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Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><span class="FewWi"></span>AlloyDB supercharges PostgreSQL vector search with accuracy, speed, and 1B+ scale</div></h1></div></div><div class="nRhiJb-fmcmS-oXtfBe dEogG">October 4, 2024</div></div></section><div class="EKklye"><div class="nRhiJb-DARUcf ZWw7T"><div class="npzWPc"><div class="dzoHJ"><div class="nRhiJb-DX2B6 nRhiJb-DX2B6-OWXEXe-h30Snd"><div class="nRhiJb-j5y3u"><ul class="nRhiJb-Qijihe phRaUe" role="list"><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://x.com/intent/tweet?text=AlloyDB%20supercharges%20PostgreSQL%20vector%20search%20with%20accuracy,%20speed,%20and%201B+%20scale%20@googlecloud&url=https://cloud.google.com/blog/products/databases/scann-for-alloydb-index-is-ga" track-name="x"track-type="social share"track-metadata-eventdetail="x.com/intent/tweet?text=AlloyDB supercharges PostgreSQL vector search with accuracy, speed, and 1B+ 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class="nRhiJb-DARUcf"><div class="nRhiJb-ObfsIf nRhiJb-fmcmS-oXtfBe nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-R6PoUb"></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-EehZO"><h4 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-II5mzb">AlloyDB’s ScaNN index is now generally available</h4></div></div></section><div class="nRhiJb-DARUcf"><div class="nRhiJb-ObfsIf nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-qWD73c-cGMI2b"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re dzoHJ"><div class="aLW4J" track-metadata-module="left rail"><h5 class="qZDXV Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Google Cloud Summit Series</h5><p class="nRhiJb-cHYyed Mrfygc nRhiJb-BP2Omd-ma6Yeb-KE6vqe nRhiJb-DbgRPb-R6PoUb-cGMI2b">Discover the latest in AI, Security, Workspace, App Dev, & more.</p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-" track-metadata-module="left rail"track-metadata-module_headline="google cloud summit series" track-name="register"track-type="button"track-metadata-position="cta"track-metadata-eventdetail="cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-">Register </a></div></div><div class="OYL9D nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf" jsname="tx2NYc"><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">In our 20 years of experience integrating AI into real-world applications an important theme emerges: the key to building enterprise gen AI applications is having a trustworthy, scalable data foundation that supports the scale and performance needs of the largest workloads. When you’re building a gen AI or search application, you need high-quality results in real time, grounded in your application’s latest data. And you need solutions that are easy for developers to build and manage, and low-cost to run at scale.</span></p> <p><span style="vertical-align:baseline">Today, we’re announcing the general availability of the </span><a href="https://cloud.google.com/alloydb/docs/ai/store-index-query-vectors"><span style="text-decoration:underline;vertical-align:baseline">ScaNN for AlloyDB index</span></a><span style="vertical-align:baseline"> to help enterprises build scalable,performant, and accurate gen AI and search applications. AlloyDB for PostgreSQL is our fully managed PostgreSQL-compatible service for demanding enterprise workloads, including 4x faster transactional workloads and up to 100x faster analytical queries than standard PostgreSQL. Now, the ScaNN index brings </span><a href="https://research.google/blog/announcing-scann-efficient-vector-similarity-search/" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">12 years of Google research</span></a><span style="vertical-align:baseline"> — the same technology used at Google to power some of our billion+ user services — to AlloyDB for PostgreSQL to supercharge vector database workloads as well.</span></p> <p><span style="vertical-align:baseline">With the ScaNN index, AlloyDB combines the performance of a vector-optimized database, delivering accurate results in record time and scaling to support more than a billion vectors — with the query flexibility, enterprise features, and multi-workload capabilities of a relational database. </span></p> <h3><strong style="vertical-align:baseline">The ScaNN for AlloyDB index</strong></h3> <p><span style="vertical-align:baseline">The ScaNN for AlloyDB index is the first PostgreSQL-compatible index that can scale to support more than a billion vectors while maintaining state-of-the-art query performance across the whole spectrum, delivering high performance at <25ms p95 latency at 1B vectors with 95% recall. It provides up to 4x faster vector queries than the HNSW index in standard PostgreSQL. Moreover, the ScaNN index in AlloyDB offers important benefits for real-world workloads, notably fast index build times — to improve developer productivity and reduce expensive bottlenecks for large-scale workloads. It also has efficient memory usage — typically 3-4x less memory than the HNSW index in standard PostgreSQL — to help larger workloads run on smaller machines and improve performance for hybrid workloads. Finally, AlloyDB supports indices that are much larger than what can fit in main memory, allowing customers to right-size for their specific workloads. Together, these improvements vastly expand the set of vector database workloads that can efficiently run on AlloyDB while reducing the need for specialized tools.