RavenDB Performance Overview

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</div> </div> </div> </div> </li> <li class="menu-item menu-item--main"> <a href="https://ravendb.net/support" class="nav-link">Support</a> </li> <li class="menu-item menu-item--main"> <a href="https://ravendb.net/about" class="nav-link">About</a> </li> <li class="menu-item menu-item--main"> <a href="https://ravendb.net/contact" class="nav-link">Contact</a> </li> <li class="menu-item menu-item--search d-none d-lg-block"> <button class="d-flex align-items-center justify-content-center border-0 bg-transparent hover-opacity-0-75 js-show-search"> <span class="menu-item__icon-search line-height-1"> <i class="icon icon-search text-light-gray font-size-14"></i> </span> <span class="menu-item__icon-close line-height-1"> <svg width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg"> <title>Arrow icon</title> <path d="M-0.00317001 1.20856L4.78985 6.00159L-0.00317001 10.7946L1.20539 12.0032L5.99841 7.21015L10.7914 12.0032L12 10.7946L7.20698 6.00159L12 1.20856L10.7914 0L5.99841 4.79302L1.20539 0L-0.00317001 1.20856Z" fill="#F0F4F6"/> </svg> <span class="d-inline-block c-ml-2 text-light-gray">Close</span> </span> </button> </li> </ul> <a class="d-block d-lg-none" href="#mobile-navigation"> <svg width="16" height="13" viewBox="0 0 16 13" fill="none" xmlns="http://www.w3.org/2000/svg"> <title>Hamburger menu icon</title> <rect width="16" height="3" rx="1" fill="#F0F4F6"/> <rect y="5" width="16" height="3" rx="1" fill="#F0F4F6"/> <rect y="10" width="16" height="3" rx="1" fill="#F0F4F6"/> </svg> </a> <div class="js-minicart d-none d-xl-flex"></div> </div> </div> </div> </nav> </header> <main id="main" class="position-relative"> <section class="hero-section-with-background-image-and-icon position-relative z-index-0"> <div class="hero-section-with-background-image-and-icon__content-wrapper position-relative z-index-2"> <div class="container"> <div class="hero-section-with-background-image-and-icon__content"> <h1 class="font-size-38 font-weight-black line-height-1-2">RavenDB<br /> Performance Overview</h1> <div class="hero-section-with-background-image-and-icon__entry-content entry-content c-mt-5 line-height-1-3"> <p>This page presents a clear picture of how well RavenDB performs crucial tasks such as CRUD operations, queries, and indexing. Spoiler alert: We’re elated with the results!</p> <p>To be able to estimate how RavenDB will perform in your environment, see performance statistics under various load demands, disk types, instance types, and platforms.</p> </div> </div> </div> </div> <div class="hero-section-with-background-image-and-icon__background-wrapper position-absolute w-100 h-100 overflow-hidden"> <img src="https://ravendb.net/wp-content/uploads/2022/11/1.svg" class="d-none d-lg-block w-100 h-100 object-fit-cover" alt="" decoding="async" /> <img src="https://ravendb.net/wp-content/uploads/2022/11/2.svg" class="d-lg-none w-100 h-100 object-fit-cover" alt="" decoding="async" /> </div> </section> <div class="container c-mt-8 c-mt-lg-6"> <div class="row"> <div class="col-lg-8 order-2 order-lg-1"> <div id="acf-block-performance-block_aa070f5b2e0b3000757800aa0f1273bf" class="acf-block-performance overflow-hidden c-mt-7 c-mt-lg-5" data-aos="fade-in" > <div id="crud" class="acf-block-performance__top c-p-6 d-flex" > <div> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2022/11/11.svg" class="" alt="" /> </div> <div class="c-ml-6"> <h2 class="acf-block-performance__title font-weight-bold"> CRUD </h2> <div class="acf-block-performance__description entry-content c-mt-3 text-light-gray-secondary"> <p>In these scenarios, we measure the performance of loads, creates, and updates using different operations available via the RavenDB <a href="https://ravendb.net/docs/article-page/latest/csharp/client-api/session/what-is-a-session-and-how-does-it-work">Session Class</a>, and using the RavenDB <a href="https://ravendb.net/docs/article-page/latest/csharp/client-api/rest-api/rest-api-intro">REST API</a>.</p> </div> </div> </div> <div class="bg-secondary c-px-6 c-pb-3"> <div id="crud-store" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Store </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>This scenario stores 100K Company documents using our bulk docs endpoint with a batch size set to 50 documents. The batches of documents are added serially in a single thread manner and more load can be added to the server. This endpoint is a foundation of the RavenDB Client API and is used by the Session.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/csharp/client-api/session/storing-entities">here</a>.</p> <p>We measure the machine performance and the duration of the scenario.</p> <p>The graph shows the number of documents imported per second. It highlights that this scenario puts significant stress on the disk. As a result, NVMe disks have a considerable advantage here. Apart from this, there are no major differences between the machine types.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>3 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>100k Documents</p> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="create_companies"> <div id="legend-create_companies" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Docs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="crud-bulk-insert" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Bulk Insert </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>This scenario inserts 1M Company documents using the Bulk Insert API. It is very useful for migration or importing purposes of large bulks of data. The batches of documents are added serially in a single thread manner and more load can be added to the server.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/Csharp/client-api/bulk-insert/how-to-work-with-bulk-insert-operation">here</a>.</p> <p>We measure the machine performance and the duration of the scenario.</p> <p>The graph shows the number of documents imported per second. It highlights that this scenario puts significant stress on the disk. As a result, NVMe disks have a considerable advantage here. Apart from this, there are no major differences between the machine types.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1M Documents</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-disk-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data disk size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.12GB</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/document-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Document size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>450 bytes</p> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="bulk_insert_companies"> <div id="legend-bulk_insert_companies" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Docs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="crud-random-loads" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Random Loads </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>This scenario gives you an overview of random read operations on 6M User documents from the StackOverflow database. The commands are executed against the server using the REST API without client overhead. The same endpoint is used by our Client API to perform the Load operations.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/csharp/client-api/rest-api/document-commands/get-documents-by-id">here</a>.</p> <p>The 99% percentile of requests latency is under 34 ms.<br /> The average request latency is 7 ms.</p> <p>The graph shows the number of requests per second, indicating that this scenario is CPU-bound. Machines with better CPUs, like the 2vCPU 16GB RAM machine with NVMe disk, or those with more cores, allow us to retrieve more documents.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>6M Users documents</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/sampling-time.