Snowflake Adaptive Compute Is Now Generally Available

Snowflake announced the general availability of Adaptive Compute on AWS, a workload-aware infrastructure that automates compute management to handle unpredictable AI and data workloads. The new offering provides 1.2x better price-performance than Gen2 Standard Warehouses and expands to six global regions, with a Compute Advisor tool coming in public preview.

The pace of AI evolution is entirely unprecedented. But for organizations to truly capitalize on this momentum, it isn't just AI models and agents that need to move fast — the underlying compute infrastructure has to keep up. Natural language inputs, agents’ dynamic SQL generation and the diverse nature of new data workloads are naturally spiky and unpredictable, which can strain both compute and engineering resources. For teams to succeed with AI on enterprise data, they need a more dynamic approach to compute to handle the unprecedented scale and volume of concurrent queries. Snowflake Adaptive Compute answers that challenge with a workload-aware approach that balances exceptional performance, scalability and ease of use. Just two weeks ago, we highlighted https://www.snowflake.com/en/blog/adaptive-compute-performance/ that general availability was right around the corner. Today, we’re thrilled to deliver on that promise: Snowflake Adaptive Compute is now officially generally available on AWS. Reducing complexity, optimizing performance Adaptive Compute https://www.snowflake.com/en/product/features/adaptive-compute/ enables high performance without the traditional operational complexity. Powered by Adaptive Warehouses , this capability reduces the manual effort, tuning and technical complexity typically required to manage compute resources at scale. By automating infrastructure management, Adaptive Compute allows you to: Boost throughput: Seamlessly handle highly versatile, unpredictable workloads. Accelerate time to insight: Get answers faster without waiting on manual infrastructure adjustments. Free your engineers: Shift your engineering team’s focus away from babysitting compute resources and back to what matters most: driving core innovation. Expanded global footprint and BCDR resilience With this GA release, we are expanding Adaptive Compute to additional global regions. This expansion not only provides a broader geographic presence but it also unlocks critical Business Continuity and Disaster Recovery pairings across and within the same geographic zones. Adaptive Compute is now officially available in: Americas: US West 2 Oregon , US East 2 Ohio Europe: EU West 1 Ireland , EU Central 1 Frankfurt Asia Pacific: AP Northeast 1 Tokyo , AP Southeast 2 Sydney We will continue to expand global availability in the coming months. Superior price-performance While Adaptive Compute is designed to handle your most demanding data workloads, we haven't compromised on efficiency. True to our commitment to delivering better performance at the right cost, Adaptive Compute is even more price-performant than our Generation 2 Gen2 Standard Warehouses — 1.2x better than Gen2 based on the TPC-DS 10TB Concurrency Benchmark . Early public preview partners are already seeing these results firsthand, experiencing aggregate price-performance gains compared to standard warehouses. We want to empower every customer to evaluate performance and cost-efficiency just like our public preview customers do and like we do. Over the past year of developing Adaptive Compute, our teams have run exhaustive, large-scale tests on our own internal data warehouses — constantly toggling between Adaptive and Gen2 to deeply understand how the new platform behaves under real-world pressure. But synthetic benchmarks only tell part of the story. In partnership with our data science team, we wanted to give you a way to test and compare these compute tiers using your own real-world workloads. That is why we are excited to announce the upcoming public preview of Compute Advisor , a self-service experimentation framework that will put our exact testing methodology directly into your hands. Stay tuned for more details on how you will be able to easily run these comparisons and optimize your strategy. With the GA of Adaptive Compute we have enhanced our Snowflake CoCo Compute skill . This skill enables you to easily identify which warehouses will benefit from converting to Adaptive Compute and guide your postconversion parameter tuning. Continuous innovation across the board Our commitment to compute innovation doesn’t stop with Adaptive Compute. We believe in constantly elevating our entire portfolio, which is why our Gen2 Standard Warehouses have also received significant performance upgrades — at no additional cost to you. Over the past six months alone, we have shipped 25 significant https://docs.snowflake.com/en/release-notes/performance-improvements-2026 performance improvements to our core query engine to accelerate compilation time, sharpen query plan quality and optimize execution. Examples of these optimizations include new intelligent runtime optimizations https://www.snowflake.com/en/blog/engineering/generalized-skew-handling/ that speed up execution by automatically detecting and mitigating data skew caused by complex SQL queries and performance optimizations for accessing and scanning semi-structured data https://www.snowflake.com/en/blog/engineering/snowflake-parse-json-performance-simdjson/ . Additionally, we have shipped improvements to Snowflake Optima https://docs.snowflake.com/en/user-guide/snowflake-optima , our built-in optimization layer that continuously learns from workload behavior and applies performance improvements automatically, such as this https://docs.google.com/document/d/1o6IhmAuSNwYMj 3smpKFrAiqppmtccOH1FMsuKmGj0o/edit?tab=t.0 :~:text=https%3A//www.snowflake.com/en/blog/engineering/snowflake%2Doptima%2Dplanning%2Dquery%2Dperformance/ query planning improvement and this https://www.snowflake.com/en/blog/engineering/snowflake-optima-metadata-query-pruning/ smarter query pruning with workload intelligence. Rather than requiring teams to manually tune infrastructure, rewrite workloads or manage complex configuration, Optima helps Snowflake make smarter planning and execution decisions based on how workloads actually run. Next steps Learn more about Snowflake’s compute enhancements and how your organization can benefit from better performance with less operational complexity: Join our Snowflake AI Pulse https://www.snowflake.com/en/ai-pulse/june-2026/ webinar and see how Snowflake compute sets up AI for successExplore Adaptive Compute https://www.snowflake.com/en/product/features/adaptive-compute/ Get more details in our documentation https://docs.snowflake.com/en/user-guide/warehouses-adaptive Forward-looking statements: This article contains forward-looking statements, including about our future product offerings, and are not commitments to deliver any product offerings. Actual results and offerings may differ and are subject to known and unknown risk and uncertainties. See our latest 10-Q for more information.