="neo4j-main-menu" class="grid-container vertical-flex justify-center py-3"> <div class=" desktop-menu flex items-center"> <div id="neo4j-main-menu-logo"> <a class="mr-8" href="/web/20231003194216/https://neo4j.com/"> <img height="34px" width="104px" src="http://web.archive.org/web/20231003194216im_/https://dist.neo4j.com/wp-content/uploads/20230926084108/Logo_FullColor_RGB_TransBG.svg" alt="The Neo4j Graph Platform – The #1 Platform for Connected Data"/> </a> </div> <div class="flex items-center w-full ml-4"> <div class="w-full h-full"> <style> .desktop-menu ul li.group:focus-visible { outline-style: solid; outline-width: 2px; border-radius: .125rem; } a[data-l="Pricing"] { padding-top: 0; padding-bottom: 0; } a[data-l="Pricing"]:focus, a[data-l="Pricing"]:hover { color: inherit; text-decoration: none; } a[data-l="Contact Us"] { padding: 0.5rem; visibility: visible; } #n-contact-us-menu { flex: 1; justify-content: flex-end; } </style> <ul id="neo4j-main-menu-items" class="items-center z-50 flex m-0 h-full" role="menu"> <li id="n-products-menu" class="group relative m-0 flex items-center self-stretch n-products-menu" role="menuitem" aria-haspopup="true"><span class="text-neutral-60 hover:text-black px-4 text-sm font-normal cursor-default">Products</span><button class="dropdown-toggle -ml-4 mr-4" aria-expanded="false" type="button"><span class="show-for-sr">Products: submenu</span><i class="n-icon n-icon-chevron-down n-icon-sm mx-1" aria-hidden="true"></i></button> <div class="dropdown absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <div class="flex flex-row gap-x-4"> <div class="flex flex-col w-full"> <div class="flex-1"> <div class="flex flex-row mt-2"> <div> <span class="px-8 pt-4 pb-2 text-overline text-sm text-primary block font-bold">Graph Database</span> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/product/neo4j-graph-database/" data-l="Neo4j Graph Database" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Graph Database </span> <span class="menu-item-description">Self-managed, deploy anywhere</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/cloud/platform/aura-graph-database/" data-l="Neo4j AuraDB" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j AuraDB </span> <span class="menu-item-description">Fully managed graph database as a service</span> </a>  </li> </div> <div> <span class="px-8 pt-4 pb-2 text-overline text-sm text-primary block font-bold">Graph Data Science</span> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/product/graph-data-science/" data-l="Neo4j Graph Data Science" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Graph Data Science </span> <span class="menu-item-description">Graph analytics and modeling platform</span> </a>  </li> </div> </div> </div> <div class="px-8"> <hr/> <div class="flex gap-x-8 with-underline-anchors py-2"> <div class="grow" style="flex-basis: 100%"> <li class="menu-item-wrapper text-sm"> <div class="font-bold">Deployment Center </div> <div class="font-normal menu-item-text-light"> <a data-l="product download-center db" class="menu-dropdown-item-link menu-item-text-light" href="/web/20231003194216/https://neo4j.com/deployment-center/" aria-label="Download Graph Database">Download Neo4j to get started</a> </div> </li> </div> <div class="grow" style="flex-basis: 100%"> <li class="menu-item-wrapper text-sm"> <div class="font-bold">Pricing</div> <div class="font-normal menu-item-text-light"> <a data-l="product pricing db" href="/web/20231003194216/https://neo4j.com/pricing/" class="menu-dropdown-item-link menu-item-text-light" aria-label="Graph Database pricing">Graph Database</a> • <a data-l="product pricing ds" href="/web/20231003194216/https://neo4j.com/pricing/#graph-data-science" class="menu-dropdown-item-link menu-item-text-light" aria-label="Graph Data Science pricing">Graph Data Science</a> </div> </li> </div> </div> </div> </div> <div class="bg-neutral-20 mr-4 rounded-md py-2 menu-group-with-background" style="border-radius: 0 0.375rem 0.375rem 0; margin-right: 0; margin-top: -1rem; margin-bottom: -1rem;"> <span class="px-8 pt-4 pb-2 text-overline text-neutral-50 text-sm block">Graph Tools</span> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/product/developer-tools/" data-l="Neo4j Developer Tools" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Developer Tools </span> <span class="menu-item-description">Desktop, Browser, and Data Importer</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/workspace/" data-l="Neo4j Workspace" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Workspace <span style="background-color: #fff;" class="text-primary font-normal text-xs border border-primary-50 border-solid rounded-full inline-block px-2 ml-2"> New!