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Skip to contentProduct and TechnologyNOV 01, 2023|7 min readFast, Easy and Secure LLM App Development With Snowflake CortexGenerative AI (GenAI) and large language models (LLMs) are disrupting the way we work at a global scale. Snowflake is excited to announce an innovative product lineup that brings our platform’s ease of use, security and governance to the GenAI world. Through these new offerings, any user can incorporate LLMs into analytical processes in seconds; developers can create GenAI-powered apps in minutes, or within hours execute powerful workflows, like fine-tuning foundation models on enterprise data — all within Snowflake’s security perimeter. These advancements enable developers and analysts of all skill levels to bring GenAI to the already secure and governed enterprise data. Let’s dive into all the capabilities developers can use to securely and effortlessly take advantage of generative AI on their enterprise data with Snowflake.To securely bring generative AI to their already governed data, Snowflake customers have access to two foundational components:Snowflake Cortex: Snowflake Cortex (available in private preview) is an intelligent, fully managed service that offers access to industry-leading AI models, LLMs and vector search functionality to enable organizations to quickly analyze data and build AI applications. For enterprises to quickly build LLM apps that understand their data, Snowflake Cortex gives users access to a growing set of serverless functions that enable inference on industry-leading generative LLMs such as Meta AI’s Llama 2 model, task-specific models to accelerate analytics, and advanced vector search functionality. The power of Snowflake Cortex is not only limited to developers; Snowflake Cortex is also the underlying service that enables LLM-powered experiences that include a full-fledged user interface. These include Document AI (in private preview), Snowflake Copilot (in private preview) and Universal Search (in private preview).Snowpark Container Services: This additional Snowpark runtime (available in public preview soon on select AWS regions) enables developers to effortlessly deploy, manage and scale custom containerized workloads and models for tasks such as fine-tuning open-source LLMs using secure Snowflake-managed infrastructure with GPU instances. All within the boundary of their Snowflake account. Learn more and stay in the loop. With these two components, the power developers have to build LLM apps without moving data outside Snowflake’s governed boundary is limitless.Use AI in secondsTo democratize access to enterprise data and AI and expand adoption beyond a few experts, Snowflake is delivering innovation for any user to leverage cutting-edge LLMs without custom integrations or front-end development. This includes complete UI-based experiences, such as Snowflake Copilot, and access to LLM-based SQL and Python functions that can accelerate analytics cost-effectively with specialized and general-purpose models available via Snowflake Cortex. Learn more here.Build LLM apps with your data in minutesDevelopers can now build LLM apps that learn the unique nuances of their business and data in minutes, without any integrations, manual LLM deployment or GPU-based infrastructure management. To build these LLM applications customized with their data using Retrieval Augmented Generation (RAG) natively inside Snowflake, developers can use: Snowflake Cortex Functions: As a fully managed service, Snowflake Cortex ensures that all customers have access to the necessary building blocks for LLM app development without the need for complex infrastructure management. This includes a set of general-purpose functions that leverage industry-leading open source LLMs and high-performance proprietary LLMs to make it easy for prompt engineering to support a broad range of use cases. Initial models include: Complete (in private preview) - users can pass a prompt and select the LLM they want to use. For the private preview, users will be able to choose between the three model sizes (7B, 13B and 70B) of Llama 2. Text to SQL (in private preview) - generates SQL from natural language using the same Snowflake LLM that powers the Snowflake Copilot experience. In addition, these functions include vector embedding and semantic search functionality, so users can easily contextualize the model responses with their data to create customized apps in minutes. This includes: Embed Text (in private preview soon)- This function transforms a given text input to vector embeddings using a user selected embedding model. Vector Distance (in private preview soon) - To calculate distance between vectors, developers will have three functions to choose from: cosine similarity - vector_cosine_distance(), L2 norm - vector_l2_distance()and inner product - vector_inner_product(). Native Vector Data Type (in private preview soon) - To enable these functions to run against