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Snowflake ARA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Engineering25%- Data Loading and Pipelines
  • 1. External stages and file formats
  • 2. Snowpipe and tasks
  • 3. Streams and CDC
  • 4. Bulk and continuous data loading
- Data Transformation
  • 1. ETL and ELT design
  • 2. Semi-structured data processing
  • 3. Data modeling strategies
Topic 2: Accounts and Security25%- Governance and Compliance
  • 1. Encryption and security architecture
  • 2. Object ownership and privilege management
  • 3. Data governance strategies
- Access Control and Authentication
  • 1. Network policies
  • 2. SSO and MFA
  • 3. Data masking and row access policies
  • 4. Role-based access control
Topic 3: Performance Optimization20%- Query Performance
  • 1. Query profiling and tuning
  • 2. Materialized views
  • 3. Search optimization service
  • 4. Caching strategies
- Cost and Resource Optimization
  • 1. Warehouse cost optimization
  • 2. Concurrency scaling
  • 3. Resource monitors
Topic 4: Snowflake Architecture30%- Storage and Compute Design
  • 1. Micro-partitions and clustering
  • 2. Database and schema design
  • 3. Warehouse sizing and scaling
- Platform Architecture Design
  • 1. Organization and account structure
  • 2. Data sharing architecture
  • 3. Multi-account strategies
  • 4. Cross-region and cross-cloud architecture

>> ARA-C01的中関連問題 <<

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Snowflake SnowPro Advanced Architect Certification 認定 ARA-C01 試験問題 (Q54-Q59):

質問 # 54
A Snowflake Architect is designing a multiple-account design strategy.
This strategy will be MOST cost-effective with which scenarios? (Select TWO).

正解:A、D

解説:
B: When dealing with PCI DSS compliance, having separate accounts can be beneficial because it enables strong isolation of environments that handle sensitive data from those that do not. By segregating the compliant from non-compliant resources, an organization can limit the scope of compliance, thus making it a cost-effective strategy.
D: Different Active Directory instances can be managed more effectively and securely when separated into different accounts. This approach allows for distinct identity and access management policies, which can enforce security requirements and minimize the risk of access policy errors between environments.


質問 # 55
A user has activated primary and secondary roles for a session.
What operation is the user prohibited from using as part of SQL actions in Snowflake using the secondary role?

正解:B

解説:
In Snowflake, when a user activates a secondary role during a session, certain privileges associated with DDL (Data Definition Language) operations are restricted. The CREATE statement, which falls under DDL operations, cannot be executed using a secondary role. This limitation is designed to enforce role-based access control and ensure that schema modifications are managed carefully, typically reserved for primary roles that have explicit permissions to modify database structures.References: Snowflake's security and access control documentation specifying the limitations and capabilities of primary versus secondary roles in session management.


質問 # 56
What are characteristics of Dynamic Data Masking? (Select TWO).

正解:A、E

解説:
Dynamic Data Masking is a feature that allows masking sensitive data in query results based on the role of the user who executes the query. A masking policy is a user-defined function that specifies the masking logic and can be applied to one or more columns in one or more tables. A masking policy that is currently set on a table can be dropped using the ALTER TABLE command. A single masking policy can be applied to columns in different tables using the ALTER TABLE command with the SET MASKING POLICY clause. The other options are either incorrect or not supported by Snowflake. A masking policy cannot be applied to the value column of an external table, as external tables do not support column-level security. The role that creates the masking policy will not always see unmasked data in query results, as the masking policy can be applied to the owner role as well. A masking policy cannot be applied to a column with the GEOGRAPHY data type, as Snowflake only supports masking policies for scalar data types. Reference: Snowflake Documentation: Dynamic Data Masking, Snowflake Documentation: ALTER TABLE


質問 # 57
A company has several sites in different regions from which the company wants to ingest data.
Which of the following will enable this type of data ingestion?

正解:A

解説:
This is the correct answer because it allows the company to ingest data from different regions using a storage integration for the external stage. A storage integration is a feature that enables secure and easy access to files in external cloud storage from Snowflake. A storage integration can be used to create an external stage, which is a named location that references the files in the external storage. An external stage can be used to load data into Snowflake tables using the COPY INTO command, or to unload data from Snowflake tables using the COPY INTO LOCATION command. A storage integration can support multiple regions and cloud platforms, as long as the external storage service is compatible with Snowflake12.
Reference:
Snowflake Documentation: Storage Integrations
Snowflake Documentation: External Stages


質問 # 58
The following DDL command was used to create a task based on a stream:

Assuming MY_WH is set to auto_suspend - 60 and used exclusively for this task, which statement is true?

正解:D

解説:
The warehouse MY_WH will only be active when there are results in the stream. This is because the task is created based on a stream, which means that the task will only be executed when there are new data in the stream. Additionally, the warehouse is set to auto_suspend - 60, which means that the warehouse will automatically suspend after 60 seconds of inactivity. Therefore, the warehouse will only be active when there are results in the stream. References:
* [CREATE TASK | Snowflake Documentation]
* [Using Streams and Tasks | Snowflake Documentation]
* [CREATE WAREHOUSE | Snowflake Documentation]


質問 # 59
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