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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Snowflake editions and features - Virtual warehouse concepts and credit usage |
| Topic 2: Data Loading & Unloading | 15% | - Data ingestion best practices - Data unloading and staging - File formats (JSON, CSV, Parquet, AVRO) - Bulk loading with COPY command - Continuous loading with Snowpipe |
| Topic 3: Databases, Tables & Views | 18% | - Stored procedures and UDFs - Data manipulation (DML operations) - Clustering and micro-partitions - Table types (permanent, transient, temporary) - Column types and sequences - Views (standard, materialized, secure) |
| Topic 4: Account Objects | 8% | - Warehouses, databases, and schemas hierarchy - Resource monitors - Organizations and accounts structure |
| Topic 5: Virtual Warehouses | 15% | - Multi-cluster warehouses - Warehouse monitoring and troubleshooting - Warehouse sizing and scaling - Warehouse creation and configuration - Cache concepts (warehouse, result, metadata) |
| Topic 6: Security & Access Control | 10% | - Masking policies - Row-level and column-level security - Authorization (roles, privileges) - Authentication (SSO, MFA) - Governance best practices |
| Topic 7: Semi-Structured Data | 10% | - Array and object operations - Parsing and flattening semi-structured data - VARIANT data type |
| Topic 8: Data Sharing | 12% | - Data listing marketplace - Private sharing vs. Data Exchange - Reader account management - Shares and reader accounts |
| Topic 9: Time Travel & Cloning | 10% | - Fail-safe concepts - Time travel concepts and retention - Zero-copy cloning - UNDROP and historical data access |
| Topic 10: Performance Optimization & Monitoring | 4% | - Query history and monitoring - Resource optimization techniques - Query profiling and performance tuning |
Question 1
What unit is used to calculate the monthly cost for storing data in Snowflake?
A. Petabyte (PB)
B. Terabyte (TB)
C. Gigabyte (GB)
D. Megabyte (MB)
Question 2
A team needs to monitor and receive alerts for Snowpipe credit usage.
Why should a custom budget be used instead of a resource monitor?
A. A custom budget is the only tool that can automatically send alert emails to users outside the ACCOUNTADMIN role.
B. Resource monitors can track costs for only one virtual warehouse, whereas custom budgets monitor the entire account.
C. Custom budgets track historical spending, whereas resource monitors provide cost forecasts.
D. Custom budgets can track costs using object tags and include serverless features.
Question 3
What is the effect of using FORCE = TRUE in a COPY INTO < table > command?
A. All files will be loaded, even ones with a load status of unknown.
B. Files that have already been successfully loaded into the table will not be loaded again.
C. String columns longer than the length specified in the column definition will be loaded anyway.
D. Files that have already been successfully loaded into the table will be loaded again.
Question 4
Which schema-level objects allow the user to periodically perform an action under specific conditions, based on data within Snowflake?
A. Secure views
B. External tables
C. Alerts
D. Materialized views
Question 5
What is included in the calculation of the execution time reported in a Query Profile? (Select TWO).
A. Spilling
B. Processing
C. Local disk IO
D. Caching
E. Pruning
Solutions:
| Question 1 Answer: B | Question 2 Answer: D | Question 3 Answer: D | Question 4 Answer: C | Question 5 Answer: A,B |
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