</span> </span> <span class="menu-item-description">Import, Explore, and Query Neo4j</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/product/bloom/" data-l="Neo4j Bloom" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Bloom </span> <span class="menu-item-description">Easy graph visualization and exploration</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/product/graphql-library/" data-l="Neo4j GraphQL Library" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j GraphQL Library </span> <span class="menu-item-description">Low-code, open source API library</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/product/connectors/" data-l="Neo4j Data Connectors" class="menu-dropdown-item"> <span class="menu-item-title"> Neo4j Data Connectors </span> <span class="menu-item-description">Apache Kafka, Apache Spark, and BI tools</span> </a>  </li> <li class="menu-item-wrapper "> <a href="/web/20231003194216/https://neo4j.com/product/cypher-graph-query-language/" data-l="Cypher Query Language" class="menu-dropdown-item"> <span class="menu-item-title"> Cypher Query Language </span> <span class="menu-item-description">Powerful, intuitive, and graph-optimized</span> </a>  </li> </div> </div> </ul> </div> </li><li id="n-solutions-menu" class="group relative m-0 flex items-center self-stretch n-solutions-menu" role="menuitem" aria-haspopup="true"><span class="text-neutral-60 hover:text-black px-4 text-sm font-normal cursor-default">Solutions</span><button class="dropdown-toggle -ml-4 mr-4" aria-expanded="false" type="button"><span class="show-for-sr">Solutions: submenu</span><i class="n-icon n-icon-chevron-down n-icon-sm mx-1" aria-hidden="true"></i></button> <div class="dropdown get-started-button-dropdown absolute top-full" style="top: 100%"> <ul class="py-4 border-none border-radius menu-dropdown-shadow bg-white text-left m-0 dropdown-submenu rounded-md"> <li class="menu-item-wrapper group-flyout"> <a href="/web/20231003194216/https://neo4j.com/use-cases/" data-l="Use Cases" class="menu-dropdown-item"> <span class="menu-item-title"> Use Cases </span> <span class="menu-item-description">Fraud detection, knowledge graphs and more</span> </a>  <button class="flyout-toggle" aria-expanded="false" type="button" style="position: absolute; right: 1rem; top: calc(50% - 8px);"> <span class="show-for-sr">". $title .": submenu</span> <i class="n-icon n-icon-chevron-right" aria-hidden="true" style="height: 10px; width: 10px;"></i> </button> <div class="flyout absolute pt-0 z-50 top-full" style="left: 100%; top: 0; width: max-content;"> <div class="py-4 m-0 border-none border-radius rounded-tl-none menu-dropdown-shadow bg-white text-left rounded-md"> <div class="menu-dropdown-item relative"> <span class="menu-item-title">Generative AI</span> <span class="menu-item-description whitespace-pre-line">Back your LLMs with a knowledge graph for better business AI</span> <a data-l="generative ai" href="/web/20231003194216/https://neo4j.com/generativeai/" class="block arrowed full-clickable mt-2" id="generative-ai-menu-link" aria-label="Learn More about Generative AI">Learn More</a> </div> <hr/> <div class="menu-dropdown-item relative"> <span class="menu-item-title">Knowledge Graphs</span> <span class="menu-item-description whitespace-pre-line">Knowledge graphs are the force multiplier of smart data management and analytics use cases.