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| Section | Weight | Objectives |
|---|---|---|
| Data Loading, Unloading & Connectivity | 18% | - Unloading Data, Export Options - Bulk Load, Streaming, Dynamic Tables - External Integrations, Connectors, SnowSQL - Stages, File Formats, COPY INTO, Snowpipe |
| Account Management & Data Governance | 20% | - Access Control: RBAC, DAC, Roles, Privileges - Trust Center, Data Lineage, Compliance - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption |
| Snowflake Architecture & Core Concepts | 31% | - Databases, Schemas, Objects, Data Types - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Virtual Warehouses, Clustering, Caching |
| Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines |
| Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace - Data Protection, Retention, Time Travel, Fail-safe |
Question 1
Based on a review of a Query Profile, which scenarios will benefit the MOST from the use of a data clustering key? (Select TWO.)
A. A column that appears most frequently in group by operations
B. A column that appears most frequently in join operations
C. A column that appears most frequently in order by operations
D. A column that appears most frequently in where operations
E. A column that appears most frequently in aggregate operations
Question 2
How can the Query Profile be used to troubleshoot a problematic query?
A. It will indicate if the user has enough Snowflake credits to run the query
B. It will indicate if a virtual warehouse is in auto-scale mode
C. It will indicate if a user lacks the privileges needed to run the query.
D. It will indicate if a virtual warehouse memory is too small to run the query
Question 3
Which table is designed to store a catalog of stage files in cloud storage?
A. Dynamic table
B. Iceberg table
C. Directory table
D. Hybrid table
Question 4
When cloning a database, what is cloned with the database? (Choose two.)
A. Privileges on the schemas within the database
B. Only schemas and tables within the database
C. Existing child objects within the database
D. Privileges on the database
E. Future child objects within the database
Question 5
How can staged files be removed during data loading once the files have loaded successfully?
A. Use the DROP command
B. Use the purge copy option.
C. Use the FORCE = TRUE parameter
D. Use the LOAD UNCERTAIN FILES copy option.
Solutions:
| Question 1 Answer: A,C | Question 2 Answer: D | Question 3 Answer: C | Question 4 Answer: C,D | Question 5 Answer: B |
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