Archives: Answers

July 6, 2025 How can I monitor and optimize my Generative AI workloads? LLM Observability + Evaluations provides tools to track and optimize GenAI apps. You can monitor key metrics like groundedness and relevance, which is crucial for debugging, ensuring compliance,… July 6, 2025 How can I ensure reliable performance for my production AI apps? Provisioned Throughput is a new feature that guarantees inference performance for production-grade AI applications. This helps eliminate issues with spiky latency or throttling. July 6, 2025 How is Snowflake speeding up the development of AI apps and models? Snowflake introduced several tools: Data Science Agent: Turns natural language prompts into working code within Snowflake Notebooks to accelerate model experimentation. Cortex Agent APIs: Allow developers to build… July 6, 2025 What is Snowflake Intelligence? Snowflake Intelligence is a new conversational interface designed for business users. It allows them to analyze both structured and unstructured data using natural language, without needing to write… June 16, 2025 How does Snowflake allow access to Delta Lake data without re-ingesting it? Through a new feature called Delta Direct. It converts Delta table metadata into the Iceberg format on the fly, allowing you to access Parquet files directly without data… June 16, 2025 What improvements were made to Dynamic Tables for real-time pipelines? Dynamic Tables now support externally managed Iceberg tables, feature faster refreshes with latencies as low as 15 seconds, and have better built-in handling of slowly changing dimensions (SCDs). June 16, 2025 Can I run my dbt projects natively in Snowflake? Yes. With the new dbt Projects in Snowflake, you can now build and run dbt natively on the platform. This eliminates the need for separate orchestration tools, infrastructure,… June 16, 2025 Are there any updates to make data streaming more efficient? Yes, Snowpipe Streaming has been significantly upgraded. It is now 3–5x cheaper, supports inline transformations, and includes a multi-language REST interface for greater flexibility. June 16, 2025 What is OpenFlow and how does it help with data integration? OpenFlow is Snowflake’s native, multi-modal data integration platform. It is designed to reduce the complexity of ETL/ELT by moving any type of data (structured, unstructured, batch, streaming) across… June 16, 2025 What was the overarching message from Snowflake Summit 2025? The key message is that the Snowflake platform is evolving beyond just data storage and analysis into a comprehensive environment to build with data. The announcements focused on… June 13, 2025 Some of these features are in “preview” or “development.” What does that mean? Features in "private preview" are typically available to a limited set of customers for testing and feedback. "Public preview" means the feature is more broadly available for testing… June 13, 2025 How is Snowflake enhancing its support for transactional data? Snowflake is making significant strides: Snowflake Postgres: (In development) A fully managed, enterprise-grade PostgreSQL database solution within Snowflake, bringing a popular transactional database to developers on the platform.… June 11, 2025 What’s new with Snowpark Container Services (SPCS)? Snowpark Container Services (SPCS), Snowflake's extensibility runtime, will soon be generally available in GCP regions. This allows customers to deploy custom solutions (data engineering pipelines, ML model training/deployment,… June 11, 2025 How is Snowflake streamlining Disaster Recovery (DR) management? A more intuitive Replication interface (generally available) in Snowsight allows code-free configuration of failover groups, object selection, and replication scheduling. A simplified Bulk Failover interface (in public preview… June 11, 2025 What are “Snapshots” and how do they improve data protection? Snapshots (in public preview soon) create point-in-time, immutable backups of Snowflake data and objects. Once created for a specified duration, they cannot be modified or deleted, even by… June 11, 2025 How is Snowflake enhancing observability for AI applications? Enhanced AI observability features (generally available soon) will allow users to evaluate, debug, and optimize generative AI agents and apps. This includes measuring performance, comparing LLM configurations, tracing… June 11, 2025 What is Snowflake Trail, and what core observability improvements are being made? Snowflake Trail provides enhanced observability across your Snowflake environment (infrastructure, pipelines, apps, AI). Core improvements (generally available) include better Event Table ingestion latency (up to 10x faster), an… June 9, 2025 Are there any updates to Private Link support? Yes, Enhanced Private Link support now enables secure inbound connections from Google Cloud Platform (GCP) to Snowflake (generally available) and outbound connections from Snowflake to GCP for External… June 9, 2025 How is Snowflake addressing sensitive data governance? Through sensitive data monitoring and reporting (in private preview soon), Snowflake will offer automatic detection of sensitive data, along with tagging and reporting capabilities via an interactive governance… June 9, 2025 What enhancements are being made to authentication and access management? Snowflake is introducing: New MFA Methods: Passkey support (Touch ID, FaceID, Windows Hello, security keys) and authenticator apps (generally available). Programmatic Access Tokens (PATs): (Generally available) A drop-in…