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Sampling time</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 min</p> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="random_loads"> <div id="legend-random_loads" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Docs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="crud-import-dump-file" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Import Dump File </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>This scenario measures the time taken to import a file with 6M User documents from the Stackoverflow database. In real-world applications this scenario occurs when restoring a database from a backup.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/csharp/client-api/operations/maintenance/backup/restore#restore-database-to-a-single-node">here</a>.</p> <p>We measure the machine performance and the duration of the scenario.</p> <p>The graph shows the number of documents imported per second. This scenario is mostly CPU-bound, where machines with more cores allow us to retrieve more documents. Upgrading to a better disk improves performance by about 7%. However, using an NVMe type disk significantly boosts performance by roughly 21% for a 2vCPU 16GB RAM machine.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>6M Users documents</p> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="import_so_users"> <div id="legend-import_so_users" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Docs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> </div> </div> <div id="acf-block-performance-block_2ab1a30981e8fea408ca1de440c08ee4" class="acf-block-performance overflow-hidden c-mt-7 c-mt-lg-5" data-aos="fade-in" > <div id="queries" class="acf-block-performance__top c-p-6 d-flex" > <div> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/Queries-Icon.svg" class="" alt="" /> </div> <div class="c-ml-6"> <h2 class="acf-block-performance__title font-weight-bold"> Queries </h2> <div class="acf-block-performance__description entry-content c-mt-3 text-light-gray-secondary"> <p>In these scenarios, we measure the performance of querying the database using various <a href="https://ravendb.net/docs/article-page/latest/csharp/indexes/querying/basics">types of queries</a>.</p> <p>All queries are sent in parallel in 8 threads (using the <a href="https://github.com/wg/wrk" target="_blank" rel="noopener nofollow" class="external">wrk</a> tool). All queries are querying on precalculated <a href="https://ravendb.net/docs/article-page/latest/csharp/indexes/creating-and-deploying">static indexes</a>, and without using the caching abilities of RavenDB, which would make the queries even faster.</p> </div> </div> </div> <div class="bg-secondary c-px-6 c-pb-3"> <div id="queries-query-for-a-single-record" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Query for a single record </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the performance of a query with a ‘where’ clause against a predefined index with 454K entries.<br /> The command is using the Query API capability without client overhead. The same endpoint is used by the querying mechanism in our Client API.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/csharp/client-api/session/querying/how-to-query#session.query">here</a>.</p> <p>The 99% percentile of queries latency is under 40 ms.<br /> The average query latency is 10.54 ms.</p> <p>The graph shows the number of requests per second. This scenario is CPU-bound since the dataset fits into memory. More cores allow us to retrieve more documents, making the disk type less significant. However, for a 2vCPU 16GB RAM machine with an NVMe disk, we get slightly better performance due to the superior CPU.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454K Users</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/sampling-time.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Sampling time</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 min</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Samplequery67f76fa4e5723" aria-expanded="false" aria-controls="Samplequery67f76fa4e5723" > Sample query <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Samplequery67f76fa4e5723" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-sql my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> <span class="token keyword">index</span> <span class="token string">'Users/DisplayNames'</span><br> <span class="token keyword">where</span> DisplayName <span class="token operator">=</span> <span class="token string">"user3654819"</span><br> <span class="token keyword">select</span> Views </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition67f76fa4e5742" aria-expanded="false" aria-controls="Indexdefinition67f76fa4e5742" > Index definition <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition67f76fa4e5742" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> user <span class="token keyword">in</span> docs.Users<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    user<span class="token punctuation">.</span>DisplayName<br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="queries_where"> <div id="legend-queries_where" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Reqs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="queries-query-using-date-range-and-paging" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Query using date range and paging </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the performance of a query with a ‘where’ clause on a DateTime field, against a predefined index with 454K entries. This is a range query with many unique terms.<br /> The command is using the Query API capability without client overhead. The same endpoint is used by the querying mechanism in our Client API.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/csharp/client-api/session/querying/how-to-query#session.query">here</a>.</p> <p>The 99% percentile of queries latency is under 93 ms.<br /> The average query latency is 87 ms.</p> <p>The graph shows the number of requests per second. This scenario is CPU-bound since the dataset fits into memory. More cores allow us to retrieve more documents, making the disk type less significant. However, for a 2vCPU 16GB RAM machine with an NVMe disk, we get slightly better performance due to the superior CPU.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454K Users</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/sampling-time.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Sampling time</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 min</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Samplequery67f76fa4e5a50" aria-expanded="false" aria-controls="Samplequery67f76fa4e5a50" > Sample query <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Samplequery67f76fa4e5a50" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-sql my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> <span class="token keyword">index</span> <span class="token string">'Questions/ByCreationDateAndTags'</span><br> <span class="token keyword">where</span> Tags <span class="token operator">=</span> <span class="token string">"html"</span><br> <span class="token operator">and</span> CreationDate <span class="token keyword">between</span><br> <span class="token string">'2013-04-30T00:00:00.0000000Z'</span><br> <span class="token operator">and</span> <span class="token string">'2013-05-30T00:00:00.0000000Z'</span><br> <span class="token keyword">limit</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">10</span> </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition67f76fa4e5a6d" aria-expanded="false" aria-controls="Indexdefinition67f76fa4e5a6d" > Index definition <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition67f76fa4e5a6d" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> q <span class="token keyword">in</span> docs<span class="token punctuation">.