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<title data-rh="true">Amazon EMR on Amazon EKS provides up to 61% lower costs and up to 68% performance improvement for Spark workloads | Data on EKS</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://awslabs.github.io/data-on-eks/docs/benchmarks/emr-on-eks"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Amazon EMR on Amazon EKS provides up to 61% lower costs and up to 68% performance improvement for Spark workloads | Data on EKS"><meta data-rh="true" name="description" content="Amazon EMR on Amazon EKS is a deployment option offered by Amazon EMR that enables you to run Apache Spark applications on Amazon Elastic Kubernetes Service (Amazon EKS) in a cost-effective manner. It uses the EMR runtime for Apache Spark to increase performance so that your jobs run faster and cost less."><meta data-rh="true" property="og:description" content="Amazon EMR on Amazon EKS is a deployment option offered by Amazon EMR that enables you to run Apache Spark applications on Amazon Elastic Kubernetes Service (Amazon EKS) in a cost-effective manner. It uses the EMR runtime for Apache Spark to increase performance so that your jobs run faster and cost less."><link data-rh="true" rel="icon" href="/data-on-eks/img/header-icon.png"><link data-rh="true" rel="canonical" href="https://awslabs.github.io/data-on-eks/docs/benchmarks/emr-on-eks"><link data-rh="true" rel="alternate" href="https://awslabs.github.io/data-on-eks/docs/benchmarks/emr-on-eks" hreflang="en"><link data-rh="true" rel="alternate" href="https://awslabs.github.io/data-on-eks/docs/benchmarks/emr-on-eks" hreflang="x-default"><link rel="stylesheet" href="/data-on-eks/assets/css/styles.a6bd98bc.css">
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Test results
In the test result summary (see the following figure), we discovered that the Amazon EMR-optimized Spark runtime used by Amazon EMR on EKS is approximately 2.1 times better than the open-source Spark on Amazon EKS in geometric mean and 3.5 times faster by the total runtime.</p><p><img loading="lazy" alt="img1.png" src="/data-on-eks/assets/images/img1-766a1160d34ca8a7bff627a87be0c16b.png" width="500" height="385" class="img_ev3q"></p><p>The following figure breaks down the performance summary by queries. We observed that EMR runtime for Spark was faster in every query compared to open-source Spark. Query q67 was the longest query in the performance test. The average runtime with open-source Spark was 1019.09 seconds. However, it took 150.02 seconds with Amazon EMR on EKS, which is 6.8 times faster. The highest performance gain in these long-running queries was q72—319.70 seconds (open-source Spark) vs. 26.86 seconds (Amazon EMR on EKS), a 11.9 times improvement.</p><p><img loading="lazy" alt="img2.png" src="/data-on-eks/assets/images/img2-f53abb97b193f5428d846d0c9e98fa1d.png" width="1780" height="852" class="img_ev3q"></p><p>For full <a href="https://aws.amazon.com/blogs/big-data/amazon-emr-on-amazon-eks-provides-up-to-61-lower-costs-and-up-to-68-performance-improvement-for-spark-workloads/" target="_blank" rel="noopener noreferrer">blog link</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/awslabs/data-on-eks/blob/main/website/docs/benchmarks/emr-on-eks.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#how-does-amazon-emr-on-eks-reduce-cost-and-improve-performance" class="table-of-contents__link toc-highlight">How does Amazon EMR on EKS reduce cost and improve performance?</a></li><li><a href="#benchmarking" class="table-of-contents__link toc-highlight">Benchmarking</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Get Started</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/data-on-eks/docs/introduction/intro">Docs</a></li></ul></div><div class="col footer__col"><div class="footer__title">Get Involved</div><ul class="footer__items clean-list"><li class="footer__item"><a href="https://github.com/awslabs/data-on-eks" target="_blank" rel="noopener noreferrer" class="footer__link-item">Github<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">Built with ❤️ at AWS <br> © 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved</div></div></div></footer></div>
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