Updated: Aug 17, 2026
No. of Questions: 1187 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Virtual Warehouses | 15% | - Warehouse creation and configuration - Warehouse monitoring and troubleshooting - Cache concepts (warehouse, result, metadata) - Multi-cluster warehouses - Warehouse sizing and scaling |
| Security & Access Control | 10% | - Masking policies - Row-level and column-level security - Authentication (SSO, MFA) - Governance best practices - Authorization (roles, privileges) |
| Databases, Tables & Views | 18% | - Column types and sequences - Data manipulation (DML operations) - Clustering and micro-partitions - Table types (permanent, transient, temporary) - Stored procedures and UDFs - Views (standard, materialized, secure) |
| Data Loading & Unloading | 15% | - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices - Data unloading and staging - Bulk loading with COPY command |
| Data Sharing | 12% | - Reader account management - Private sharing vs. Data Exchange - Shares and reader accounts - Data listing marketplace |
| Account Objects | 8% | - Resource monitors - Organizations and accounts structure - Warehouses, databases, and schemas hierarchy |
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) - Virtual warehouse concepts and credit usage |
| Time Travel & Cloning | 10% | - Time travel concepts and retention - Fail-safe concepts - UNDROP and historical data access - Zero-copy cloning |
| Semi-Structured Data | 10% | - VARIANT data type - Parsing and flattening semi-structured data - Array and object operations |
| Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query history and monitoring - Query profiling and performance tuning |
1. Which Snowflake feature or service can be used with a standard materialized view?
A) Clustering
B) Data sharing
C) Fail-safe
D) Time Travel
2. How can an administrator check for updates (for example, SCIM API requests) sent to Snowflake by the identity provider?
A) ACCESS_HISTORY
B) REST EVENT HISTORY
C) LOAD_HISTORY
D) QUERY_HISTORY
3. What are characteristics of reader accounts in Snowflake? (Select TWO).
A) Reader account users can share data to other reader accounts.
B) Reader account users cannot add new data to the account.
C) Reader accounts enable data consumers to access and query data shared by the provider.
D) Data consumers are responsible for reader account setup and data usage costs.
E) A single reader account can consume data from multiple provider accounts.
4. A running virtual warehouse is suspended.
What is the MINIMUM amount of time that the warehouse will incur charges for when it is restarted?
A) 60 minutes
B) 5 minutes
C) 1 second
D) 60 seconds
5. How does the authorization associated with a pre-signed URL work for an unstructured file?
A) Anyone who has the URL can access the referenced file for the life of the token.
B) Only the user who generates the URL can use the URL to access the referenced file.
C) Only the users who have roles with sufficient privileges on the URL can access the referenced file.
D) The role specified in the GET REST API call must have sufficient privileges on the stage to access the referenced file using the URL.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: B,C | Question # 4 Answer: D | Question # 5 Answer: D |
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