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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Collaboration & Protection | 10% | - Data Protection, Retention, Time Travel, Fail-safe - Secure Data Sharing, Listings, Marketplace - Data Clean Rooms, Collaboration Features |
| Topic 2: Account Management & Data Governance | 20% | - Access Control: RBAC, DAC, Roles, Privileges - Security: Network Policies, MFA, Encryption - Governance: Resource Monitors, Data Masking, Row/Column Security - Trust Center, Data Lineage, Compliance |
| Topic 3: Data Loading, Unloading & Connectivity | 18% | - Bulk Load, Streaming, Dynamic Tables - Unloading Data, Export Options - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe |
| Topic 4: Snowflake Architecture & Core Concepts | 31% | - Cloud Services Layer, Compute Layer, Storage Layer - Snowsight Interface, Core Platform Features - Databases, Schemas, Objects, Data Types - Virtual Warehouses, Clustering, Caching |
| Topic 5: Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data |
1. Which will enable temporary scaling for queries that contain complex computations that may consume many credits?
A) Query Acceleration Service
B) Multi-cluster virtual warehouse
C) Virtual warehouse scaling policy
D) Search Optimization Service
2. Which Snowflake object is supported by both database replication and replication groups?
A) Stages
B) Materialized views
C) Users
D) Pipes
3. A Snowflake user wants to design a series of transformations that need to be executed in a specific order on a given schedule.
Which of the snowflake objects should be used?
A) Tasks
B) Sequences
C) Streams
D) Pipes
4. Which tool or service can be used to graphically explore and manage data stored within a Snowflake account, including databases, tables, and views?
A) SnowCD
B) SnowSQL
C) Snowflake virtual warehouses
D) Snowsight
5. Regardless of which notation is used, what are considerations for writing the column name and element names when traversing semi-structured data?
A) The column name is case-insensitive but element names are case-sensitive.
B) The column name and element names are both case-sensitive.
C) The column name and element names are both case-insensitive.
D) The column name is case-sensitive but element names are case-insensitive.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: A |
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