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Tiered Storage | StarTree

<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><title>Tiered Storage | StarTree</title><meta name="robots" content="index,follow"/><meta name="description" content="Analyze all of your data, new and historical, without slowing down queries or blowing your budget with Tiered Storage from StarTree."/><meta property="og:title" content="Tiered Storage | StarTree"/><meta property="og:description" content="Analyze all of your data, new and historical, without slowing down queries or blowing your budget with Tiered Storage from StarTree."/><meta property="og:url" content="https://startree.ai/products/tiered-storage"/><meta property="og:image" content="https://startreecms.wpenginepowered.com/wp-content/uploads/2024/08/Open-Graph.jpg"/><link rel="canonical" href="https://startree.ai/products/tiered-storage"/><meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1"/><link rel="apple-touch-icon" sizes="180x180" href="/favicon/apple-touch-icon.png"/><link 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style="background:radial-gradient(47.38% 47.38% at 50% 42.81%, #F94F8D 0%, rgba(233,244,252,0.02) 75.48%, rgba(233,248,255,0.00) 92.49%)"></div><div aria-hidden="true" class="pointer-events-none absolute rounded-full bottom-[-2000px] right-[-3120px] size-[3750px] lg:size-[4309px]" style="background:radial-gradient(47.38% 47.38% at 50% 42.81%, #21C6DC 8.43%, rgba(233, 248, 255, 0.00) 92.49%)"></div><div class="relative isolate overflow-hidden pb-12 lg:pb-[120px]"><div class="container pt-6 md:pt-[72px] md:grid md:grid-cols-2 md:items-center md:gap-6"><div class=""><div class="flex w-full flex-col text-center md:text-left"><h1 class="text-label-l mb-2.5 w-full text-ocean md:mb-4">Tiered Storage</h1><h2 class="w-full text-h2 md:w-full text-indigo mb-3 md:mb-6">Affordably scale real-time analytics workloads</h2><div class="prose w-full max-md:text-balance text-18 md:max-w-lg text-ocean"><p>Analyze all of your data, new and historical, without slowing down queries or blowing your budget. StarTree automatically stores the data you access most often for super-fast results.</p> </div><div class="flex w-auto items-center gap-[18px] md:gap-6 mt-[22px] justify-center md:justify-start md:mt-11"><a target="" class="hero-button w-auto " href="/saas-signup"><div class="text-center rounded-full focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-white px-[25px] relative overflow-hidden group isolate overflow-hidden w-auto py-3 md:px-8 md:py-4 text-link-m bg-turmeric text-indigo" type="button" text="[object Object]"><div>Start for free</div><div class="absolute -z-10 size-[98px] bg-[radial-gradient(50%_50%_at_50%_50%,_#FFFFFF_0%,_rgba(233,248,255,0.00)_100%)] opacity-0 transition-[opacity,transform] group-hover:opacity-100" style="left:0px;top:0px"><div class="absolute inset-0 m-auto size-14 bg-[radial-gradient(50%_50%_at_50%_50%,_#A6E8F1_0%,_rgba(233,248,255,0.00)_100%)]"></div></div></div></a><a target="" class="hero-button w-auto " href="/demo"><div class="text-link-m group flex items-center gap-2 w-auto text-indigo">Book a demo<span aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" fill="none" class="w-2.5 translate-x-0 transition-transform ease-[0.76,0,0.24,1] group-hover:translate-x-1.5 text-indigo" viewBox="0 0 12 12"><path d="M1 6h10.125M6.625 1.5l4.5 4.5-4.5 4.5" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round"></path></svg></span></div></a></div></div></div><div class="relative w-full max-sm:mx-auto md:ml-auto md:mt-0 mt-14"><img alt="Tiered Storage Hero V3" loading="lazy" width="486" height="278" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 max-lg:w-full max-sm:mx-auto