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| Section | Weight | Objectives |
|---|---|---|
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Virtual warehouse concepts and credit usage - Snowflake editions and features |
| Data Sharing | 12% | - Shares and reader accounts - Reader account management - Data listing marketplace - Private sharing vs. Data Exchange |
| Databases, Tables & Views | 18% | - Data manipulation (DML operations) - Stored procedures and UDFs - Column types and sequences - Views (standard, materialized, secure) - Table types (permanent, transient, temporary) - Clustering and micro-partitions |
| Semi-Structured Data | 10% | - VARIANT data type - Parsing and flattening semi-structured data - Array and object operations |
| Account Objects | 8% | - Warehouses, databases, and schemas hierarchy - Resource monitors - Organizations and accounts structure |
| Virtual Warehouses | 15% | - Warehouse creation and configuration - Warehouse monitoring and troubleshooting - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling - Multi-cluster warehouses |
| Time Travel & Cloning | 10% | - UNDROP and historical data access - Fail-safe concepts - Zero-copy cloning - Time travel concepts and retention |
| Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query history and monitoring - Query profiling and performance tuning |
| Security & Access Control | 10% | - Governance best practices - Authorization (roles, privileges) - Authentication (SSO, MFA) - Row-level and column-level security - Masking policies |
| Data Loading & Unloading | 15% | - Bulk loading with COPY command - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) - Data unloading and staging - Data ingestion best practices |
1. When is a DataFrame processed in Snowpark?
A) When a new transformation is applied on the DataFrame
B) When the DataFrame is created
C) When there is sufficient memory available in the virtual warehouse
D) When a collect() action is triggered
2. What Snowflake tool can be used to share data and metadata to one or more accounts in Snowflake?
A) Listings
B) Secure views
C) Direct shares
D) Data Exchange
3. Which parameter can be set at the account level to set the minimum number of days for which Snowflake retains historical data in Time Travel?
A) MIN_DATA_RETENTION_TIME_IN_DAYS
B) MAX CONCURRENCY LEVEL
C) DATA_RETENTION_TIME_IN_DAYS
D) MAX_DATA_EXTENSION_TIME_IN_DAYS
4. What is the minimum Snowflake edition needed for database failover and fail-back between Snowflake accounts for business continuity and disaster recovery?
A) Standard
B) Virtual Private Snowflake
C) Enterprise
D) Business Critical
5. When is the result set cache no longer available? (Select TWO)
A) When it has been 24 hours since the last query
B) When the underlying data has changed
C) When another user executes the query
D) When the warehouse used to execute the query is suspended
E) When another warehouse is used to execute the query
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: D | Question # 5 Answer: A,B |
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