your data, vector is now a natively supported data type in Snowflake in addition to all the other natively supported data types. Streamlit in Snowflake (public preview): With Streamlit, teams can further accelerate the creation of LLM apps, with the ability to develop interfaces in just a few lines of Python code and no front-end experience required. These apps can then be securely deployed and shared across an organization via unique URLs that leverage existing role-based access controls in Snowflake, and can be generated with just a single click. Learn more here. Snowpark Container Services: Deploy custom UIs, fine-tune open source LLMs, and moreTo further customize LLM applications, developers have virtually no limits on what they can build and deploy in Snowflake using Snowpark Container Services (in public preview soon in select AWS regions). This additional Snowpark runtime option enables developers to effortlessly deploy, manage and scale containerized workloads (jobs, services, service functions) using secure, Snowflake-managed infrastructure with configurable hardware options, such as NVIDIA GPUs.Here are some of the other most common adaptations developers can make to the LLM app without having to move data out of Snowflake’s governed and secure boundary: Deploy and fine-tune open source LLMs and vector databases: Pairing a GPU-powered infrastructure with Snowpark Model Registry makes it easy to deploy, fine-tune and manage any open source LLM or run an open source vector database such as Weaviate with Snowflake’s simplicity and within the secure boundary of your account. Use commercial apps, LLMs and vector databases: As part of the private preview integration with Snowflake Native Apps, Snowpark Container Services can be used to run sophisticated apps entirely in their Snowflake account. This can be commercial LLMs from AI21 Labs or Reka.ai, leading notebooks like Hex, advanced LLMOps tooling from Weights & Biases, vector databases like Pinecone, and much more. Learn more about the latest announcements for developing applications in Snowflake here. Develop custom user interfaces (UIs) for LLM apps: Snowpark Container Services provides the ultimate flexibility for enterprise developers developing LLM applications. If they want to create custom front-ends using frameworks such as ReactJS, all they need to do is deploy a container image with their code to make it available in Snowflake. Resources to get startedSnowflake is making it easy for all users to quickly and securely get value from their enterprise data using LLMs and AI. Whether you want to immediately put AI to use in seconds or want the flexibility to build custom LLM apps in minutes, Snowflake Cortex, Streamlit and Snowpark Container Services give you the necessary building blocks without having to move data out of Snowflake’s secure and governed boundary. For more information to help you get started, check out: Build apps using Streamlit in Snowflake Learn more about Snowpark Container Services and stay in loop for public preview To access any of the previews, reach out to your sales team. AuthorsBaris GultekinJulian ForeroShare ArticleJust For YouProduct and TechnologyBuild and Deploy ML with Ease Using Snowpark ML, Snowflake Notebooks, and Snowflake Feature StorePavan Pothukuchi|Lucy ZhuNOV 01, 2023|4 min readApplicationsSnowday Announcements for Application Development: Snowpark Container Services, Snowflake Native Apps, Hybrid Tables and more!Emily Dillon|Phillip Coletti|Eduardo Laureano|Muzz ImamNOV 01, 2023|10 min readProduct and TechnologyUse AI in Seconds with Snowflake CortexPieter Verhoeven|Baris Gultekin|Riccardo MutiNOV 01, 2023|5 min readRelatedContentAnnouncing Claude 3.7 Sonnet on Snowflake Cortex AISnowflake customers can now access Claude 3.7 Sonnet in Cortex AI, unlocking hybrid reasoning for faster, trusted AI app development in a secure environment.AI Innovation with Seamless CollaborationDiscover new Snowflake capabilities that enhance collaboration, accelerate AI integration, and enable secure development of AI-driven apps across teams.TruLens ❤️ Snowflake OSSDiscover how Snowflake's acquisition of TruEra's AI Observability platform, TruLens, enhances open-source support for LLM app developers with new features and ecosystem integrationSnowflake Cortex AI Continues to Advance Enterprise AIUnlock the potential of generative AI with Snowflake Cortex AI, offering easy no-code development, advanced text analytics, and AI-powered apps.Simplify Application Development With Hybrid TablesSnowflake Hybrid Tables unite transactional and analytical data in a platform, speeding up point operations for streamlined app development.Cortex Search: State-of-the-art hybrid search for RAG and AI AppSnowflake Cortex Search, now in public preview, offers state-of-the-art hybrid search for RAG and AI apps with robust security features and easy deployment.Accelerate development and productivity with DevOps in SnowflakeEnhance data team productivity with