</span>Questions<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    CreationDate <span class="token operator">=</span> q<span class="token punctuation">.</span>CreationDate<span class="token punctuation">,</span><br>    Tags <span class="token operator">=</span> q<span class="token punctuation">.</span>Tags<br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="queries_questions_dates"> <div id="legend-queries_questions_dates" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Reqs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="queries-query-using-full-text-search" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Query using full text search </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the performance of a query with ‘full-text search on a particular field’ against a predefined index with 562K entries.<br /> The command is using the Query API capability without client overhead. The same endpoint is used by the querying mechanism in our Client API.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/csharp/client-api/session/querying/how-to-use-search">here</a>.</p> <p>The 99% percentile of queries latency is under 89 ms.<br /> The average query latency is 29 ms.</p> <p>The graph shows the number of requests per second. This scenario is CPU-bound since the dataset fits into memory. More cores allow us to retrieve more documents, making the disk type less significant. However, for a 2vCPU 16GB RAM machine with an NVMe disk, we get slightly better performance due to the superior CPU.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454K Users</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/sampling-time.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Sampling time</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 min</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Samplequery67f76fa4e5eb4" aria-expanded="false" aria-controls="Samplequery67f76fa4e5eb4" > Sample query <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Samplequery67f76fa4e5eb4" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-sql my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> <span class="token keyword">index</span> <span class="token string">'Questions/Search'</span><br> <span class="token keyword">where</span> <span class="token function">search</span><span class="token punctuation">(</span>Title<span class="token punctuation">,</span> <span class="token string">'RIA WCF'</span><span class="token punctuation">)</span><br> <span class="token keyword">limit</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">10</span> </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition67f76fa4e5ed9" aria-expanded="false" aria-controls="Indexdefinition67f76fa4e5ed9" > Index definition <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition67f76fa4e5ed9" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> q <span class="token keyword">in</span> docs<span class="token punctuation">.</span>Questions<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    CreationDate <span class="token operator">=</span> q<span class="token punctuation">.</span>CreationDate<span class="token punctuation">,</span><br>    Tags <span class="token operator">=</span> q<span class="token punctuation">.</span>Tags<span class="token punctuation">,</span><br>    Score <span class="token operator">=</span> q<span class="token punctuation">.</span>Score<span class="token punctuation">,</span><br>    Title <span class="token operator">=</span> q<span class="token punctuation">.</span>Title<span class="token punctuation">,</span><br>    Users <span class="token operator">=</span> <span class="token keyword">new</span><span class="token punctuation">[</span><span class="token punctuation">]</span> {<br>       q<span class="token punctuation">.</span>OwnerUserId<span class="token punctuation">,</span><br>       q<span class="token punctuation">.</span>LastEditorUserId<span class="token punctuation">,</span><br>       q<span class="token punctuation">.</span>Answers<span class="token punctuation">.</span><span class="token function">Select</span><span class="token punctuation">(</span>x <span class="token operator">=</span><span class="token operator">></span><br>          x<span class="token punctuation">.</span>OwnerUserId<span class="token punctuation">)</span><br>    <span class="token punctuation">}</span><br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="queries_questions_search"> <div id="legend-queries_questions_search" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Reqs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="queries-query-by-multiple-facets" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Query by Multiple Facets </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the performance of a ‘faceted’ query against a predefined index with 562K entries.<br /> The command is using the Query API capability without client overhead. The same endpoint is used by the querying mechanism in our Client API.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/Csharp/client-api/session/querying/how-to-perform-a-faceted-search">here</a>.</p> <p>The 99% percentile of queries latency is under 65 ms.<br /> The average query latency is 7 ms.</p> <p>The graph shows the number of requests per second. This scenario is CPU-bound since the dataset fits into memory. More cores allow us to retrieve more documents, making the disk type less significant. However, for a 2vCPU 16GB RAM machine with an NVMe disk, we get slightly better performance due to the superior CPU.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454K Users</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/sampling-time.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Sampling time</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 min</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Samplequery67f76fa4e630d" aria-expanded="false" aria-controls="Samplequery67f76fa4e630d" > Sample query <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Samplequery67f76fa4e630d" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-sql my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> <span class="token keyword">index</span> <span class="token string">'Questions/TagsFaceted'</span><br> <span class="token keyword">where</span> Tags <span class="token operator">=</span> <span class="token string">"tdbgrid"</span><br> <span class="token keyword">select</span> <span class="token function">facet</span><span class="token punctuation">(</span>Year<span class="token punctuation">,</span> <span class="token function">sum</span><span class="token punctuation">(</span>ViewCount<span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">,</span><br> <span class="token function">facet</span><span class="token punctuation">(</span>AnswersCount <span class="token operator"><</span> <span class="token number">1</span><span class="token punctuation">,<br>    </span>AnswersCount <span class="token keyword">between</span> <span class="token number">1</span> and <span class="token number">10</span><span class="token punctuation">,<br>    </span>AnswersCount <span class="token operator">></span> <span class="token number">10</span><span class="token punctuation">)</span> </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition67f76fa4e6348" aria-expanded="false" aria-controls="Indexdefinition67f76fa4e6348" > Index definition <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition67f76fa4e6348" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> u <span class="token keyword">in</span> docs<span class="token punctuation">.</span>Questions<br> <span class="token keyword">select</span> <span class="token keyword">new</span><br> <span class="token punctuation">{</span><br>    Year</span> <span class="token operator">=</span> u<span class="token punctuation">.</span>CreationDate<span class="token punctuation">.