</span></p> <p><span style="vertical-align:baseline">At the same time, AlloyDB offers all the benefits of a commercial-grade relational database. Full PostgreSQL compatibility gives developers a simple and flexible query language that can be used to query vectors and scalar data together, supporting everything from simpler filters to complex joins to hybrid searches on a single database. AlloyDB supports full transactional consistency and high write throughput. In fact, the ScaNN index in AlloyDB has up to 10x higher write throughput than the HNSW index in standard PostgreSQL, so customers with very high update rates can rest assured that writes will be performant and readily available for querying. Finally, AlloyDB has a customer-friendly 99.99% availability SLA that includes maintenance, and critical enterprise capabilities around high availability, disaster recovery, data protection, security, and more.</span></p> <p><span style="vertical-align:baseline">The new ScaNN index for AlloyDB is fully PostgreSQL- and pgvector-compatible, making this technology easily accessible to the </span><a href="https://survey.stackoverflow.co/2024/technology#most-popular-technologies-database-prof" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">professional developers</span></a><span style="vertical-align:baseline"> that now use the most popular open source database, PostgreSQL. </span></p> <h3><strong style="vertical-align:baseline">Next steps</strong></h3> <p><span style="vertical-align:baseline">To learn more about the ScaNN for AlloyDB index, check out our </span><a href="https://cloud.google.com/blog/products/databases/understanding-the-scann-index-in-alloydb"><span style="text-decoration:underline;vertical-align:baseline">overview of the ScaNN for AlloyDB index</span></a><span style="vertical-align:baseline">, or read our </span><a href="https://services.google.com/fh/files/misc/scann_for_alloydb_whitepaper.pdf" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">ScaNN for AlloyDB whitepaper</span></a><span style="vertical-align:baseline"> for a deep dive into Google’s ScaNN algorithm and how we’ve implemented it in PostgreSQL and AlloyDB.</span></p> <p><span style="vertical-align:baseline">ScaNN for AlloyDB is now generally available in AlloyDB in Google Cloud. Follow our </span><a href="https://cloud.google.com/alloydb/docs/quickstart/create-and-connect"><span style="text-decoration:underline;vertical-align:baseline">quickstart guide</span></a><span style="vertical-align:baseline"> to creating an AlloyDB instance, then follow our </span><a href="https://cloud.google.com/alloydb/docs/ai/work-with-embeddings#scann"><span style="text-decoration:underline;vertical-align:baseline">documentation to get started with easy and fast vector queries</span></a><span style="vertical-align:baseline">. You can also now </span><a href="https://console.cloud.google.com/alloydb/create-trial-cluster?_gl=1*qsd2cd*_up*MQ..&gclid=CjwKCAjwooq3BhB3EiwAYqYoEh91xxGzv4xrmyMJJ_BPfF4X8cv-I3kINwvnMI2pADozFQPsrHnaOhoCbioQAvD_BwE&gclsrc=aw.ds"><span style="text-decoration:underline;vertical-align:baseline">try AlloyDB for free</span></a><span style="vertical-align:baseline"> with our </span><a href="https://cloud.google.com/blog/products/databases/run-your-postgresql-database-in-an-alloydb-free-trial-cluster"><span style="text-decoration:underline;vertical-align:baseline">30-day free trials</span></a><span style="vertical-align:baseline">.</span></p></span></section><section class="kcBhad"><section class="Fabbec"><span class="WrMNjb">Posted in</span><ul class="FzXI4e"><li class="I4B51b"><a href="https://cloud.google.com/blog/products/databases" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/databases"track-metadata-module="tag 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When you\u2019re building a gen AI or search application, you need high-quality results in real time, grounded in your application\u2019s latest data. And you need solutions that are easy for developers to build and manage, and low-cost to run at scale.