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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake AI Data Cloud Features and Architecture | 31% | - Snowflake architecture (storage, compute, cloud services) - Object hierarchy and types (tables, views, UDFs, etc.) - Virtual warehouses and best practices - Storage concepts (micro-partitions, table types) - Snowflake interfaces and tools (Snowsight, CLI, IDEs) |
| Topic 2: Data Collaboration | 10% | - Cloning, Time Travel and Fail-safe - Marketplace and data exchange - Secure data sharing and replication |
| Topic 3: Account Management and Data Governance | 20% | - Logging, tracing and audit (ACCOUNT_USAGE) - Data masking and object tagging - Network policies and authentication - Role-based access control (RBAC) and security policies |
| Topic 4: Data Loading, Unloading and Connectivity | 18% | - Connectors, APIs and Git integration - COPY INTO and error handling - Snowpipe, streams and tasks - File formats and stages |
| Topic 5: Performance Optimization, Querying and Transformation | 21% | - Workload management - Query performance tuning and caching - SQL transformations (structured & semi-structured) - Materialized views and clustering |
Query results are stored in the Result Cache for how long after they are last accessed, assuming no data changes have occurred?
Correct Answer: B 🗳️
Increasing the size of a Virtual Warehouse from an X-Small to an X-Large is an example of:
Correct Answer: D 🗳️
True or False: A Virtual Warehouse consumes Snowflake credits even when inactive.
Correct Answer: A 🗳️
True or False: Data Providers can share data with only the Data Consumer.
Correct Answer: B 🗳️
Which type of table corresponds to a single Snowflake session?
Correct Answer: C 🗳️
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