</span>Year<span class="token punctuation">,</span><br>    ViewCount <span class="token operator">=</span> u<span class="token punctuation">.</span>ViewCount<span class="token punctuation">,</span><br>    Tags <span class="token operator">=</span> u<span class="token punctuation">.</span>Tags<span class="token punctuation">.</span><span class="token function">Select</span><span class="token punctuation">(</span>a <span class="token operator">=</span><span class="token operator">></span> a<span class="token punctuation">)</span><span class="token punctuation">,</span><br>    AnswersCount <span class="token operator">=</span> u<span class="token punctuation">.</span>Answers<span class="token punctuation">.</span>Length<br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="queries_faceted"> <div id="legend-queries_faceted" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Reqs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="queries-order-by-textual-field" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Order by textual field </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the performance of a query with ‘orderby’ on a field with type string, against a predefined index with 562K entries.<br /> The command is using the Query API capability without client overhead. The same endpoint is used by the querying mechanism in our Client API.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/Csharp/indexes/querying/sorting">here</a>.</p> <p>The 99% percentile of queries latency is under 65 ms.<br /> The average query latency is 59 ms.</p> <p>The graph shows the number of requests per second. This scenario is CPU-bound since the dataset fits into memory. More cores allow us to retrieve more documents, making the disk type less significant. However, for a 2vCPU 16GB RAM machine with an NVMe disk, we get slightly better performance due to the superior CPU.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454K Users</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/sampling-time.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Sampling time</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 min</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Samplequery67f76fa4e676d" aria-expanded="false" aria-controls="Samplequery67f76fa4e676d" > Sample query <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Samplequery67f76fa4e676d" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-sql my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> <span class="token keyword">index</span> <span class="token string">'Questions/ByTagsOrderByTitle'</span><br> <span class="token keyword">where</span> Tags <span class="token operator">=</span> <span class="token string">"eigenvalue"</span><br> <span class="token keyword">order</span> <span class="token keyword">by</span> Year<br> <span class="token keyword">select</span> AnswerCount <span class="token keyword">limit</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">47</span> </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition67f76fa4e679b" aria-expanded="false" aria-controls="Indexdefinition67f76fa4e679b" > Index definition <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition67f76fa4e679b" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> question <span class="token keyword">in</span> docs<span class="token punctuation">.</span>Questions<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    question<span class="token punctuation">.</span>Tags<span class="token punctuation">,</span><br>    question<span class="token punctuation">.</span>CreationDate<span class="token punctuation">.</span>Year<span class="token punctuation">,</span><br>    question<span class="token punctuation">.</span>ViewCount<br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="queries_orderby_string"> <div id="legend-queries_orderby_string" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Reqs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="queries-order-by-numeric-field" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Order by numeric field </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the performance of a query with ‘orderby’ on a field with long type, against a predefined index with 562K entries.<br /> The command is using the Query API capability without client overhead. The same endpoint is used by the querying mechanism in our Client API.</p> <p>The 99% percentile of queries latency is under 97 ms.<br /> The average query latency is 25 ms.</p> <p>You can read more about it <a href="https://ravendb.net/docs/article-page/5.4/Csharp/indexes/querying/sorting">here</a>.</p> <p>The graph shows the number of requests per second. This scenario is CPU-bound since the dataset fits into memory. More cores allow us to retrieve more documents, making the disk type less significant. However, for a 2vCPU 16GB RAM machine with an NVMe disk, we get slightly better performance due to the superior CPU</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454K Users</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/sampling-time.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Sampling time</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 min</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Samplequery67f76fa4e6b99" aria-expanded="false" aria-controls="Samplequery67f76fa4e6b99" > Sample query <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Samplequery67f76fa4e6b99" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-sql my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> <span class="token keyword">index</span> <span class="token string">'Questions/ByTagsOrderByTitle'</span><br> <span class="token keyword">where</span> Tags <span class="token operator">=</span> <span class="token string">"xval"</span><br> <span class="token keyword">order</span> <span class="token keyword">by</span> ViewCount <span class="token keyword">as</span> <span class="token keyword">long</span><br> <span class="token keyword">select</span> AnswerCount<br> <span class="token keyword">limit</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">47</span> </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition67f76fa4e6bbc" aria-expanded="false" aria-controls="Indexdefinition67f76fa4e6bbc" > Index definition <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition67f76fa4e6bbc" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> question <span class="token keyword">in</span> docs<span class="token punctuation">.</span>Questions<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    question<span class="token punctuation">.</span>Tags<span class="token punctuation">,</span><br>    question<span class="token punctuation">.</span>CreationDate<span class="token punctuation">.</span>Year<span class="token punctuation">,</span><br>    question<span class="token punctuation">.</span>ViewCount<br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="queries_orderby_long"> <div id="legend-queries_orderby_long" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Reqs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> </div> </div> <div id="acf-block-performance-block_98af941040e1de57189ab75a20f5c62d" class="acf-block-performance overflow-hidden c-mt-7 c-mt-lg-5" data-aos="fade-in" > <div id="indexing" class="acf-block-performance__top c-p-6 d-flex" > <div> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/indexing-icon.svg" class="" alt="" /> </div> <div class="c-ml-6"> <h2 class="acf-block-performance__title font-weight-bold"> Indexing </h2> <div class="acf-block-performance__description entry-content c-mt-3 text-light-gray-secondary"> <p>In these scenarios, we measure RavenDB performance during <a href="https://ravendb.net/docs/article-page/latest/csharp/studio/database/indexes/indexes-overview">indexing</a>.</p> </div> </div> </div> <div class="bg-secondary c-px-6 c-pb-3"> <div id="indexing-indexing-map-reduce" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Indexing Map-Reduce </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the indexing speed (how many documents a given index is able to process per second) on a Map-Reduce index.