Snowflake DevOps. Streamline workflows with Git integration, Python APIs, and CI/CD automation for faster, secure deployments.Easy and Secure RAG to LLM Inference with Snowflake CortexSnowflake Cortex streamlines RAG to create rich LLM apps, reducing hallucinations and providing secure, efficient inference.Powered by Snowflake: How Connected Applications WorkSubscribe to our blog newsletterGet the best, coolest and latest delivered to your inbox each weekBy submitting this form, I understand Snowflake will process my personal information in accordance with their Privacy Notice. Where Data Does More 30-day free trial No credit card required Cancel anytime start for freewatch a demoSubscribe to our monthly newsletter Stay up to date on Snowflake’s latest products, expert insights and resources—right in your inbox! 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Un agent de confiance.Transformez les données de votre entreprise en informations instantanées avec Snowflake Intelligence. essayez snowflake intelligenceLire l’annonce1-4 Juin 2026Explorez le Futur de la Data au Summit 26Retrouvez les leaders de la data et de l’IA au Snowflake Summit 26 à San Francisco. Prenez une longueur d’avance et propulsez votre entreprise dans l’ère des agents intelligents. inscrivez-vous dès maintenantPLATEFORME Simplifier la data et l’IA d’entrepriseDe l'ingestion et du traitement des données à leur analyse et leur modélisation, en passant par la création et le partage d'applications de données et d'IA, Snowflake vous aide à innover plus vite et valoriser davantage vos données. pourquoi snowflakeVoir les tarifsSIMPLEConcrétisez vos stratégies data et IANe perdez pas de temps à construire, configurer et régler votre infrastructure. Optez pour une plateforme simple et entièrement gérée, intégrée à tous les types de données et tous les clouds. CONNECTÉConnectez votre écosystèmeTirez pleinement parti de vos données, de vos applications et de vos modèles grâce à l'écosystème puissant de Snowflake et à son interopérabilité avec les formats de table ouverts. FIABLEAssurez la continuité de vos opérationsBénéficiez d'une sécurité, d'une gouvernance, d'une observabilité et d'une reprise après sinistre unifiées et continues pour exécuter vos workloads les plus critiques, quel que soit le cloud ou la région. L’AI DATA CLOUD Simplifiez votre architecture. Démantelez les silos de données. Data engineeringCréez des pipelines de données fiables et continus dans le langage de votre choix. En savoir plusAnalyticsAccélérez vos analyses de données pour un coût maîtrisé et quasiment aucune maintenance. En savoir plusIACréez et déployez en toute sécurité des LLM et des modèles de ML adaptés à vos données. 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Lire le témoignage 19 000 heures gagnées sur une année grâce au traitement plus rapide des données 57 % de réduction du TCO par rapport à la solution précédente Lire l’étude de casServices financiers Intercontinental Exchange et la Bourse de New York optimisent leurs coûts avec Snowpark Grâce à Snowflake, Intercontinental Exchange (ICE) a réduit ses coûts et amélioré son efficacité opérationnelle, tout en facilitant la conformité réglementaire et le reporting pour les bourses mondiales telles que la Bourse de New York (NYSE, New York Stock Exchange). Lire le témoignage 80 % d’amélioration des performances des requêtes ad hoc >50 % de réduction des coûts pour la charge de travail de reporting réglementaire du NYSE Lire l’étude de casTechnologie Siemens Energy développe des chatbots documentaires avec Cortex AI Siemens Energy fait confiance à Snowflake et Cortex AI pour transformer des informations papier en données exploitables, en rendant des centaines de milliers de pages accessibles instantanément grâce à des chatbots d’IA. Regarder la vidéo +800 000 pages accessibles via un chatbot Lire l’étude de casTélécommunications AT&T fournit des informations plus rapides tout en réduisant de 84 % les coûts annuels estimés Cette entreprise de premier plan offre à davantage d'équipes un accès quasi instantané à de précieuses informations pour une meilleure prise de décision et des expériences clients améliorées — tout en réduisant ses coûts et en améliorant les performances grâce à Snowflake. Lire le témoignage 84 % d’économies sur les coûts annuels estimés, grâce à la mise en cache des résultats <1 seconde pour répondre à 90 % des requêtes utilisateurs via des tableaux de bord en libre‑service Lire l’étude de casPublicité, médias et divertissement Merkle améliore l’expérience client tout en assurant la gouvernance et la sécurité des données Merkle, une société de dentsu, consolide les données sensibles et collabore avec ses clients dans Snowflake. Le résultat ? Un environnement de données plus efficace et fiable qui accélère l'accès aux données et réduit les risques. Lire le témoignage 64 % d’accélération du cycle de développement des données 20 % d’économies estimées Lire l’étude de cas Prev Next Impact amplifié L’écosystèmeSnowflakeSnowflake Partner NetworkDes technologies intégrées aux experts en migration, maximisez votre déploiement Snowflake avec nos partenaires, applications ou solutions. 