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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Resource optimization techniques - Query history and monitoring |
| Topic 2: Security & Access Control | 10% | - Authentication (SSO, MFA) - Masking policies - Governance best practices - Authorization (roles, privileges) - Row-level and column-level security |
| Topic 3: Semi-Structured Data | 10% | - Parsing and flattening semi-structured data - Array and object operations - VARIANT data type |
| Topic 4: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake editions and features - Virtual warehouse concepts and credit usage - Snowflake architecture layers (storage, compute, services) |
| Topic 5: Data Loading & Unloading | 15% | - Continuous loading with Snowpipe - Bulk loading with COPY command - Data unloading and staging - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices |
| Topic 6: Account Objects | 8% | - Resource monitors - Organizations and accounts structure - Warehouses, databases, and schemas hierarchy |
| Topic 7: Databases, Tables & Views | 18% | - Column types and sequences - Clustering and micro-partitions - Stored procedures and UDFs - Views (standard, materialized, secure) - Data manipulation (DML operations) - Table types (permanent, transient, temporary) |
| Topic 8: Time Travel & Cloning | 10% | - Time travel concepts and retention - Zero-copy cloning - Fail-safe concepts - UNDROP and historical data access |
| Topic 9: Virtual Warehouses | 15% | - Warehouse creation and configuration - Multi-cluster warehouses - Warehouse monitoring and troubleshooting - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling |
| Topic 10: Data Sharing | 12% | - Private sharing vs. Data Exchange - Data listing marketplace - Reader account management - Shares and reader accounts |
Question 1
What compute resource is used when loading data using Snowpipe?
A. Snowpipe uses virtual warehouses provided by the user.
B. Snowpipe uses compute resources provided by Snowflake.
C. Snowpipe uses an Apache Kafka server for its compute resources.
D. Snowpipe uses cloud platform compute resources provided by the user.
Question 2
While clustering a table, columns with which data types can be used as clustering keys? (Select TWO).
A. GEOGRAPHY
B. BINARY
C. VARIANT
D. OBJECT
E. GEOMETRY
Question 3
Which items are considered schema objects in Snowflake? (Select TWO).
A. Resource monitor
B. File format
C. Virtual warehouse
D. Pipe
E. Storage integration
Question 4
What metadata does Snowflake store concerning all rows stored in a micro-partition? (Select TWO).
A. The range of values for each of the columns in the micro-partition
B. The range of values for each partition in the micro-partition
C. The number of distinct values for each column in the micro-partition
D. A count of the number of total values in the micro-partition
E. The range of values for each of the rows in the micro-partition
Question 5
Which Snowflake URL type is used by directory tables?
A. Scoped
B. Pre-signed
C. Virtual-hosted style
D. File
Solutions:
| Question 1 Answer: B | Question 2 Answer: B,E | Question 3 Answer: B,D | Question 4 Answer: A,D | Question 5 Answer: A |
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