<br /> The index performs an aggregation on the Tags from the Questions collection of the Stackoverflow dataset.<br /> Querying this index will return information about the occurrence of Tags (Count), the total number of Answers for each Tag (Answers), and a total number of accepted Answers for each Tag (AcceptedAnswers).</p> <p>This is a common scenario and a typical usage of a Map-Reduce index to perform an aggregation operation The advantage of doing this in the index, instead of a Query, is that the results are pre-computed and almost no additional operations are needed to satisfy the query, giving you instant results.</p> <p>You can read more about Map-Reduce indexes <a href="https://ravendb.net/docs/article-page/5.4/csharp/studio/database/indexes/create-map-reduce-index">here</a>.</p> <p>The graph shows the number of documents mapped per second, highlighting that this scenario is disk-bound. Using an NVMe type disk significantly boosts performance by roughly 31% for a 2vCPU 16GB RAM machine and even outperforms a 16vCPU 64GB RAM machine with an SSD disk by approximately 26%.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454k Users</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition-Map67f76fa4e7aeb" aria-expanded="false" aria-controls="Indexdefinition-Map67f76fa4e7aeb" > Index definition – Map <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition-Map67f76fa4e7aeb" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> q <span class="token keyword">in</span> docs<span class="token punctuation">.</span>Questions<br> <span class="token keyword">from</span> tag <span class="token keyword">in</span> q<span class="token punctuation">.</span>Tags<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    Tag <span class="token operator">=</span> tag<span class="token punctuation">,</span><br>    Count <span class="token operator">=</span> <span class="token number">1</span><span class="token punctuation">,</span><br>    Answers <span class="token operator">=</span> q<span class="token punctuation">.</span>AnswerCount<span class="token punctuation">,</span><br>    AcceptedAnswers <span class="token operator">=</span><br>    q<span class="token punctuation">.</span>AcceptedAnswerId <span class="token operator">!=</span><br>       <span class="token boolean">null</span> ? <span class="token number">1</span> : <span class="token number">0</span><br> <span class="token punctuation">}</span> </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition-Reduce67f76fa4e7b09" aria-expanded="false" aria-controls="Indexdefinition-Reduce67f76fa4e7b09" > Index definition – Reduce <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition-Reduce67f76fa4e7b09" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> result <span class="token keyword">in</span> <span class="token variable">results</span><br> <span class="token keyword">group</span> result <span class="token keyword">by</span> result<span class="token punctuation">.</span>Tag <span class="token keyword">into</span> g<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    Tag <span class="token operator">=</span> g<span class="token punctuation">.</span><span class="token variable">Key</span><span class="token punctuation">,</span><br>    Count <span class="token operator">=</span> Enumerable<span class="token punctuation">.</span><span class="token function">Sum</span><span class="token punctuation">(</span>g<span class="token punctuation">,</span> x <span class="token operator">=</span><span class="token operator">></span><br>       x<span class="token punctuation">.</span>Count<span class="token punctuation">)</span><span class="token punctuation">,</span><br>    Answers <span class="token operator">=</span> Enumerable<span class="token punctuation">.</span><span class="token function">Sum</span><span class="token punctuation">(</span>g<span class="token punctuation">,</span> x0 <span class="token operator">=</span><span class="token operator">></span><br>       x0<span class="token punctuation">.</span>Answers<span class="token punctuation">)</span><span class="token punctuation">,</span><br>    AcceptedAnswers <span class="token operator">=</span><br>    Enumerable<span class="token punctuation">.</span><span class="token function">Sum</span><span class="token punctuation">(</span>g<span class="token punctuation">,</span> x1 <span class="token operator">=</span><span class="token operator">></span><br>       x1<span class="token punctuation">.</span>AcceptedAnswers<span class="token punctuation">)</span><br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="index_questionstags"> <div id="legend-index_questionstags" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Docs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> <div id="indexing-indexing-map-reduce-by-months" class="c-pt-7"> <h3 class="acf-block-performance__section-title position-relative"> <span class="acf-block-performance__section-title-text position-relative c-pr-6 z-index-1 bg-secondary font-weight-bold"> Indexing Map-Reduce by Months </span> </h3> <div class="d-flex flex-column c-mt-4"> <div class="acf-block-performance__section-description entry-content text-light-gray-secondary c-mt-4 c-mt-lg-0"> <p>In this scenario we are measuring the indexing speed (how many documents a given index is able to process per second) on a Map-Reduce index.<br /> The index performs an aggregation on the Tags and the CreationDate fields from the Questions collection of the Stackoverflow dataset.<br /> Querying this index will return information about the occurrence of Tags (Count) for a particular Month.</p> <p>This is a common scenario and typical usage of a Map-Reduce index to perform an aggregation operation. The advantage of doing this in the index, instead of a Query, is that the results are pre-computed and almost no additional operations are needed to satisfy the query, giving you instant results.</p> <p>The difference of this scenario from the Indexing Map-Reduce scenario above is that the grouping is done on two fields, so we have double work to do, but the performance difference is only ~14% slower.</p> <p>You can read more about the Map-Reduce indexes <a href="https://ravendb.net/docs/article-page/5.4/csharp/studio/database/indexes/create-map-reduce-index">here</a>.</p> <p>The graph shows the number of documents mapped per second, highlighting that this scenario is disk-bound. Using an NVMe type disk significantly boosts performance by roughly 45% for a 2vCPU 16GB RAM machine and outperforms a 16vCPU 64GB RAM machine with an SSD disk by approximately 32%.</p> </div> <div class="acf-block-performance__section-features c-mt-5 c-pr-md-4"> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/cluster-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Cluster size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1 node</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>Stackoverflow Database</p> </div> </div> <div> <div class="acf-block-performance__section-feature-item-head bg-light-shark text-light-gray-secondary font-size-11"> <figure class="d-flex justify-content-center align-items-center"> <img decoding="async" src="https://ravendb.net/wp-content/uploads/2023/01/data-set-size.svg" class="d-block h-auto w-auto lazyload" alt="" data-lazy="true" /> <figcaption class="font-weight-semi-bold">Data set size</figcaption> </figure> </div> <div class="acf-block-performance__section-feature-item-body bg-gray-2 text-light-gray-secondary text-center font-size-10 d-flex justify-content-center align-items-center"> <p>1.01M documents – 562K Questions, 454K Users</p> </div> </div> </div> <div class="acf-block-performance__section-dropdowns mt-4 flex-wrap overflow-hidden c-pr-md-4"> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition-Map67f76fa4e7d59" aria-expanded="false" aria-controls="Indexdefinition-Map67f76fa4e7d59" > Index definition – Map <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition-Map67f76fa4e7d59" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> q <span class="token keyword">in</span> docs<span class="token punctuation">.