max-sm:w-[80%] md:ml-auto" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F09%2Ftiered_storage-hero-v3.svg&amp;w=640&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F09%2Ftiered_storage-hero-v3.svg&amp;w=1080&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F09%2Ftiered_storage-hero-v3.svg&amp;w=1080&amp;q=75"/></div></div></div></div></div></section><section id="" class="relative isolate overflow-hidden_ overflow-clip bg-indigo-900 pt-12 lg:pt-[120px] pb-12 lg:pb-[120px]"><div class="space-y-8 md:space-y-20 container"><div class=""><div class="flex w-full flex-col text-center md:text-left"><h2 class="w-full text-h2 md:max-w-4xl text-white">Drastically reduce TCO and increase query efficiency</h2></div></div><div><div class="grid gap-5 md:grid-cols-2 lg:grid-cols-3 lg:gap-6"><div class="relative isolate flex min-h-[180px] flex-col items-start justify-between gap-10 overflow-hidden rounded-lg p-5 ring-1 md:min-h-[240px] lg:min-h-[280px] lg:p-6 bg-indigo xl:min-h-[380px] ring-white/[0.03]"><img alt="Updates Inserts" loading="lazy" width="128" height="128" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 h-10 w-auto md:h-12 xl:h-16" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FUpdates-inserts.png&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FUpdates-inserts.png&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FUpdates-inserts.png&amp;w=256&amp;q=75"/><div><h3 class="text-22 text-balance !font-semibold !leading-[1.2] text-sky">Simplify your data stack</h3></div></div><div class="relative isolate flex min-h-[180px] flex-col items-start justify-between gap-10 overflow-hidden rounded-lg p-5 ring-1 md:min-h-[240px] lg:min-h-[280px] lg:p-6 bg-indigo xl:min-h-[380px] ring-white/[0.03]"><img alt="Savings" loading="lazy" width="128" height="128" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 h-10 w-auto md:h-12 xl:h-16" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsavings.png&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsavings.png&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsavings.png&amp;w=256&amp;q=75"/><div><h3 class="text-22 text-balance !font-semibold !leading-[1.2] text-sky">Reduce your cost to serve data</h3></div></div><div class="relative isolate flex min-h-[180px] flex-col items-start justify-between gap-10 overflow-hidden rounded-lg p-5 ring-1 md:min-h-[240px] lg:min-h-[280px] lg:p-6 bg-indigo xl:min-h-[380px] ring-white/[0.03]"><img alt="Control" loading="lazy" width="128" height="128" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 h-10 w-auto md:h-12 xl:h-16" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fcontrol.png&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fcontrol.png&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fcontrol.png&amp;w=256&amp;q=75"/><div><h3 class="text-22 text-balance !font-semibold !leading-[1.2] text-sky">Configure based on your data needs</h3></div></div></div></div></div></section><section id="" class="relative isolate overflow-visible bg-white pt-12 lg:pt-[120px] pb-[28px] md:pb-12 lg:pb-20"><div class="space-y-8 md:space-y-20 container"><div class=""><div class="flex w-full flex-col text-center md:text-left"><h2 class="w-full text-h2 md:custom text-indigo mb-3 md:mb-6" style="max-width:700px">Greater storage flexibility and efficiency</h2><div class="prose w-full max-md:text-balance text-18 md:custom text-indigo-600" style="max-width:460px"><p>Unlock timely and accurate insights from your data in motion and power your real-time analytics application.