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For a view of all specific pricing related information, view the consumption table. Platform:Select a platformRegion:Select a regionStandardAn entry-level, introductory offering providing access to core functionality. get startedIncludes All core platform functionality with fully managed elastic compute Security with automatic encryption of all data Snowpark Data sharing Optimized storage with compression and Time Travel + more View All FeaturesEnterpriseMost popular and addresses the needs of high-growth, large-scale customers. get startedALL STANDARD EDITION FEATURES + Ability to use multi-cluster compute Granular governance and privacy controls Extended Time Travel windows + more View All FeaturesMost PopularBusiness CriticalOffers functionality for highly regulated industries with regulations of sensitive data. get startedALL ENTERPRISE EDITION FEATURES + Tri-Secret Secure Access to private connectivity Failover and failback for backup and disaster recovery + more View All FeaturesVirtual Private SnowflakeVirtual Private Snowflake (VPS) includes all the features of Business Critical Edition, but in a completely separate Snowflake environment, isolated from all other Snowflake accounts. talk to salesOptimized StorageA monthly fee for data stored in Snowflake is calculated using the average amount of storage used per month, after compression, for data ingested into Snowflake. There are two ways to buy the Snowflake Service: On-demand or pre-paid capacity. download snowflake pricing guideOn-Demand StoragePay for usage month-to-month. Price shown above reflects the list price. To view capacity storage discounts, please refer to Table 3(a) in the Snowflake Service Consumption Table. A fully managed product delivers simplicity and better TCOSnowflake takes care of infrastructure management and provides the ease-of-use that only a unified, fully managed product can deliver. Over 7,200 brands mobilize their data with Snowflake Drive more efficiency with SnowflakeWhether you’re just getting started with Snowflake or looking to get the most out of your existing deployment, check out these resources to help you forecast, understand and optimize costs. Modernize your data ecosystem Migrate to the AI Data CloudMoving from on-premises to the cloud or between clouds, Snowflake helps you have a seamless journey with low-risk and cost-effective AI-powered solutions. 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Product Platform Snowflake Intelligence Data Engineering Analytics AI Applications & Collaboration Pricing Support Support Priority Support Status Industries Advertising, Media & Entertainment Financial Services Healthcare & Life Sciences Manufacturing Public Sector Retail & Consumer Goods Telecom Technology Company About Snowflake Leadership & Board Careers Investor Relations Trust Center Brand Guidelines Contact Newsroom Environmental, Social & Governance Snowflake Ventures End Data Disparity Snowflake Summit 26 Learn Resource Library Live Demos Fundamentals Training Certifications Snowflake University Developer Guides Documentation © 2026 Snowflake Inc. All Rights Reserved Privacy Policy Site Terms Communication Preferences Cookie Settings Do Not Share My Personal Information Legal --- Skip to contentData for Breakfast Around the WorldDrive impact across your organization with data and agentic intelligence.register nowplatformoverviewFeaturesCortex CodeCortex AIMarketplaceNotebooksOpenflowHorizon CatalogSnowflake TrailSnowflake PostgresUse CasesCompliance, Security, Discovery & Governance FinOpsObservabilityWell-Architected FrameworkresourcesProduct The SnowflakePlatformAccelerate time to data and AI innovation on a fully managed, enterprise-ready platform that is easy to use, connected across your entire data and AI estate, and trusted by thousands. start for freeINTRODUCING SNOWFLAKE INTELLIGENCEAll your knowledge. One trusted enterprise agent.For the first time, any user can securely talk to all your company's data in one place —using plain English — and get instant, trustworthy answers.explore the solutionuse cases The Unified Platform for Enterprise Data and AIsecurity & governanceFinOpsObservabilityCompute Evolution & ExtensibilityTransactional WorkloadsMaintain trust The universal AI catalog: Context and governance for AI over all data Effectively protect your most sensitive data and AI assets with enterprise-grade security and governance. Manage secure, cross-engine access to data in open table formats and get read/write access for all Iceberg tables. Provide context to AI agents for useful, trustworthy output. Connect ecosystems across regions and clouds with unified manageability, business continuity and disaster recovery, and seamless collaboration. discover snowflake horizon