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Last Updated: Aug 10, 2026
No. of Questions: 165 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Snowflake AI Data Cloud Features and Architecture | 31% | - Snowflake interfaces and tools (Snowsight, CLI, IDEs) - Virtual warehouses and best practices - Storage concepts (micro-partitions, table types) - Snowflake architecture (storage, compute, cloud services) - Object hierarchy and types (tables, views, UDFs, etc.) |
| Data Collaboration | 10% | - Secure data sharing and replication - Marketplace and data exchange - Cloning, Time Travel and Fail-safe |
| Account Management and Data Governance | 20% | - Network policies and authentication - Role-based access control (RBAC) and security policies - Data masking and object tagging - Logging, tracing and audit (ACCOUNT_USAGE) |
| Performance Optimization, Querying and Transformation | 21% | - Materialized views and clustering - Query performance tuning and caching - Workload management - SQL transformations (structured & semi-structured) |
| Data Loading, Unloading and Connectivity | 18% | - Connectors, APIs and Git integration - COPY INTO and error handling - Snowpipe, streams and tasks - File formats and stages |
1. A deterministic query is run at 8am, takes 5 minutes, and the results are cached .
Which of the following statements are true? Choose 2 answers
A) The exact query win ALWAYS return me precomputed result set for the RESULT_CACHE_ACTIVE = time period
B) The same exact query will return the precomputed results even if the underlying data has changed as long as the results were last accessed within the previous
C) The same exact query will return the precomputed results if the underlying data hasn't changed and the results were last accessed within the previous 24 hour period
D) The ''24 hour'' on the percomputed results gets renewed every time the exact query is executed
2. Which of the following items does the Cloud services Layer manage? Choose 4 answers
A) external blob storage
B) user authentication
C) Metadata
D) Query compilation and optimization
E) Data security
3. The PUT command: (Choose two.)
A) Automatically encrypts files
B) Automatically creates a File Format object
C) Automatically uses the last Stage created
D) Automatically compresses files using Gzip
4. For a multi-cluster Warehouse, the number of credits billed is calculated on: Select one.
A) The sue of the Warehouse and the maximum number of clusters configured for the Warehouse.
B) The number of users who accessed the Warehouse.
C) The number of queries that ran using the Warehouse.
D) The size of the Warehouse and the number of clusters that ran within a given time period.
5. True or False: It is possible to unload structured data to semi-structured formats such as JSON and parquet.
A) False
B) True
Solutions:
| Question # 1 Answer: A,B | Question # 2 Answer: B,C,D,E | Question # 3 Answer: A,D | Question # 4 Answer: D | Question # 5 Answer: B |
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