</span>Questions<br> <span class="token keyword">from</span> tag <span class="token keyword">in</span> q<span class="token punctuation">.</span>Tags<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    Tag <span class="token operator">=</span> tag<span class="token punctuation">,</span><br>    Count <span class="token operator">=</span> <span class="token number">1</span><span class="token punctuation">,</span><br>    Month <span class="token operator">=</span><br>    q<span class="token punctuation">.</span>CreationDate<span class="token punctuation">.</span><span class="token function">ToString</span><span class="token punctuation">(</span><span class="token string">"yyyy-</span><br>   <span class="token string">MM"</span><span class="token punctuation">)</span><br> <span class="token punctuation">}</span> </pre> </div> </div> <div class="acf-block-performance__section-dropdowns-wrapper w-100"> <button class="acf-block-performance__section-dropdowns-item position-relative font-weight-semi-bold w-100 border-0 font-size-11 text-left py-3 px-4 collapsed" type="button" data-toggle="collapse" data-target="#Indexdefinition-Reduce67f76fa4e7d7b" aria-expanded="false" aria-controls="Indexdefinition-Reduce67f76fa4e7d7b" > Index definition – Reduce <svg class="acf-block-performance__section-dropdowns-icon position-absolute m-auto" width="12" height="12" viewBox="0 0 12 12" fill="none" xmlns="http://www.w3.org/2000/svg" > <path d="M7.4438 7.83745L11.1375 4.1437L9.6938 2.69995L6.00005 6.3937L2.3063 2.7187L0.862549 4.16245L6.00005 9.29995L7.4438 7.83745Z" /> </svg> </button> <div id="Indexdefinition-Reduce67f76fa4e7d7b" class="acf-block-performance__section-dropdowns-collapse collapse show" > <pre class="acf-block-performance__section-dropdowns-code language-language-csharp my-0 pt-0 px-4 bg-light-shark"> <span class="token keyword">from</span> result <span class="token keyword">in</span> <span class="token variable">results</span><br> <span class="token keyword">group</span> result <span class="token keyword">by</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    Tag <span class="token operator">=</span> result<span class="token punctuation">.</span>Tag<span class="token punctuation">,</span><br>    Month <span class="token operator">=</span> result<span class="token punctuation">.</span>Month<br> <span class="token punctuation">}</span> <span class="token keyword">into</span> g<br> <span class="token keyword">select</span> <span class="token keyword">new</span> <span class="token punctuation">{</span><br>    Month <span class="token operator">=</span> g<span class="token punctuation">.</span>Key</span><span class="token punctuation">.</span>Month<span class="token punctuation">,</span><br>    Tag <span class="token operator">=</span> g<span class="token punctuation">.</span>Key<span class="token punctuation">.</span>Tag<span class="token punctuation">,</span><br>    Count <span class="token operator">=</span> Enumerable<span class="token punctuation">.</span><span class="token function">Sum</span><span class="token punctuation">(</span>g<span class="token punctuation">,</span> x <span class="token operator">=</span><span class="token operator">></span><br>       x<span class="token punctuation">.</span>Count<span class="token punctuation">)</span><br> <span class="token punctuation">}</span> </pre> </div> </div> </div> </div> <div class="c-pb-3 c-mt-6"> <div class="position-relative js-performance-chart-wrapper" data-slug="index_questionstagsbymonths"> <div id="legend-index_questionstagsbymonths" class="acf-block-performance__section-chart-legend position-absolute z-index-1" ></div> <canvas data-title="Docs/sec" class="acf-block-performance__section-chart js-performance-chart no-sufix" ></canvas> </div> </div> </div> </div> </div> </div> <div class="col-lg-4 order-1 order-lg-2"> <div class="page-template-performance-overview__aside bg-secondary overflow-hidden js-page-template-performance-overview-aside"> <div class="page-template-performance-overview__aside-top d-flex flex-row flex-lg-column"> <div class="page-template-performance-overview__aside-service-platforms"> <div class="page-template-performance-overview__aside-service-platforms-row row"> <div class="page-template-performance-overview__aside-service-platforms-col col-6 text-lg-center d-flex flex-wrap align-items-center"> <span class="page-template-performance-overview__aside-service-platform-title d-block w-100 text-uppercase text-silver order-1"> Provider </span> <div class="d-inline-block w-lg-100 c-mt-1 c-mt-lg-3 c-ml-2 c-ml-lg-0 order-3 order-lg-2" data-mh="js-page-template-performance-overview-aside-service-platform-icon-wrapper"> <img src="https://ravendb.net/wp-content/uploads/2022/11/111.svg" class="page-template-performance-overview__aside-service-platform-icon" alt="" decoding="async" /> </div> <span class="page-template-performance-overview__aside-service-platform-name d-inline-block d-lg-block order-2 order-lg-3 font-weight-semi-bold w-lg-100 c-mt-lg-2"> AWS </span> </div> <div class="page-template-performance-overview__aside-service-platforms-col col-6 text-lg-center d-flex flex-wrap align-items-center"> <span class="page-template-performance-overview__aside-service-platform-title d-block w-100 text-uppercase text-silver order-1"> Platform </span> <div class="d-inline-block w-lg-100 c-mt-1 c-mt-lg-3 c-ml-2 c-ml-lg-0 order-3 order-lg-2" data-mh="js-page-template-performance-overview-aside-service-platform-icon-wrapper"> <img src="https://ravendb.net/wp-content/uploads/2022/11/222.svg" class="page-template-performance-overview__aside-service-platform-icon" alt="" decoding="async" /> </div> <span class="page-template-performance-overview__aside-service-platform-name d-inline-block d-lg-block order-2 order-lg-3 font-weight-semi-bold w-lg-100 c-mt-lg-2"> Linux </span> </div> </div> </div> </div> <div class="page-template-performance-overview__aside-instance-types-list overflow-hidden bg-light-shark"> <div class="row"> <div class="col-6 page-template-performance-overview__aside-instance-types-list-col"> <span class="page-template-performance-overview__aside-instance-types-list-title d-block font-size-14 font-weight-semi-bold"> Instance size </span> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> 2vCPU 8GB RAM </span> <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="m5 large" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="machine-type" data-name="m5 large" checked > </div> </div> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> 2vCPU 16GB RAM </span> <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="r5 large or i4i large" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="machine-type" data-name="r5 large or i4i large" checked > </div> </div> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> 4vCPU 16GB RAM </span> <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="t3 xlarge" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="machine-type" data-name="t3 xlarge" checked > </div> </div> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> 8vCPU 32GB RAM </span> <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="m5 2xlarge" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="machine-type" data-name="m5 2xlarge" checked > </div> </div> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> 16vCPU 64GB RAM </span> <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="m5 4xlarge" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="machine-type" data-name="m5 4xlarge" checked > </div> </div> </div> <div class="col-6 page-template-performance-overview__aside-instance-types-list-col"> <span