catalogManage cost and performance Time is money — save both with Snowflake See, control and optimize your Snowflake spend through a unified Cost Management Interface. Check query performance easily to proactively save on costs. Automatically benefit from regular rollouts of performance improvements across all workloads. learn more about finops on snowflakeMonitor, troubleshoot and debug Get faster telemetry across your AI and data Start with Snowflake’s built-in observability in a few simple steps, and seamlessly export telemetry data to your preferred third-party tools as needed. Evaluate gen AI quality, compare model configurations and trace execution flows without exporting sensitive data. Address bottlenecks quicker with deeper, more unified visibility across your applications, pipelines and infrastructure. explore snowflake trail for observabilityInnovate with warehouses and container services Enjoy regular, automatic performance improvements and extend your platform Experience 2.0x¶ faster performance for core analytics workloads with Standard Warehouse - Generation 2, Snowflake’s updated Standard Warehouse with upgraded hardware and additional performance enhancements. Snowflake Adaptive Compute* offers enhanced ease of use with better price for performance through automatic selection of right-sized compute resources shared optimally across an account and intelligent query routing. Use this compute service to create new Adaptive Warehouses.* Snowpark Container Services (SPCS) is a powerful extension that turns Snowflake into a platform for running containers, services and AI/ML apps securely and natively alongside your data. learn about high-performance computeAll your data in one place Run transactional applications, analytics and AI on one unified platform Stop managing separate databases. Instead, let Snowflake help unify your data footprint, so you can run transactional workloads alongside all your other workloads on a single platform. Choose from two powerful capabilities: Snowflake Postgres for enterprise-ready Postgres, or Unistore’s Hybrid Tables to manage application state and build lightweight transactional apps directly on Snowflake. Eliminate data pipelines to help reduce complexity, lower costs and innovate faster. Benefits An easy, connected and trusted platformData EngineeringBuild reliable, continuous data pipelines for the enterprise in the language of your choice. Learn moreAnalyticsDo data analytics faster with optimal pricing and near-zero maintenance. Learn moreAISecurely create and deploy LLMs and ML models customized with your data. Learn moreApplications & CollaborationShare live data across clouds and organizations, plus easily develop, distribute and scale apps. Learn more Fully Managed Cross-Cloud Interoperable Secure Governed Snowflake IntelligenceEmpower every user to answer complex questions in natural language with their own personalized enterprise intelligence agent. explore the solutionEASYAccelerate time to innovationSave time and money with a single fully managed platform for all workloads that is scalable, self-improving and has built-in FinOps for optimal cost efficiency Learn more about our fully managed serviceCONNECTEDCollaborate with cutting-edge toolsAccelerate strategic decision-making and unlock new business opportunities with an open architecture that provides direct access to the most complete ecosystem of AI-ready data, apps and agentic products. Explore applications and collaborationTRUSTEDReduce riskProtect your assets and brand reputation by reducing compliance and security risks. Power your most mission-critical data, apps and AI workloads with enterprise-grade security, governance, observability and business continuity/disaster recovery controls across regions and clouds. Get your trust questions answeredAT&TKFCNYC H&HTelecom "The Snowflake Data Cloud has given us the power to harness and integrate data to create insights. With data at our fingertips, we are growing revenue, becoming more cost effective and, most importantly, improving the customer experience.” Andy Markus Chief Data Officer, AT&T Read the story 84% savings on estimated annual costs, thanks to results caching < 1 second to answer 90% of user queries via self-service dashboards Read the case studyRetail & Consumer Goods "KFC’s data sharing processes changed from taking days to being completed in just seconds. This allows access to more data faster and allows us to achieve greater insights and enhance our advanced analytics capabilities.” Luis Bastos Data Architect, KFC Read the story 70% fewer database operational costs 500K+ order transactions processed daily Read the case studyPublic Sector “We’re talking about working with sensitive patient data — data that’s related to people’s mental health and specific clinical conditions so we have to build in security, governance, auditability, traceability and compliance from the very beginning, which Snowflake helps us achieve.” Shahran Haider Deputy Chief