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eToday, we\u2019re announcing the general availability of the \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/alloydb/docs/ai/store-index-query-vectors\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eScaNN for AlloyDB index\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e to help enterprises build scalable,performant, and accurate gen AI and search applications. AlloyDB for PostgreSQL is our fully managed PostgreSQL-compatible service for demanding enterprise workloads, including 4x faster transactional workloads and up to 100x faster analytical queries than standard PostgreSQL. Now, the ScaNN index brings \u003c/span\u003e\u003ca href\u003d\"https://research.google/blog/announcing-scann-efficient-vector-similarity-search/\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003e12 years of Google research\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e \u2014 the same technology used at Google to power some of our billion+ user services \u2014 to AlloyDB for PostgreSQL to supercharge vector database workloads as well.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eWith the ScaNN index, AlloyDB combines the performance of a vector-optimized database, delivering accurate results in record time and scaling to support more than a billion vectors \u2014 with the query flexibility, enterprise features, and multi-workload capabilities of a relational database.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eThe ScaNN for AlloyDB index\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eThe ScaNN for AlloyDB index is the first PostgreSQL-compatible index that can scale to support more than a billion vectors while maintaining state-of-the-art query performance across the whole spectrum, delivering high performance at \u0026lt;25ms p95 latency at 1B vectors with 95% recall. It provides up to 4x faster vector queries than the HNSW index in standard PostgreSQL. Moreover, the ScaNN index in AlloyDB offers important benefits for real-world workloads, notably fast index build times \u2014 to improve developer productivity and reduce expensive bottlenecks for large-scale workloads. It also has efficient memory usage \u2014 typically 3-4x less memory than the HNSW index in standard PostgreSQL \u2014 to help larger workloads run on smaller machines and improve performance for hybrid workloads. Finally, AlloyDB supports indices that are much larger than what can fit in main memory, allowing customers to right-size for their specific workloads. Together, these improvements vastly expand the set of vector database workloads that can efficiently run on AlloyDB while reducing the need for specialized tools.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eAt the same time, AlloyDB offers all the benefits of a commercial-grade relational database. Full PostgreSQL compatibility gives developers a simple and flexible query language that can be used to query vectors and scalar data together, supporting everything from simpler filters to complex joins to hybrid searches on a single database. AlloyDB supports full transactional consistency and high write throughput. In fact, the ScaNN index in AlloyDB has up to 10x higher write throughput than the HNSW index in standard PostgreSQL, so customers with very high update rates can rest assured that writes will be performant and readily available for querying. Finally, AlloyDB has a customer-friendly 99.99% availability SLA that includes maintenance, and critical enterprise capabilities around high availability, disaster recovery, data protection, security, and more.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eThe new ScaNN index for AlloyDB is fully PostgreSQL- and pgvector-compatible, making this technology easily accessible to the \u003c/span\u003e\u003ca href\u003d\"https://survey.stackoverflow.co/2024/technology#most-popular-technologies-database-prof\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eprofessional developers\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e that now use the most popular open source database, PostgreSQL.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eNext steps\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eTo learn more about the ScaNN for AlloyDB index, check out our \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/blog/products/databases/understanding-the-scann-index-in-alloydb\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eoverview of the ScaNN for AlloyDB index\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e, or read our \u003c/span\u003e\u003ca href\u003d\"https://services.google.com/fh/files/misc/scann_for_alloydb_whitepaper.pdf\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eScaNN for AlloyDB whitepaper\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e for a deep dive into Google\u2019s ScaNN algorithm and how we\u2019ve implemented it in PostgreSQL and AlloyDB.