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Last Updated: Aug 08, 2026
No. of Questions: 1187 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Virtual Warehouses | 15% | - Warehouse monitoring and troubleshooting - Multi-cluster warehouses - Warehouse creation and configuration - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling |
| Topic 2: Security & Access Control | 10% | - Masking policies - Authorization (roles, privileges) - Governance best practices - Row-level and column-level security - Authentication (SSO, MFA) |
| Topic 3: Databases, Tables & Views | 18% | - Views (standard, materialized, secure) - Column types and sequences - Clustering and micro-partitions - Table types (permanent, transient, temporary) - Stored procedures and UDFs - Data manipulation (DML operations) |
| Topic 4: Account Objects | 8% | - Resource monitors - Warehouses, databases, and schemas hierarchy - Organizations and accounts structure |
| Topic 5: Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query profiling and performance tuning - Query history and monitoring |
| Topic 6: Data Sharing | 12% | - Private sharing vs. Data Exchange - Data listing marketplace - Reader account management - Shares and reader accounts |
| Topic 7: Semi-Structured Data | 10% | - VARIANT data type - Array and object operations - Parsing and flattening semi-structured data |
| Topic 8: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) |
| Topic 9: Data Loading & Unloading | 15% | - File formats (JSON, CSV, Parquet, AVRO) - Continuous loading with Snowpipe - Data unloading and staging - Bulk loading with COPY command - Data ingestion best practices |
| Topic 10: Time Travel & Cloning | 10% | - Zero-copy cloning - UNDROP and historical data access - Fail-safe concepts - Time travel concepts and retention |
1. Which common query problems are identified by the Query Profile? (Select TWO.)
A) Queries too large to fit in memory
B) Ambiguous column names
C) Object does not exist or not authorized
D) Syntax error
E) Inefficient pruning
2. Which query contains a Snowflake hosted file URL in a directory table for a stage named bronzestage?
A) select metadata$filename from @bronzestage;
B) list @bronzestage;
C) select * from table(information_schema.stage_directory_file_registration_history(stage name= > ' bronzestage1));
D) select * from directory(@bronzestage);
3. What privilege is required to view the load statistics on a virtual warehouse?
A) USAGE
B) MODIFY
C) OPERATE
D) MONITOR
4. Which roles can make grant decisions to objects within a managed access schema? (Select TWO)
A) SYSTEMADMIN
B) ACCOUNTADMIN
C) ORGADMIN
D) SECURITYADMIN
E) USERADMIN
5. Which Snowflake objects can be secured to protect data privacy? (Select TWO).
A) Tags
B) Stages
C) Views
D) Schemas
E) Materialized views
Solutions:
| Question # 1 Answer: A,E | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: B,D | Question # 5 Answer: C,E |
Nancy
Rosemary
Venus
Alva
Bennett
Chasel
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