</p> </div></div></div><div class="grid gap-6 lg:grid-cols-4 lg:pt-10"><nav class="max-lg:hidden lg:sticky lg:top-40 lg:space-y-[26px] lg:self-start"><a href="#tiered-storage" class="text-label-s flex text-left transition-colors text-indigo">Tiered storage</a><a href="#columnar-database" class="text-label-s flex text-left transition-colors text-ocean">Columnar database</a><a href="#compression-algorithms" class="text-label-s flex text-left transition-colors text-ocean">Compression algorithms</a></nav><div class="space-y-[27px] lg:col-span-3"><div class="relative isolate flex items-stretch justify-between overflow-hidden rounded-lg bg-sky-25 max-md:flex-col-reverse md:rounded-xl" id="tiered-storage"><div class="flex flex-1 flex-col justify-between gap-6 p-6 pt-0 md:pt-6 xl:px-10 xl:py-12"><div class="max-w-[365px]_ w-full md:max-w-[331px]"><h4 class="text-h4 text-indigo">Tiered storage</h4><div class="text-18 mt-2.5 text-ocean md:mt-4"><p>Reduce overall storage costs via Tiered Storage. Users can choose costly high I/O, SSD-based server nodes for fresh data and cheaper server nodes (with spinning disks) for less frequently used data. In addition, StarTree also provides a way to offload historical data into cloud object storage (eg: Amazon S3) while retaining the ability to query it seamlessly along with the local datasets.</p> </div></div></div><img alt="Tiered Storage Feature V2" loading="lazy" width="464" height="460" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 relative aspect-[464/300] w-[60%] max-w-[464px] shrink-0 max-md:mx-auto max-sm:mb-4 lg:w-full" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Ftiered_storage-feature-v2.svg&amp;w=640&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Ftiered_storage-feature-v2.svg&amp;w=1080&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Ftiered_storage-feature-v2.svg&amp;w=1080&amp;q=75"/><div aria-hidden="true" class="pointer-events-none absolute -z-10 h-[850px] w-[1100px] rounded-full opacity-80 xl:h-[1000px] xl:w-[1250px] left-[-577px] top-[-660px] bg-[radial-gradient(50%_50%_at_50%_50%,_#37D992_0%,_rgba(242,251,255,0.00)_100%)]"></div><div class="pointer-events-none absolute -z-10 h-[850px] w-[1100px] rounded-full opacity-80 xl:h-[1000px] xl:w-[1250px] bottom-[-730px] right-[-697px] bg-[radial-gradient(50%_50%_at_50%_50%,_#21C6DC_0%,_rgba(242,251,255,0.00)_100%)]"></div></div><div class="relative isolate flex items-stretch justify-between overflow-hidden rounded-lg bg-sky-25 max-md:flex-col-reverse md:rounded-xl" id="columnar-database"><div class="flex flex-1 flex-col justify-between gap-6 p-6 pt-0 md:pt-6 xl:px-10 xl:py-12"><div class="max-w-[365px]_ w-full md:max-w-[331px]"><h4 class="text-h4 text-indigo">Columnar database</h4><div class="text-18 mt-2.5 text-ocean md:mt-4"><p>StarTree, powered by Apache Pinot, is a columnar database that stores the incoming data in a column-wise fashion rather than row-wise. This means that all values in a column are stored together, making it easier to compress similar values.</p> </div></div></div><img alt="Tiered Storage Feature Columnar V4" loading="lazy" width="464" height="360" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 relative aspect-[464/300] w-[60%] max-w-[464px] shrink-0 max-md:mx-auto max-sm:mb-4 lg:w-full" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Ftiered_storage-feature_columnar-v4.svg&amp;w=640&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Ftiered_storage-feature_columnar-v4.svg&amp;w=1080&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Ftiered_storage-feature_columnar-v4.svg&amp;w=1080&amp;q=75"/><div aria-hidden="true" class="pointer-events-none absolute -z-10 h-[850px] w-[1100px] rounded-full opacity-80 xl:h-[1000px] xl:w-[1250px] bottom-[-645px] left-[-803px] bg-[radial-gradient(50%_50%_at_50%_50%,_#F94F8D_0%,_rgba(242,251,255,0.00)_100%)]"></div><div class="pointer-events-none absolute -z-10 h-[850px] w-[1100px] rounded-full opacity-80 xl:h-[1000px] xl:w-[1250px] right-[-739px] top-[-408px] -rotate-12 bg-[radial-gradient(50%_50%_at_50%_50%,_#07ACC2_0%,_rgba(242,251,255,0.00)_100%)]"></div></div><div class="relative isolate flex items-stretch justify-between overflow-hidden rounded-lg bg-sky-25 max-md:flex-col-reverse md:rounded-xl" id="compression-algorithms"><div class="flex flex-1 flex-col justify-between gap-6 p-6 pt-0 md:pt-6 xl:px-10 xl:py-12"><div class="max-w-[365px]_ w-full md:max-w-[331px]"><h4 class="text-h4 text-indigo">Compression algorithms</h4><div class="text-18 mt-2.5 text-ocean md:mt-4"><p>Compression algorithms like Dictionary encoding and Run-Length encoding go hand in hand with columnar representation, wherein repeated values are represented in a more concise form and only unique values are stored in the underlying storage in the raw form. This greatly reduces the on-disk footprint needed to store user data.