class="page-template-performance-overview__aside-instance-types-list-title page-template-performance-overview__aside-instance-types-list-title--blue-2 d-block font-size-14 font-weight-semi-bold"> Disk types </span> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> SSD 3K IOPS, 125MB/s </span>  <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="gp3" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="disk" data-name="SSD 3K IOPS, 125MB/s" checked > </div> </div> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> SSD 10K IOPS, 160MB/s </span>  <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="io1" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="disk" data-name="SSD 10K IOPS, 160MB/s" checked > </div> </div> <div class="page-template-performance-overview__aside-instance-types-list-item d-flex justify-content-between align-items-center line-height-1"> <span class="page-template-performance-overview__aside-instance-types-list-item-title d-block font-size-11"> NVME Nitro SSD 40K IOPS, 1250 MB/s </span>  <svg class="page-template-performance-overview__aside-instance-types-list-item-tooltip position-relative" width="10" height="10" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg" data-toggle="tooltip" data-placement="top" data-original-title="nvme" > <g clip-path="url(#clip0_172_769)"> <path d="M5.00006 0.333496C2.42287 0.333496 0.333496 2.42287 0.333496 5.00006C0.333496 7.57725 2.42287 9.66662 5.00006 9.66662C7.57725 9.66662 9.66662 7.57725 9.66662 5.00006C9.66662 2.42287 7.57725 0.333496 5.00006 0.333496ZM5.02006 2.58006C5.02881 2.57943 5.03912 2.57912 5.04943 2.57912C5.33475 2.57912 5.566 2.81037 5.566 3.09568C5.566 3.381 5.33475 3.61225 5.04943 3.61225C5.03912 3.61225 5.02881 3.61193 5.01881 3.61131H5.02037C5.01162 3.61193 5.00131 3.61225 4.991 3.61225C4.70568 3.61225 4.47443 3.381 4.47443 3.09568C4.47443 2.81037 4.70568 2.57912 4.991 2.57912C5.00131 2.57912 5.01162 2.57943 5.02162 2.58006H5.02006ZM5.8535 6.9835H4.18693V6.67693L4.45537 6.61537C4.45537 6.32537 4.46381 5.97037 4.46381 5.72381V5.43537C4.46381 5.10193 4.46381 4.92037 4.44537 4.68037L4.11193 4.62537V4.38037L5.50537 3.96537L5.61193 4.03193L5.59537 4.92537V5.72381C5.59537 5.97381 5.59537 6.33381 5.59537 6.62537L5.84537 6.67693L5.8535 6.9835Z" fill="#F0F4F6"/> </g> <defs> <clipPath id="clip0_172_769"> <rect width="10" height="10" fill="white"/> </clipPath> </defs> </svg> <div> <input type="checkbox" class="page-template-performance-overview__checkbox js-page-template-performance-overview-checkbox" data-type="disk" data-name="NVME Nitro SSD 40K IOPS, 1250 MB/s" checked > </div> </div> </div> </div> <div class="c-mt-6 text-center"> <button class="page-template-performance-overview__apply-button crunch-button crunch-button__full-background js-page-template-performance-overview-apply-button"> Apply </button> </div> </div> <div class="page-template-performance-overview__aside-table-of-contents bg-light-shark"> <button class="page-template-performance-overview__aside-table-of-contents-trigger d-block text-left d-lg-none font-size-12 font-weight-semi-bold text-hover-primary js-page-template-performance-overview-aside-table-of-contents-trigger"> Table of contents <span class="page-template-performance-overview__aside-table-of-contents-trigger-arrow-down">↓</span> <span class="page-template-performance-overview__aside-table-of-contents-trigger-arrow-up">↑</span> </button> <div class="page-template-performance-overview__aside-table-of-contents-list-wrapper"> <ul class="page-template-performance-overview__aside-table-of-contents-list"> <li> <a href="#crud" class="page-template-performance-overview__aside-table-of-contents-list-item d-block font-weight-semi-bold">CRUD</a> <ul class="page-template-performance-overview__aside-table-of-contents-sublist list-unstyled"> <li> <a href="#crud-store" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Store </a> </li> <li> <a href="#crud-bulk-insert" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Bulk Insert </a> </li> <li> <a href="#crud-random-loads" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Random Loads </a> </li> <li> <a href="#crud-import-dump-file" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Import Dump File </a> </li> </ul> </li> <li> <a href="#queries" class="page-template-performance-overview__aside-table-of-contents-list-item d-block font-weight-semi-bold">Queries</a> <ul class="page-template-performance-overview__aside-table-of-contents-sublist list-unstyled"> <li> <a href="#queries-query-for-a-single-record" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Query for a single record </a> </li> <li> <a href="#queries-query-using-date-range-and-paging" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Query using date range and paging </a> </li> <li> <a href="#queries-query-using-full-text-search" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Query using full text search </a> </li> <li> <a href="#queries-query-by-multiple-facets" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Query by Multiple Facets </a> </li> <li> <a href="#queries-order-by-textual-field" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Order by textual field </a> </li> <li> <a href="#queries-order-by-numeric-field" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Order by numeric field </a> </li> </ul> </li> <li> <a href="#indexing" class="page-template-performance-overview__aside-table-of-contents-list-item d-block font-weight-semi-bold">Indexing</a> <ul class="page-template-performance-overview__aside-table-of-contents-sublist list-unstyled"> <li> <a href="#indexing-indexing-map-reduce" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Indexing Map-Reduce </a> </li> <li> <a href="#indexing-indexing-map-reduce-by-months" class="page-template-performance-overview__aside-table-of-contents-list-subitem d-block" > Indexing Map-Reduce by Months </a> </li> </ul> </li> </ul> </div> </div> </div> </div> </div> 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href="#" class="nav-link nav-link--disabled">For Developers</a> <div class="sub-menu overflow-auto"> <div class="c-px-only-5 c-py-5 bg-secondary"> <div class="dropdown-menu__column-inner dropdown-menu__column-inner--vertical-links dropdown-with-vertical-links dropdown-with-vertical-links--mobile c-p-3 w-100"> <div class="d-flex flex-column text-center"> <img class="dropdown-with-vertical-links__img" src="https://ravendb.net/wp-content/uploads/2024/01/Layer_1-2.svg" alt="" /> <h4 class="dropdown-with-vertical-links__mobile-title d-block font-size-14" style="color: #C3C3CF"> Experience interactive demos and playground server </h4> <a class="dropdown-with-vertical-links__mobile-button rounded-pill border-0 hover-opacity-0-75 text-secondary align-items-center justify-content-center w-100 font-size-12 font-weight-bold text-uppercase" style="background-color: #f38861; border-color: #f38861" href="https://ravendb.net/try" target="" > <figure class="text-center d-flex align-items-center justify-content-center"> <img width="21" height="22" src="https://ravendb.net/wp-content/uploads/2024/01/222.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <span> Try now </span> </a> </div> </div> </div> <div class="c-px-only-5 c-py-5"> <div class="dropdown-menu__column-inner dropdown-menu__column-inner--links-column-assets dropdown-with-link-assets dropdown-with-link-assets--mobile c-px-1 d-flex flex-column"> <div>  <span class="dropdown-with-link-assets__title c-mb-4 d-block font-size-16 text-uppercase"> Product </span>  <ul> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/download"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/06/onpremise-brand.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #388ee9"> Download </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/cloud"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/06/cloud-brand.