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| Section | Weight | Objectives |
|---|
| 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
|
| Performance Concepts & Optimization | 15% | - Data optimization features
- 1. Caching and result reuse
- 2. Clustering keys, search optimization, materialized views
- Warehouse sizing & tuning
- 1. Scaling, clustering, and concurrency management
- 2. Query profiling and optimization techniques
|
| Data Loading & Transformation | 20% | - Data transformation & querying
- 1. Working with structured, semi-structured, unstructured data
- 2. DDL/DML operations and SQL functions
- Data ingestion methods
- 1. Bulk loading, continuous loading, external stages
- 2. File formats and data type handling
|
| Data Protection & Data Sharing | 10% | - Secure data sharing
- 1. Direct sharing, data exchanges, reader accounts
- 2. Sharing security and access control
- Data recovery & retention
- 1. Data retention policies and backup
- 2. Time Travel, Fail-safe, cloning capabilities
|
| Account Access & Security | 20% | - Data protection & governance
- 1. Encryption at rest and in transit
- 2. Data masking and row-level security
- Authentication & authorization
- 1. Users, roles, privileges and access control
- 2. Network policies and security settings
|
| Data Pipelines & Automation | 10% | - Integration & connectivity
- 1. Connectors and ETL/ELT patterns
- 2. External functions and API integration
- Workflow & automation
- 1. Streams, tasks, and pipes
- 2. Change data capture and processing
|
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Snowflake SnowPro Core Certification Exam Sample Questions (Q148-Q153):
NEW QUESTION # 148
Which function determines the kind of value stored in a VARIANT column?
- A. TYPEOF
- B. IS_JSON
- C. CHECK_JSON
- D. IS_ARRAY
Answer: A
Explanation:
The function used to determine the kind of value stored in a VARIANT column in Snowflake is TYPEOF.
Understanding VARIANT Data Type:
VARIANT is a flexible data type in Snowflake that can store semi-structured data, such as JSON, Avro, and XML.
This data type can hold values of different types, including strings, numbers, objects, arrays, and more.
Using TYPEOF Function:
The TYPEOF function returns the data type of the value stored in a VARIANT column.
It helps in identifying the type of data, which is crucial for processing and transforming semi-structured data accurately.
Example Usage:
SELECT TYPEOF(variant_column)
FROM my_table;
This query retrieves the type of data stored invariant_columnfor each row inmy_table.
Possible return values include 'OBJECT', 'ARRAY', 'STRING', 'NUMBER', etc.
Benefits:
Simplifies data processing: Knowing the data type helps in applying appropriate transformations and validations.
Enhances query accuracy: Ensures that operations on VARIANT columns are performed correctly based on the data type.
Snowflake Documentation: TYPEOF
Snowflake Documentation: VARIANT Data Type
NEW QUESTION # 149
What are best practice recommendations for using the ACCOUNTADMIN system-defined role in Snowflake? (Choose two.)
- A. Assign the ACCOUNTADMIN role to at least two users, but as few as possible.
- B. All users granted ACCOUNTADMIN role must also be granted SECURITYADMIN role.
- C. Ensure all ACCOUNTADMIN roles use Multi-factor Authentication (MFA).
- D. The ACCOUNTADMIN role must be granted to only one user.
- E. All users granted ACCOUNTADMIN role must be owned by the ACCOUNTADMIN role.
Answer: A,C
NEW QUESTION # 150
What is the MINIMUM Snowftake edition that supports database replication?
- A. Enterprise
- B. Virtual Private Snowflake (VPS)
- C. Standard
- D. Business Critical
Answer: A
Explanation:
The minimum Snowflake edition that supports database replication is the Enterprise edition. Database replication allows data to be replicated between different Snowflake accounts or regions, providing high availability and disaster recovery capabilities.
Reference:
Snowflake Documentation: Database Replication
NEW QUESTION # 151
Which of the following are characteristics of Snowflake virtual warehouses? (Choose two.)
- A. Auto-resume applies only to the last warehouse that was started in a multi-cluster warehouse.
- B. The default virtual warehouse size can be changed at any time.
- C. The ability to auto-suspend a warehouse is only available in the Enterprise edition or above.
- D. SnowSQL supports both a configuration file and a command line option for specifying a default warehouse.
- E. A user cannot specify a default warehouse when using the ODBC driver.
Answer: B,D
Explanation:
Snowflake virtual warehouses support a configuration file and command line options in SnowSQL to specify a default warehouse, which is characteristic C. Additionally, the size of a virtual warehouse can be changed at any time, which is characteristic E. These features provide flexibility and ease of use in managing compute resources2.
Reference = [COF-C02] SnowPro Core Certification Exam Study Guide, Snowflake Documentation
NEW QUESTION # 152
What is the expiration period for a file URL used to access unstructured data in cloud storage?
- A. The remainder of the session
- B. An unlimited amount of time
- C. The length of time specified in the expiration_time argument
- D. The same length of time as the expiration period for the query results cache
Answer: C
Explanation:
* When accessing unstructured data in cloud storage via Snowflake, a file URL is generated with a specific expiration period.
* This expiration period is determined by the expiration_time argument, which allows users to control how long the URL remains valid.
* Example:
sql
CopyEdit
CREATE STAGE my_stage URL='s3://mybucket/' FILE_FORMAT=(TYPE=CSV);
LIST @my_stage EXPIRES_IN = 3600; -- 1-hour expiration
References:
* Snowflake Documentation: Unstructured Data Management
* Snowflake Documentation: Stage Command Expiration
NEW QUESTION # 153
......
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