</p> </div></div></div><img alt="Compaction" loading="lazy" width="928" height="920" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 relative aspect-[464/300] w-[60%] max-w-[464px] shrink-0 max-md:mx-auto max-sm:mb-4 lg:w-full" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FCompaction.png&amp;w=1080&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FCompaction.png&amp;w=1920&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FCompaction.png&amp;w=1920&amp;q=75"/><div aria-hidden="true" class="pointer-events-none absolute -z-10 h-[850px] w-[1100px] rounded-full opacity-80 xl:h-[1000px] xl:w-[1250px] bottom-[-730px] right-[-697px] -rotate-12 bg-[radial-gradient(50%_50%_at_50%_50%,_#6F42C1_0%,_rgba(242,251,255,0.00)_100%)]"></div><div class="pointer-events-none absolute -z-10 h-[850px] w-[1100px] rounded-full opacity-80 xl:h-[1000px] xl:w-[1250px]"></div></div></div></div></div></section><section id="" class="relative isolate overflow-hidden_ overflow-clip bg-white pt-[28px] md:pt-12 lg:pt-20 pb-[28px] md:pb-12 lg:pb-20"><div class="space-y-8 md:space-y-20 container"><div class=""><div class="relative isolate overflow-hidden rounded-lg bg-indigo-900 py-14 md:rounded-xl md:py-[104px]"><div class="mx-md:text-balance mx-auto max-w-2xl md:max-w-[894px]" style="opacity:0;will-change:opacity"><div style="opacity:0;will-change:opacity,transform;transform:translateY(-10px)"><img alt="Sovrn Logo 1" loading="lazy" width="104" height="22" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 mx-auto h-6" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsovrn-logo-1.svg&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsovrn-logo-1.svg&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsovrn-logo-1.svg&amp;w=256&amp;q=75"/></div><figure class="mt-10 md:mt-12"><blockquote class="text-28 text-center text-sky max-lg:px-3" style="opacity:0;will-change:opacity,transform;transform:translateY(-10px)"><div><p>&#8220;We needed to empower our publishers to easily understand and optimize their content’s revenue impact. We’ve partnered with StarTree to move from 24-48 hour delayed data to near real-time data. We can return data in less than a second on key metrics around revenue, clicks, and page views.&#8221;</p> </div></blockquote><figcaption class="mt-10 flex items-center justify-center gap-x-5 md:mt-12"><div class="size-12 overflow-hidden rounded-full bg-sky-25 md:size-16" style="opacity:0;will-change:opacity"><img alt="Sovrn Ryan Chichiroco" loading="lazy" width="260" height="259" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 undefined" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsovrn-ryan-chichiroco.jpg&amp;w=320&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsovrn-ryan-chichiroco.jpg&amp;w=640&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fsovrn-ryan-chichiroco.jpg&amp;w=640&amp;q=75"/></div><div><div class="text-h8 text-white" style="opacity:0;will-change:opacity,transform;transform:translateY(-10px)">Ryan Chichiroco</div><div class="text-16 mt-px text-sky-200" style="opacity:0;will-change:opacity,transform;transform:translateY(-10px)">Former VP of Engineering</div></div></figcaption></figure></div><div aria-hidden="true" class="pointer-events-none absolute bottom-[-900px] left-[-50%] -z-10 size-[1950px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#21C6DC_0%,_rgba(20,92,132,0.00)_100%)] opacity-70 