</span> <a data-l="knowledge graphs" href="/web/20231003194216/https://neo4j.com/use-cases/knowledge-graph/" class="block arrowed full-clickable mt-2" id="knowledge-graphs-menu-link" aria-label="Learn More about Knowledge Graphs">Learn More</a> </div> <hr/> <div class="flex"> <div style="max-width: 18rem; flex-basis:50%;"> <div class="pt-3 pb-1 px-8 font-bold text-primary text-overline">By Application</div> <div class="m-0 relative"> <a href="/web/20231003194216/https://neo4j.com/use-cases/graph-data-science-artificial-intelligence/" data-l="Analytics and Data Science" class="menu-dropdown-item flyout-menu-dropdown-item"> Analytics and Data Science </a> </div> <div class="m-0 relative"> <a href="/web/20231003194216/https://neo4j.com/use-cases/fraud-detection/" data-l="Fraud Detection" class="menu-dropdown-item flyout-menu-dropdown-item"> Fraud Detection </a> </div> <div class="m-0 relative"> <a href="/web/20231003194216/https://neo4j.com/use-cases/knowledge-graph/" data-l="Knowledge Graphs" class="menu-dropdown-item flyout-menu-dropdown-item"> Knowledge Graphs </a> </div> <div class="m-0 relative"> <a href="/web/20231003194216/https://neo4j.com/use-cases/real-time-recommendation-engine/" data-l="Real Time Recommendations" class="menu-dropdown-item flyout-menu-dropdown-item"> Real Time Recommendations </a> </div> <div class="m-0 relative"> <a href="/web/20231003194216/https://neo4j.com/use-cases/supply-chain-management/" data-l="Supply Chain Management" class="menu-dropdown-item flyout-menu-dropdown-item"> Supply Chain Management </a> </div> <div class="m-0 relative"> <a href="/web/20231003194216/https://neo4j.com/use-cases/identity-and-access-management/" data-l="Identity and Access Management" class="menu-dropdown-item flyout-menu-dropdown-item"> Identity and Access Management </a> </div> <div class="m-0 relative"> <a 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Parts of Neo4j.com will not work properly. </h3> </noscript> <div id="skip-to-content"></div> <div class="marquee-neo marquee-neo--use-case" style="background-image: url('http://web.archive.org/web/20231003194216im_/https://dist.neo4j.com/wp-content/uploads/20170920205520/telecom-banner-2017.jpg'); background-position: center bottom; "> <div class="row"> <div class="columns"> <h1 class="entry-title"><span class="title-prefix">Use Cases:</span> Telecommunications</h1> </div> </div> </div>  <section id="content" role="main" class="use-case industries-page"> <article id="post-64271" class="post-64271 use_cases type-use_cases status-publish has-post-thumbnail hentry">  <section class="use-case-intro"> <div class="row"> <div class="medium-4 columns"> <a href="/web/20231003194216/https://neo4j.com/use-cases/" class="all-solutions-link">← View All Use Cases</a> </div> <div class="medium-3 hide-for-small-only right columns">  <ul class="social-icons-bar"> <li id="twitter-icon" class="social-icon"><i class="n-icon n-icon-twitter"></i></li> <li class="line-break"> <hr/> </li> <li id="facebook-icon" class="social-icon"><i class="n-icon n-icon-facebook"></i></li> <li class="line-break"> <hr/> </li> <li id="linkedin-icon" class="social-icon"><i class="n-icon n-icon-linkedin"></i></li> </ul> <script> document.addEventListener('DOMContentLoaded', function () { let socials = [ { 'name': 'twitter', 'share': 'http://web.archive.org/web/20231003194216/https://twitter.com/intent/tweet?url=', }, { 'name': 'facebook', 'share': 'http://web.archive.org/web/20231003194216/http://www.facebook.com/sharer.php?u=', }, { 'name': 'linkedin', 'share': 'http://web.archive.org/web/20231003194216/http://www.linkedin.com/shareArticle?mini=true&url=', } ]; socials.forEach(social => { let icon = document.getElementById(`${social.name}-icon`); icon.addEventListener('click', (e) => { let hashtag = social.name === 'twitter' ? '&hashtags=graphdatabases' : ''; window.location = social.share + encodeURIComponent(window.location.href) + hashtag; }) }) }); </script> </div> </div> <div class="row"> <div class="columns medium-7"> <header> <h2>Graph Technology: The Clear Choice for Telecom</h2> </header> <p>Telecommunications is all about connections. Graph databases are, therefore, an excellent fit for modeling, storing and querying telecommunications data of all kinds. Whether managing increasingly complex network structures, ever-more-diverse product lines and bundles, or customer satisfaction and retention in today’s competitive environments, graph databases enable businesses to become more agile by leveraging their connected data. </p> <p> From the network graph, to the social graph, to the call center graph, and the master data graph, telcos around the world have begun to use graph databases to achieve competitive advantage. Neo4j provides thousand-fold performance improvements and massive agility benefits over relational databases, enabling new levels of performance and insight.