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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Governance: Resource Monitors, Data Masking, Row/Column Security - Access Control: RBAC, DAC, Roles, Privileges - Security: Network Policies, MFA, Encryption |
| Topic 2: Data Collaboration & Protection | 10% | - Secure Data Sharing, Listings, Marketplace - Data Clean Rooms, Collaboration Features - Data Protection, Retention, Time Travel, Fail-safe |
| Topic 3: Performance Optimization, Querying & Transformation | 21% | - Materialized Views, Streams, Tasks, Pipelines - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables |
| Topic 4: Snowflake Architecture & Core Concepts | 31% | - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types - Virtual Warehouses, Clustering, Caching |
| Topic 5: Data Loading, Unloading & Connectivity | 18% | - Unloading Data, Export Options - Stages, File Formats, COPY INTO, Snowpipe - External Integrations, Connectors, SnowSQL - Bulk Load, Streaming, Dynamic Tables |
1. What are the main differences between the account usage views and the information schema views? (Select TWO).
A) No active warehouse to needed to query account usage views but one is needed to query information schema views.
B) Account usage views do not contain data about tables but information schema views do.
C) Data retention for account usage views is 1 year but is 7 days to 6 months for information schema views, depending on the view.
D) Information schema views are read-only but account usage views are not.
E) Account issue views contain dropped objects but information schema views do not.
2. In Snowflake ' s data security framework, how does column-level security contribute to the protection of sensitive information? (Select TWO).
A) Column-level security limits access to specific columns within a table based on user privileges
B) Implementation of column-level security will optimize query performance.
C) Column-level security supports encryption of the entire database.
D) Column-level security ensures that only the table owner can access the data.
E) Column-level security allows the application of a masking policy to a column within a table or view.
3. A Snowflake user needs to share unstructured data from an internal stage to a reporting tool that does not have Snowflake access.
Which file function should be used?
A) GET STAGE LOCATION
B) GET_PRESIGNED_URL
C) BUILD_STAGE_FILE_URL
D) BUILD_SCOPED_FILE_URL
4. Which Snowflake feature allows administrators to identify unused data that may be archived or deleted?
A) Dynamic Data Masking
B) Access history
C) Data classification
D) Object tagging
5. What is SnowSQL used for?
A) Monitoring data transformation activity
B) Loading and unloading data
C) Developing Snowflake Native Apps
D) Developing dashboards
Solutions:
| Question # 1 Answer: C,E | Question # 2 Answer: A,E | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: B |
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