md:bottom-[-1492px] md:left-[-30%]"></div></div></div></div></section><section id="" class="relative isolate overflow-hidden_ overflow-clip bg-white pt-[28px] md:pt-12 lg:pt-20 pb-12 lg:pb-[120px]"><div class="space-y-8 md:space-y-20 container"><div class=""><div class="flex w-full flex-col text-center md:text-left"><h6 class="text-label-l mb-2.5 w-full text-ocean md:mb-4">keep exploring</h6><h2 class="w-full text-h2 md:max-w-2xl text-indigo">The most powerful real-time analytics platform</h2></div></div><div class="grid gap-5 md:grid-cols-2 lg:grid-cols-12 lg:gap-6"><a class="aspect-[2/1]_ group relative isolate flex flex-col overflow-hidden rounded-lg bg-sky p-5 md:justify-between lg:rounded-xl lg:p-8 lg:even:flex-col-reverse lg:aspect-[690/490]_ lg:col-span-7 group" href="/products/real-time-upserts"><svg class="absolute right-8 top-8 w-[14px] opacity-0 transition-opacity group-hover:opacity-100" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 14 13"><path stroke="#00152E" stroke-linecap="round" stroke-width="1.32" d="M1 6.4h12.15"></path><path stroke="#00152E" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.32" d="m7.75 1 5.4 5.4-5.4 5.4"></path></svg><div><h3 class="text-h4 text-balancex text-indigo">Scalable real-time upserts</h3><div class="text-18 mt-2.5 text-ocean max-lg:text-balance md:mt-4 lg:max-w-[540px]">Upserts are two operations in one. If a data record doesn’t exist, it performs an insert. If it does already exist, it performs an update. StarTree can perform upserts scalably at millons of rows per second.</div></div><img alt="Scalable Real Time Upserts" loading="lazy" width="464" height="460" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 undefined" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FScalable-real-time-upserts.svg&amp;w=640&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FScalable-real-time-upserts.svg&amp;w=1080&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FScalable-real-time-upserts.svg&amp;w=1080&amp;q=75"/><div aria-hidden="true" class="pointer-events-none absolute -z-10 rounded-full left-[-889px] top-[-1400px] aspect-1 size-[1778px] bg-[radial-gradient(50%_50%_at_50%_50%,_#37D992_0%,_rgba(233,248,255,0.00)_100%)]"></div><div aria-hidden="true" class="pointer-events-none -z-10 scale-90 absolute bottom-[-1400px] right-[-1006px] aspect-1 size-[1778px] bg-[radial-gradient(50%_50%_at_50%_50%,_#21C6DC_0%,_rgba(233,248,255,0.00)_100%)]"></div></a><a class="aspect-[2/1]_ group relative isolate flex flex-col overflow-hidden rounded-lg bg-sky p-5 md:justify-between lg:rounded-xl lg:p-8 lg:even:flex-col-reverse lg:aspect-[486/490]_ lg:col-span-5 group" href="/products/indexing"><svg class="absolute right-8 top-8 w-[14px] opacity-0 transition-opacity group-hover:opacity-100" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 14 13"><path stroke="#00152E" stroke-linecap="round" stroke-width="1.32" d="M1 6.4h12.15"></path><path stroke="#00152E" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.32" d="m7.75 1 5.4 5.4-5.4 5.4"></path></svg><div><h3 class="text-h4 text-balancex text-indigo">Powerful, flexible indexing</h3><div class="text-18 mt-2.5 text-ocean max-lg:text-balance md:mt-4">Harness extensive indexing to analyze your data, any way you want. Unlike other techniques which work on a single column, the star-tree index is built on multiple columns, using pre-aggregated results.