</p> <div class="show-for-small-only row"> <div class="columns small-8 small-centered text-center">  <ul class="social-icons-bar"> <li id="twitter-icon" class="social-icon"><i class="n-icon n-icon-twitter"></i></li> <li class="line-break"> <hr/> </li> <li id="facebook-icon" class="social-icon"><i class="n-icon n-icon-facebook"></i></li> <li class="line-break"> <hr/> </li> <li id="linkedin-icon" class="social-icon"><i class="n-icon n-icon-linkedin"></i></li> </ul> <script> document.addEventListener('DOMContentLoaded', function () { let socials = [ { 'name': 'twitter', 'share': 'http://web.archive.org/web/20231003194216/https://twitter.com/intent/tweet?url=', }, { 'name': 'facebook', 'share': 'http://web.archive.org/web/20231003194216/http://www.facebook.com/sharer.php?u=', }, { 'name': 'linkedin', 'share': 'http://web.archive.org/web/20231003194216/http://www.linkedin.com/shareArticle?mini=true&url=', } ]; socials.forEach(social => { let icon = document.getElementById(`${social.name}-icon`); icon.addEventListener('click', (e) => { let hashtag = social.name === 'twitter' ? '&hashtags=graphdatabases' : ''; window.location = social.share + encodeURIComponent(window.location.href) + hashtag; }) }) }); </script> </div> </div> </div> <div class="columns medium-5">  <div class="fast-track"> <h2 class="fast-track-title">Fast Track</h2> <ul class="fast-track-list"> <li class="fast-track-item"> <img class="fast-track-item-icon" src="http://web.archive.org/web/20231003194216im_/https://neo4j.com/wp-content/themes/neo4jweb/assets/images/icons/icon-fast-track-white-paper.svg"/> <h3 class="fast-track-item-title">Optimize Network Services: Advanced Service Assurance with Neo4j</h3> <p class="fast-track-item-text">Read the white paper to learn why three of the top five global telecom equipment companies rely on Neo4j to provide the visibility, scalability and adaptability needed for next-generation service assurance.</p> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/whitepapers/white-paper-optimize-network-services-neo4j/?ref=solutions" class="fast-track-item-link">Download the White Paper</a> </li> <li class="fast-track-item"> <img class="fast-track-item-icon" src="http://web.archive.org/web/20231003194216im_/https://neo4j.com/wp-content/themes/neo4jweb/assets/images/icons/icon-fast-track-video.svg"/> <h3 class="fast-track-item-title">How Orange uses Neo4j for IT Supervision and Network Security</h3> <p class="fast-track-item-text">In this interview Nicolas Rouyer, Senior Architect at Orange, discusses how the French telecommunications giant uses Neo4j in its network security and IT supervision business.</p> <a href="http://web.archive.org/web/20231003194216/https://www.youtube.com/watch?v=aua9yzcENgI" class="fast-track-item-link">Watch Now</a> </li> <li class="fast-track-item"> <img class="fast-track-item-icon" src="http://web.archive.org/web/20231003194216im_/https://neo4j.com/wp-content/themes/neo4jweb/assets/images/icons/icon-fast-track-white-paper.svg"/> <h3 class="fast-track-item-title">Graph Databases in Network & Data Center Management</h3> <p class="fast-track-item-text">Learn how Neo4j is inherently more suitable than relational databases for making sense of complex interdependencies central to managing IT infrastructure.</p> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/resources/network-datacenter-white-paper/?ref=solutions" class="fast-track-item-link">Download the white paper</a> </li> <li class="fast-track-item"> <img class="fast-track-item-icon" src="http://web.archive.org/web/20231003194216im_/https://neo4j.com/wp-content/themes/neo4jweb/assets/images/icons/icon-fast-track-blog.svg"/> <h3 class="fast-track-item-title">Network Security & CMDBs: Why Graph Visualization Is Essential</h3> <p class="fast-track-item-text">Learn how graph databases can be used for Network Security audits and managing Configurations Management systems.