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| Section | Weight | Objectives |
|---|
| Topic 1: Data Pipelines & Automation | 10% | - Integration & connectivity
- 1. Connectors and ETL/ELT patterns
- 2. External functions and API integration
- Workflow & automation
- 1. Change data capture and processing
- 2. Streams, tasks, and pipes
|
| Topic 2: Data Protection & Data Sharing | 10% | - Data recovery & retention
- 1. Time Travel, Fail-safe, cloning capabilities
- 2. Data retention policies and backup
- Secure data sharing
- 1. Direct sharing, data exchanges, reader accounts
- 2. Sharing security and access control
|
| Topic 3: 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 4: 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. Organization, account, database, schema levels
- 2. Object ownership and naming conventions
|
| Topic 5: 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 6: Account Access & Security | 20% | - Authentication & authorization
- 1. Network policies and security settings
- 2. Users, roles, privileges and access control
- Data protection & governance
- 1. Encryption at rest and in transit
- 2. Data masking and row-level security
|
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Snowflake SnowPro Core Certification Exam Sample Questions (Q50-Q55):
NEW QUESTION # 50
A developer is granted ownership of a table that has a masking policy. The developer's role is not able to see the masked data.
Will the developer be able to modify the table to read the masked data?
- A. No, because ownership of a table does not include the ability to change masking policies
- B. No, because masking policies must always reference specific access roles.
- C. Yes, because masking policies only apply to cloned tables.
- D. Yes, because a table owner has full control and can unset masking policies.
Answer: D
NEW QUESTION # 51
Which stage type can be altered and dropped?
- A. Database stage
- B. External stage
- C. User stage
- D. Table stage
Answer: B
Explanation:
External stages can be altered and dropped in Snowflake. An external stage points to an external location, such as an S3 bucket, where data files are stored. Users can modify the stage's definition or drop it entirely if it's no longer needed. This is in contrast to table stages, which are tied to specific tables and cannot be altered or dropped independently.
Reference:
[COF-C02] SnowPro Core Certification Exam Study Guide
Snowflake Documentation on Stages1
NEW QUESTION # 52
Which command sets the Virtual Warehouse for a session?
- A. USE VIRTUAL_WAREHOUSE <<warehouse name>>;
- B. USE WAREHOUSE <<warehouse name>>;
- C. COPY WAREHOUSE FROM <<config file>>;
- D. SET WAREHOUSE = <<warehouse name>>;
Answer: B
Explanation:
The command USE WAREHOUSE <<warehouse name>>; is used to set the virtual warehouse for the current session in Snowflake. This command specifies which virtual warehouse to use for executing queries in that session1.
Reference: https://docs.snowflake.com/en/user-guide/warehouses-tasks.html
NEW QUESTION # 53
Which Snowflake security feature has the HIGHEST precedence in the security feature hierarchy?
- A. Masking policies
- B. Snowflake OAuth
- C. Network policies
- D. Account roles
Answer: D
NEW QUESTION # 54
Which function is used to convert rows in a relational table to a single VARIANT column?
- A. OBJECT_CONSTRUCT
- B. OBJECT_AGG
- C. ARRAY_CONSTRUCT
- D. ARRAY_AGG
Answer: A
NEW QUESTION # 55
......
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