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #37c4ac"> RavenDB Cloud </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/features"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/11.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Features </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/performance"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/22.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Performance </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/comparison"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/33.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Comparison </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/ravendb-vs-mongodb"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/11/MongoDB-white-logo.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> RavenDB vs MongoDB </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/why-ravendb/whats-new"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/44.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> What’s New </h3> </div> </a> </li> </ul> </div> <div>  <span class="dropdown-with-link-assets__title c-mb-4 d-block font-size-16 text-uppercase"> Documentation </span>  <ul> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/docs"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/06/docs-white.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #f0f1f6"> RavenDB Docs </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/docs/article-page/latest/csharp/cloud/cloud-overview"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/06/cloud-white.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #f0f1f6"> RavenDB Cloud Docs </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/learn/docs-guide"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/3.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Documentation Guide </h3> </div> </a> </li> </ul> </div> <div>  <span class="dropdown-with-link-assets__title c-mb-4 d-block font-size-16 text-uppercase"> Learn </span>  <ul> <li class="dropdown-with-link-assets__mobile-list-item"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://demo.ravendb.net/"> <div class="d-flex flex-column"> <h3 class="font-size-16" style="color: #F0F1F6"> 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href="https://ravendb.net/learn/inside-ravendb-book"> <div class="d-flex flex-column"> <h3 class="font-size-16" style="color: #F0F1F6"> Inside RavenDB Book </h3> </div> </a> </li> </ul> </div> <div>  <span class="dropdown-with-link-assets__title c-mb-4 d-block font-size-16 text-uppercase"> Community </span>  <ul> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center external" href="https://github.com/ravendb/ravendb" rel="nofollow"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="24" height="24" src="https://ravendb.net/wp-content/uploads/2024/01/01.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> GitHub </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center external" href="https://stackoverflow.com/questions/tagged/ravendb" rel="nofollow"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="24" height="24" src="https://ravendb.net/wp-content/uploads/2024/01/02.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> StackOverflow </h3> </div> </a> </li> </ul> </div> <div>  <span class="dropdown-with-link-assets__title c-mb-4 d-block font-size-16 text-uppercase"> News </span>  <ul> <li class="dropdown-with-link-assets__mobile-list-item"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/news"> <div class="d-flex flex-column"> <h3 class="font-size-16" style="color: #F0F1F6"> Articles </h3> </div> </a> </li> <li 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class="sub-menu overflow-auto"> <div class="c-px-only-5 c-py-5 bg-secondary"> <div class="dropdown-menu__column-inner dropdown-menu__column-inner--vertical-links dropdown-with-vertical-links dropdown-with-vertical-links--mobile c-p-3 w-100"> <div class="d-flex flex-column text-center"> <img class="dropdown-with-vertical-links__img" src="https://ravendb.net/wp-content/uploads/2024/01/Frame1.svg" alt="" /> <h4 class="dropdown-with-vertical-links__mobile-title d-block font-size-14" style="color: #C3C3CF"> Unlock your business potential </h4> <a class="dropdown-with-vertical-links__mobile-button rounded-pill border-0 hover-opacity-0-75 text-secondary align-items-center justify-content-center w-100 font-size-12 font-weight-bold text-uppercase" style="background-color: #2fb4d2; border-color: #2fb4d2" href="https://ravendb.net/why-ravendb" target="" > <figure class="text-center d-flex align-items-center justify-content-center"> <img width="21" height="21" src="https://ravendb.net/wp-content/uploads/2024/01/111.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <span> Why RavenDB </span> </a> <a class="dropdown-with-vertical-links__mobile-button rounded-pill border-0 hover-opacity-0-75 text-secondary align-items-center justify-content-center w-100 font-size-12 font-weight-bold text-uppercase" style="background-color: #518bee; border-color: #518bee" href="https://ravendb.net/features" target="" > <figure class="text-center d-flex align-items-center justify-content-center"> <img width="21" height="22" src="https://ravendb.net/wp-content/uploads/2024/01/222.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <span> Features </span> </a> <a class="dropdown-with-vertical-links__mobile-button rounded-pill border-0 hover-opacity-0-75 text-secondary align-items-center justify-content-center w-100 font-size-12 font-weight-bold text-uppercase" style="background-color: #7a61d4; border-color: #7a61d4" href="https://ravendb.net/live-demo" target="" > <figure class="text-center d-flex align-items-center justify-content-center"> <img width="21" height="21" src="https://ravendb.net/wp-content/uploads/2024/01/333.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <span> Live demo </span> </a> </div> </div> </div> <div class="c-px-only-5 c-py-5"> <div class="dropdown-menu__column-inner dropdown-menu__column-inner--links-column-assets dropdown-with-link-assets dropdown-with-link-assets--mobile c-px-1 d-flex flex-column"> <div>   <ul> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/news/use-cases"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/001.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Use Cases </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/news"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/002.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Articles </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/news?category=Whitepapers"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/003.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Whitepapers </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/news/press-releases"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/004.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Press Releases </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item 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</figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Performance </h3> </div> </a> </li> <li class="dropdown-with-link-assets__mobile-list-item dropdown-with-link-assets__mobile-list-item--with-icon"> <a class="d-flex dropdown-with-link-assets__item align-items-center" href="https://ravendb.net/comparison"> <figure class="dropdown-with-link-assets__figure c-mr-3"> <img width="34" height="34" src="https://ravendb.net/wp-content/uploads/2024/01/2222.svg" class="attachment-full size-full" alt="" decoding="async" /> </figure> <div class="d-flex flex-column"> <h3 class="font-size-16 font-weight-semi-bold" style="color: #F0F1F6"> Comparison </h3> </div> </a> </li> </ul> </div> <div>  <span class="dropdown-with-link-assets__title c-mb-4 d-block font-size-16 text-uppercase"> PROGRAMS </span>  <ul> <li class="dropdown-with-link-assets__mobile-list-item"> <a class="d-flex dropdown-with-link-assets__item align-items-center" 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