</div></div><img alt="Simplified Tiered Storage 1" loading="lazy" width="968" height="532" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 undefined" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FSimplified-Tiered-Storage-1.png&amp;w=1080&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FSimplified-Tiered-Storage-1.png&amp;w=2048&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FSimplified-Tiered-Storage-1.png&amp;w=2048&amp;q=75"/></a><a class="aspect-[2/1]_ group relative isolate flex flex-col overflow-hidden rounded-lg bg-sky p-5 md:justify-between lg:rounded-xl lg:p-8 lg:even:flex-col-reverse lg:aspect-[588/490]_ lg:col-span-6 group" href="/products/multi-stage-query-engine"><svg class="absolute right-8 top-8 w-[14px] opacity-0 transition-opacity group-hover:opacity-100" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 14 13"><path stroke="#00152E" stroke-linecap="round" stroke-width="1.32" d="M1 6.4h12.15"></path><path stroke="#00152E" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.32" d="m7.75 1 5.4 5.4-5.4 5.4"></path></svg><div><h3 class="text-h4 text-balancex text-indigo">Multi-stage query engine</h3><div class="text-18 mt-2.5 text-ocean max-lg:text-balance md:mt-4 lg:max-w-[500px]">Trust StarTree to handle your multi-stage data processing. Run complex SQL queries without sacrificing blazing fast query performance. And gain the business insights your teams need, in real-time.</div></div><img alt="Real Time Upserts" loading="lazy" width="588" height="580" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 undefined" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Freal-time-upserts.svg&amp;w=640&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Freal-time-upserts.svg&amp;w=1200&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Freal-time-upserts.svg&amp;w=1200&amp;q=75"/></a><a class="aspect-[2/1]_ group relative isolate flex flex-col overflow-hidden rounded-lg bg-sky p-5 md:justify-between lg:rounded-xl lg:p-8 lg:even:flex-col-reverse lg:aspect-[588/490]_ lg:col-span-6 group" href="/products/autoscaling-minions"><svg class="absolute right-8 top-8 w-[14px] opacity-0 transition-opacity group-hover:opacity-100" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 14 13"><path stroke="#00152E" stroke-linecap="round" stroke-width="1.32" d="M1 6.4h12.15"></path><path stroke="#00152E" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.32" d="m7.75 1 5.4 5.4-5.4 5.4"></path></svg><div><h3 class="text-h4 text-balancex text-indigo">Autoscaling minions</h3><div class="text-18 mt-2.5 text-ocean max-lg:text-balance md:mt-4 lg:max-w-[500px]">Save costs on your cloud infrastructure with autoscaling minions. Ensure tasks are processed efficiently and drop the legwork of repartitioning data post-ingestion and merging smaller segments into larger ones.</div></div><img alt="Auto Scaling Minions 2" loading="lazy" width="1176" height="902" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 undefined" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FAuto-scaling-minions-2.png&amp;w=1200&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FAuto-scaling-minions-2.png&amp;w=3840&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2FAuto-scaling-minions-2.png&amp;w=3840&amp;q=75"/><div aria-hidden="true" class="pointer-events-none absolute -z-10 rounded-full right-[-813px] top-[-1300px] size-[1778px] bg-[radial-gradient(50%_50%_at_50%_50%,_#AE95DC_0%,_rgba(233,248,255,0.00)_100%)]"></div><div aria-hidden="true" class="pointer-events-none -z-10 scale-90"></div></a></div></div></section></main><div class="space-y-4 bg-indigo py-4 md:pb-[60px] md:pt-16"><div class="header-container"><div class="relative isolate overflow-hidden rounded-lg bg-white/[0.03] px-6 py-10 md:rounded-xl md:px-8 md:py-16 lg:px-20 lg:py-[125px]"><h2 class="text-cta relative z-10 max-w-xl text-sky-25">Ready to deploy real-time analytics?</h2><div class="text-18 prose prose-sky relative z-10 mt-3 !max-w-xl !text-sky-200 md:mt-6"><p>Start for free or book a demo with our team.</p> </div><div class="relative z-10 mt-[22px] flex items-center gap-x-[18px] sm:gap-x-6 md:mt-[47px]"><a class="cta-button block" href="/saas-signup"><div class="text-center rounded-full focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-white px-[25px] relative overflow-hidden group isolate 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