</p> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/blog/network-security-cmdbs-graph-visualization/?ref=solutions" class="fast-track-item-link">Read more</a> </li> </ul> </div> </div> </div> </section>  <section class="use-case-posts lg"> <div class="row"> <div class="columns "> <header class="text-center"><h2>Neo4j Telco Customers</h2></header> </div> </div> <div class="row"> <div class="columns medium-4"> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/case-studies/telenor/" class="use-case-posts-link" target="_blank"> <div class="panel panel--use-case-posts case-study"> <header> <div class="use-case-posts-type"> Case Study </div> <div class="use-case-posts-thumb-wrap"> <img class="use-case-posts-thumb" src="http://web.archive.org/web/20231003194216im_/https://dist.neo4j.com/wp-content/uploads/20170216204357/telenor1.png" alt="Neo4j Customer: Telenor"/> </div> <h2 class="use-case-posts-title">Customer Spotlight: Telenor</h2> </header> <div class="use-case-posts-body"> <p><p>Learn how Telenor gained competitive advantage by leveraging Neo4j in their identity and access management IAM system to achieve minutes-to-milliseconds performance improvements. </p> </p> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/case-studies/telenor/" class="use-case-posts-link" target="_blank">Read more</a> </div> </div> </a> </div> <div class="columns medium-4"> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/blog/peter-walker-project-manager-cisco/" class="use-case-posts-link" target="_blank"> <div class="panel panel--use-case-posts case-study"> <header> <div class="use-case-posts-type"> Case Study </div> <div class="use-case-posts-thumb-wrap"> <img class="use-case-posts-thumb" src="http://web.archive.org/web/20231003194216im_/https://dist.neo4j.com/wp-content/uploads/20170215151517/cisco2.png" alt="Neo4j Customer: Cisco"/> </div> <h2 class="use-case-posts-title">Customer Spotlight: Cisco</h2> </header> <div class="use-case-posts-body"> <p><p>In this interview Cisco's Peter Walker discusses how the networking leader was able to harness the power of graph databases to find patterns in bug report data, which allowed them to significantly reduce hardware returns.</p> </p> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/blog/peter-walker-project-manager-cisco/" class="use-case-posts-link" target="_blank">Read Now</a> </div> </div> </a> </div> <div class="columns medium-4"> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/case-studies/comcast/" class="use-case-posts-link" target="_blank"> <div class="panel panel--use-case-posts case-study"> <header> <div class="use-case-posts-type"> Case Study </div> <div class="use-case-posts-thumb-wrap"> <img class="use-case-posts-thumb" src="http://web.archive.org/web/20231003194216im_/https://dist.neo4j.com/wp-content/uploads/20200114153709/comcast.png" alt=""/> </div> <h2 class="use-case-posts-title">Customer Spotlight: Comcast</h2> </header> <div class="use-case-posts-body"> <p><p>Learn how Comcast uses Neo4j to create the Xfinity profile graph, a scalable, flexible, multi-tenant user-profile service. The Xfinity profile graph models customers' real-life relationships to provide a more personalized experience.</p> </p> <a href="http://web.archive.org/web/20231003194216/https://neo4j.com/case-studies/comcast/" class="use-case-posts-link" target="_blank">Read the Case Study</a> </div> </div> </a> </div> </div> </section>  <section class="gradient-bluegreen med"> <div class="row"> <div class="columns medium-12 text-center"> <img decoding="async" src="http://web.archive.org/web/20231003194216im_/https://dist.neo4j.com/wp-content/uploads/20170425122016/starhub_sq.png" class="circle" style="width:200px; border: 3px solid #eef1f8; background-color: #f9fbfd; margin-bottom: 20px;"/></p> <h3><em>“At StarHub, we needed the agility to support a fast-moving set of product lines across an ever-growing range of offerings: mobile services, wireless broadband, Pay TV, residential broadband Internet (Fiber & Cable), residential voice services, and so on. By mapping our commercial product line hierarchy in a Neo4j graph, we’ve been able to greatly improve our business agility and IT responsiveness.”