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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Databases, Tables & Views | 18% | - Table types (permanent, transient, temporary) - Clustering and micro-partitions - Column types and sequences - Data manipulation (DML operations) - Views (standard, materialized, secure) - Stored procedures and UDFs |
| Topic 2: Virtual Warehouses | 15% | - Multi-cluster warehouses - Warehouse creation and configuration - Warehouse monitoring and troubleshooting - Warehouse sizing and scaling - Cache concepts (warehouse, result, metadata) |
| Topic 3: Time Travel & Cloning | 10% | - Fail-safe concepts - Time travel concepts and retention - Zero-copy cloning - UNDROP and historical data access |
| Topic 4: Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query history and monitoring - Query profiling and performance tuning |
| Topic 5: Data Loading & Unloading | 15% | - Data unloading and staging - Bulk loading with COPY command - Data ingestion best practices - File formats (JSON, CSV, Parquet, AVRO) - Continuous loading with Snowpipe |
| Topic 6: Data Sharing | 12% | - Private sharing vs. Data Exchange - Reader account management - Data listing marketplace - Shares and reader accounts |
| Topic 7: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) |
| Topic 8: Account Objects | 8% | - Resource monitors - Warehouses, databases, and schemas hierarchy - Organizations and accounts structure |
| Topic 9: Security & Access Control | 10% | - Masking policies - Governance best practices - Authentication (SSO, MFA) - Row-level and column-level security - Authorization (roles, privileges) |
| Topic 10: Semi-Structured Data | 10% | - Array and object operations - VARIANT data type - Parsing and flattening semi-structured data |
1. What will happen if multiple identical COPY INTO < location > statements using the default settings are executed in parallel on the same data file?
A) The COPY INTO < location > commands will duplicate the data in the table.
B) The COPY INTO < location > commands will all fail with an error due to reading the same file.
C) The COPY INTO < location > commands will load the data only once in the table.
D) The COPY INTO < location > commands will overwrite the data in the table.
2. What is a machine learning and data science partner within the Snowflake Partner Ecosystem?
A) Informatica
B) Data Robot
C) Power Bl
D) Adobe
3. Which features make up Snowflake ' s column level security? (Select TWO).
A) Row access policies
B) Continuous Data Protection (CDP)
C) Dynamic Data Masking
D) Key pair authentication
E) External Tokenization
4. Which of the following objects are contained within a schema? (Choose two.)
A) External table
B) Share
C) Stream
D) User
E) Role
F) Warehouse
5. Which Snowflake table objects can be shared with other accounts? (Select TWO).
A) External tables
B) Transient tables
C) User-Defined Table Functions (UDTFs)
D) Temporary tables
E) Permanent tables
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: C,E | Question # 4 Answer: A,C | Question # 5 Answer: A,E |
Jane
Lydia
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Victoria
Andrew
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