Data Officer at NYC Health + Hospital Read the story 5 minutes to equip users with updated membership data — down from five days 100B+ rows of healthcare data in Snowflake provide a holistic view of patients Read the case study Prev Next Resources Discover more about the Snowflake AI Data CloudSolutionThe Snowflake Well-Architected FrameworkAccelerate data and AI innovation with technical best practices for your easy, connected and trusted data foundation. Learn moreEBOOKAI + Data Predictions 2026The rise of agentic AI will create a new kind of enterprise and a new kind of worker. Read nowReportThe Total Economic Impact™ of the Snowflake AI Data CloudRead about the cost savings and business benefits enabled by the Snowflake AI Data Cloud. Download nowview more platform resourcesGet Started Take the next stepwith SnowflakeStart your 30-day free Snowflake trial today $400 in free usage to start Immediate access to the AI Data Cloud Enable your most critical data workloads start for freeBrowse platform webinarsTake a technical deep dive into Snowflake AI Data Cloud foundations. Browse webinarsSnowflake Platform Frequently Asked QuestionsGet common questions answered about the Snowflake platform and its capabilities. Is the Snowflake platform serverless?Yes, the Snowflake platform is a fully managed service with many serverless capabilities. While you configure virtual warehouses, Snowflake handles the underlying infrastructure, scaling and maintenance. Does Snowflake work across clouds and regions?Yes, Snowflake supports multi-cloud and cross-region operations. It’s available on major cloud providers (AWS, Azure, GCP) across numerous global regions. Snowflake’s Snowgrid enables cross-cloud and cross-region data sharing, replication for business continuity, and a consistent experience independent of the underlying cloud. Does Snowflake offer built-in security and governance?Yes, Snowflake has built-in security and governance features. This includes end-to-end encryption, role-based access control (RBAC), network policies, multi-factor authentication and data masking. Snowflake Horizon Catalog provides a unified governance solution with features like data discovery, compliance tools, access history and object tagging. How does Snowflake billing work?The two primary cost drivers are compute and storage. For compute resources, Snowflake employs a consumption-based model. Storage costs are based on the amount of data (measured in terabytes per month) stored within Snowflake. To get a detailed breakdown of our pricing and see our consumption table, we encourage you to visit the Snowflake Pricing Page for the most up-to-date and comprehensive information. Does Snowflake provide built-in dashboards for FinOps?Yes, Snowflake offers a unified Cost Management Interface that allows you to see, control and optimize your Snowflake spend, serving as a built-in tool for FinOps. This interface also helps you easily check insights to proactively save on costs. What observability capabilities does Snowflake offer?Snowflake offers several observability capabilities to monitor your account and workloads, including: Foundation observability capabilities: Metrics, traces, logs, notifications and alerts Infrastructure observability: Optimize Snowflake costs and performance through better resource utilization insights. Pipeline observability: Help ensure reliable data delivery by proactively identifying and fixing pipeline failures. Application observability: Quickly pinpoint and resolve bottlenecks in applications interacting with Snowflake. AI observability: Accelerate AI development by confidently evaluating and improving AI agents and apps. These features help in monitoring performance, troubleshooting and managing costs. Where Data Does More 30-day free trial No credit card required Cancel anytime start for freewatch a demoSubscribe to our monthly newsletter Stay up to date on Snowflake’s latest products, expert insights and resources—right in your inbox! Product Platform Snowflake Intelligence Data Engineering Analytics AI Applications & Collaboration Pricing Support Support Priority Support Status Industries Advertising, Media & Entertainment Financial Services Healthcare & Life Sciences Manufacturing Public Sector Retail & Consumer Goods Telecom Technology Company About Snowflake Leadership & Board Careers Investor Relations Trust Center Brand Guidelines Contact Newsroom Environmental, Social & Governance Snowflake Ventures End Data Disparity Snowflake Summit 26 Learn Resource Library Live Demos Fundamentals Training Certifications Snowflake University Developer Guides Documentation © 2026 Snowflake Inc. All Rights Reserved Privacy Policy Site Terms Communication Preferences Cookie Settings Do Not Share My Personal Information Legal * Private preview, † Public preview, ‡ Coming soon¶ Snowflake performance improvements based on core analytics workloads on 2XL warehouse measured as of May 3, 2024 using Standard Warehouse and May 2, 2025 using Gen2.