</em></h3> <p>—Dharmapalan Sampath, Sr. Principal Solutions Architect, StarHub</p> </div> </div> </section>   <section class="use-case-features lg light-background"> <div class="row" style="margin-bottom:25px"> <div class="columns "> <h2 class="text-center">Why Telco Companies Choose Neo4j</h2> </div> </div> <div class="row"> <div class="columns medium-4"> <header class="relative"> <img class="use-case-features-icon" src="http://web.archive.org/web/20231003194216im_/https://neo4j.com/wp-content/themes/neo4jweb/assets/images/icons/icon-solutions-business-outcomes.svg" width="81px"/> <h2 class="use-case-features-title">Business Outcomes</h2> </header> <div class="use-case-features-body"> <h3>Impact analysis and network planning</h3> <p>Quickly determine the impacts of a node failure, maintenance outage or incursion and recommend alternate routes around your most relied-upon components.</p> <h3>Root-cause analysis</h3> <p>Immediately identify the root cause of any network or infrastructure problem by tracing back dependencies quickly and easily. Also provide service desks greater visibility into all components and relationships that make up your IT infrastructure.</p> <h3>Routing and quality-of-service (QoS) mapping</h3> <p>Find the best, shortest or least-busy path; pinpoint the best location in the network to introduce a new service; and complete your QoS mapping from the segment level to the entire network.</p> <h3>IT infrastructure management</h3> <p>Map IT services to the chain of dependent physical and virtual infrastructure components, optionally mapping all the way up to cost centers.</p> </div> </div> <div class="columns medium-4"> <header class="relative"> <img class="use-case-features-icon" src="http://web.archive.org/web/20231003194216im_/https://neo4j.com/wp-content/themes/neo4jweb/assets/images/icons/icon-solutions-challenges.svg" width="81px"/> <h2 class="use-case-features-title">Challenges</h2> </header> <div class="use-case-features-body"> <h3>Highly interrelated elements</h3> <p>Whether you’re managing a major network change, providing more effective security-related access or optimizing a network, application infrastructure or data center, the physical and human interdependencies are extremely complex and challenging to manage without the right technology.</p> <h3>Non-linear and non-hierarchical relationships</h3> <p>Relationships among the various nodes in your network are neither purely linear nor hierarchical, making it difficult to model using a traditional RDBMS. In addition, when two or more systems are brought together, these relationships become even more complex to describe.</p> <h3>Growing physical and virtual nodes</h3> <p>With rapid growth in network sizes and both the number and types of elements added to support new network users and services, your IT organization must develop systems that accommodate both current and future requirements. </p> </div> </div> <div class="columns medium-4"> <header class="relative"> <img class="use-case-features-icon" src="http://web.archive.org/web/20231003194216im_/https://neo4j.com/wp-content/themes/neo4jweb/assets/images/icons/icon-solutions-why-neo4j.svg" width="81px"/> <h2 class="use-case-features-title">Why Neo4j?</h2> </header> <div class="use-case-features-body"> <h3>Native graph storage</h3> <p>Unlike relational databases, Neo4j stores interconnected network data that is neither purely linear nor hierarchical. Neo4j’s native graph storage makes it easier to decipher your IT operations by not forcing intermediate indexing at every turn.</p> <h3>Flexible schema</h3> <p>Neo4j’s versatile property graph model makes it easier for organizations to evolve their network and infrastructure models, especially as new technology is constantly added and legacy technology is retired.</p> <h3>Performance and scalability</h3> <p>Neo4j’s native graph processing engine supports high-performance graph queries on large network datasets to enable real-time decision making.</p> <h3>High availability</h3> <p>The built-in, high-availability features of Neo4j ensure your network data is always available to mission-critical applications.</p> </div> </div> </div> </section>  <section class="interviews lg"> <h2 class="text-center">Telco Video Case Studies</h2> <div class="row"> <div class="small-12 columns"> <div class="video-rows toggle-extra-items"> <ul class="video-rows--list videos-list"> <li> <button 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