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eScaNN for AlloyDB is now generally available in AlloyDB in Google Cloud. Follow our \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/alloydb/docs/quickstart/create-and-connect\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003equickstart guide\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e to creating an AlloyDB instance, then follow our \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/alloydb/docs/ai/work-with-embeddings#scann\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003edocumentation to get started with easy and fast vector queries\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e. You can also now \u003c/span\u003e\u003ca href\u003d\"https://console.cloud.google.com/alloydb/create-trial-cluster?_gl\u003d1*qsd2cd*_up*MQ..\u0026amp;gclid\u003dCjwKCAjwooq3BhB3EiwAYqYoEh91xxGzv4xrmyMJJ_BPfF4X8cv-I3kINwvnMI2pADozFQPsrHnaOhoCbioQAvD_BwE\u0026amp;gclsrc\u003daw.ds\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003etry AlloyDB for free\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e with our \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/blog/products/databases/run-your-postgresql-database-in-an-alloydb-free-trial-cluster\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003e30-day free trials\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e.\u003c/span\u003e\u003c/p\u003e"]]]],[["Databases","New Cassandra to Spanner adapter simplifies Yahoo's migration journey","A new proxy adapter makes it easier to migrate NoSQL Cassandra workloads to Spanner without any changes to the application logic.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg"],null,7,null,"https://cloud.google.com/blog/products/databases/new-proxy-adapter-eases-cassandra-to-spanner-migration",null,1,[["Nitin Sagar","Sr. Product Manager, Google Cloud"],["Eike Falkenberg","Engineering Manager, Google"]],null,"55589"],["Databases","AlloyDB Omni supercharges performance: Faster transactions, analytics, and vector search","AlloyDB Omni 15.7.0 enhances PostgreSQL workflows with faster performance, an ultra-fast disk cache, SCaNN indexing in GA, and a Kubernetes operator.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg"],null,4,null,"https://cloud.google.com/blog/products/databases/whats-new-in-alloydb-omni-version-15-7-0",null,1,[["Bjoern Rost","Product Manager"],["Ravi Murthy","Engineering Director, AlloyDB"]],null,"55581"],["Databases","Google is a Leader in The Forrester Wave\u2122: Translytical Data Platforms, Q4 2024","Google is a Leader in The Q4 2024 Forrester Wave: Translytical Data Platforms report for AlloyDB\u2019s transactional, analytical, and AI workload support.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg"],null,4,null,"https://cloud.google.com/blog/products/databases/leader-in-the-forrester-wave-translytical-data-platforms-q4-2024",null,1,[["Gurmeet (GG) Goindi","Director Product Management, Databases"],["Aalok Muley","Group Product Manager, Databases"]],null,"55542"],["Databases","How AlloyDB unifies OLTP and OLAP workloads for Tricent","Tricent says AlloyDB shines at OLTP, processing millions of real-time updates, while the columnar engine speeds up complex analytical OLAP queries.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/10_-_Databases.max-700x700.jpg"],null,4,null,"https://cloud.google.com/blog/products/databases/tricent-standardizes-on-alloydb-for-olap-and-oltp-workloads",null,1,[["Jakob Tolstrup Bech","Chief Product \u0026 Technology Officer, Tricent Security Group A/S"]],null,"55500"]],"AlloyDB\u2019s ScaNN index is now generally available","Databases",["Google Cloud Summit Series","Discover the latest in AI, Security, Workspace, App Dev, \u0026 more.","Register","https://cloudonair.withgoogle.com/summit_series_24?utm_source\u003dcgc-blog\u0026utm_medium\u003dblog\u0026utm_campaign\u003dsummit-series-2024\u0026utm_content\u003dsummit-series-left-hand-rail-cta\u0026utm_term\u003d-"],[["Databases","https://cloud.google.com/blog/products/databases","databases"]],null,null,3], sideChannel: {}});</script><script id="wiz_jd" nonce="5IrOz38tFSct-evAP8KtfQ">if (window['_wjdc']) {const wjd = {}; window['_wjdc'](wjd); delete window['_wjdc'];}</script><script aria-hidden="true" id="WIZ-footer" nonce="5IrOz38tFSct-evAP8KtfQ">window.wiz_progress&&window.wiz_progress(); window.stopScanForCss&&window.stopScanForCss(); ccTick('bl');</script></body></html><footer id="ZCHFDb"><footer class="nRhiJb-RWrDld nRhiJb-yePe5c QJnbF" jscontroller="NsSboe" track-metadata-module="footer"><h3 class="nRhiJb-VqCwd-L6cTce">Footer Links</h3><section class="nRhiJb-haF9Wb r2W5Od"><section class="nRhiJb-DX2B6"><div class="nRhiJb-j5y3u"><h4 class="nRhiJb-BkAck 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