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| Section | Weight | Objectives |
|---|
| Topic 1: Performance Concepts & Optimization | 15% | - Warehouse sizing & tuning
- 1. Query profiling and optimization techniques
- 2. Scaling, clustering, and concurrency management
- Data optimization features
- 1. Clustering keys, search optimization, materialized views
- 2. Caching and result reuse
|
| Topic 2: Snowflake Architecture & Cloud Concepts | 25% | - Cloud data platform fundamentals
- 1. Service layers and separation of storage/compute
- 2. Data storage structure and formats
- 3. Virtual warehouses and resource management
- Account structure and hierarchy
- 1. Object ownership and naming conventions
- 2. Organization, account, database, schema levels
|
| Topic 3: Data Loading & Transformation | 20% | - Data transformation & querying
- 1. DDL/DML operations and SQL functions
- 2. Working with structured, semi-structured, unstructured data
- Data ingestion methods
- 1. Bulk loading, continuous loading, external stages
- 2. File formats and data type handling
|
| Topic 4: Data Protection & Data Sharing | 10% | - Data recovery & retention
- 1. Data retention policies and backup
- 2. Time Travel, Fail-safe, cloning capabilities
- Secure data sharing
- 1. Direct sharing, data exchanges, reader accounts
- 2. Sharing security and access control
|
| Topic 5: Account Access & Security | 20% | - Data protection & governance
- 1. Data masking and row-level security
- 2. Encryption at rest and in transit
- Authentication & authorization
- 1. Users, roles, privileges and access control
- 2. Network policies and security settings
|
| Topic 6: Data Pipelines & Automation | 10% | - Integration & connectivity
- 1. External functions and API integration
- 2. Connectors and ETL/ELT patterns
- Workflow & automation
- 1. Streams, tasks, and pipes
- 2. Change data capture and processing
|
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Snowflake SnowPro Core Certification Exam Sample Questions (Q862-Q867):
NEW QUESTION # 862
Which Snowflake objects consume storage? (Select TWO)
- A. Temporary schemas
- B. Materialized views
- C. External tables
- D. Views
- E. Permanent tables
Answer: B,E
NEW QUESTION # 863
What statement describes Snowflake data architecture?
- A. Multi-cluster, shared data
- B. Centralized data storage and processing
- C. Single-node, isolated data
- D. NoSQL warehouse as a service
Answer: A
NEW QUESTION # 864
What happens to foreign key constraints when a table is cloned to another database?
- A. The cloned table will reference the primary key in the source table
- B. All referenced tables will be cloned.
- C. The cloned table will lose all references to the foreign and primary keys.
- D. The cloned table will lose all references to the primary key.
Answer: C
Explanation:
* When a table is cloned in Snowflake, it creates a duplicate of the table's data and metadata. However, foreign key constraints and primary key references are not retained in the cloned table.
* This behavior is because Snowflake treats constraints as informational and does not enforce them during query execution.
* As a result, the cloned table will lose all references to both foreign and primary keys.
Why Other Options Are Incorrect:
* A. All referenced tables will be cloned: Only the specific table is cloned, not its referenced tables.
* B. The cloned table will reference the primary key in the source table: References to primary keys are lost during cloning.
* C. The cloned table will lose all references to the primary key: While correct for primary keys, this does not account for foreign keys, making it incomplete.
References:
* Cloning Tables in Snowflake
NEW QUESTION # 865
What is the MINIMUM size requirement when creating a Snowpark-optimized virtual warehouse?
- A. Large
- B. X-Small
- C. Medium
- D. Small
Answer: D
Explanation:
When creating a Snowpark-optimized virtual warehouse in Snowflake, the minimum size requirement is Small. Snowpark is designed to handle data processing workloads efficiently, and the Small size ensures adequate resources for such tasks.
* Virtual Warehouse Sizes:
* Snowflake offers different sizes for virtual warehouses, ranging from X-Small to 6X-Large.
* Each size corresponds to a specific level of compute resources.
* Minimum Size Requirement for Snowpark:
* A Small virtual warehouse is the minimum size required to optimize performance and resource allocation for Snowpark workloads.
* This ensures that the warehouse has sufficient capacity to handle data processing and transformation tasks efficiently.
References:
* Snowflake Documentation: Virtual Warehouse Sizes
NEW QUESTION # 866
What does a Query Profile metric that shows excessive spillage indicate?
- A. Expired temporary tables
- B. Improper Common Table Expressions (CTEs)
- C. Poor query optimization
- D. Improper virtual warehouse sizing
Answer: D
Explanation:
* Excessive spillage in the Query Profile indicates that intermediate query results are being written to remote storage (disk) instead of being processed in memory. This usually happens when:
* The virtual warehouse does not have sufficient resources (e.g., memory, compute power).
* Large datasets or complex operations (e.g., joins, aggregations) require more memory than available.
Solution:
* Increase the size of the virtual warehouse to provide more compute and memory resources.
Why Other Options Are Incorrect:
* A. Poor query optimization: This could contribute, but spillage is primarily tied to resource constraints.
* B. Expired temporary tables: Temporary tables have no relation to spillage.
* D. Improper CTEs: The use of CTEs does not directly cause spillage.
References:
* Query Profile and Performance
NEW QUESTION # 867
......
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