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Snowflake ARA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Snowflake Architecture30%- Data protection and recovery strategies
- Data modeling and use cases
- Data sharing architecture design
- Development lifecycle and workload support
- Object hierarchy and architectural impact
Topic 2: Accounts and Security25%- Security, compliance and governance architecture
- Account and database strategy design
- Security principles and implementation scenarios
Topic 3: Performance Optimization20%- Clustering and partitioning strategies
- Cost optimization and resource management
- Query performance tuning
- Virtual warehouse configuration and sizing
Topic 4: Data Engineering25%- Data pipeline and integration design
- Data loading and unloading solutions
- Transformation and processing frameworks

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最新的 SnowPro Advanced Certification ARA-C01 免費考試真題 (Q70-Q75):

問題 #70
When unloading from a snowflake table to an internal or external stage, the COPY INTO command supports which of the below ones?

答案:A,B,C,D,E


問題 #71
The following chart represents the performance of a virtual warehouse over time:

A Data Engineer notices that the warehouse is queueing queries. The warehouse is sizeX-Small, theminimum and maximum cluster counts are set to 1, thescaling policy is set to standard, andauto-suspend is set to 10 minutes.
How can the performance be improved?

答案:B


問題 #72
Which columns can be included in an external table schema? (Select THREE).

答案:B,E,F

解題說明:
An external table schema defines the columns and data types of the data stored in an external stage. All external tables include the following columns by default:
VALUE: A VARIANT type column that represents a single row in the external file.
METADATA$FILENAME: A pseudocolumn that identifies the name of each staged data file included in the external table, including its path in the stage.
METADATA$FILE_ROW_NUMBER: A pseudocolumn that shows the row number for each record in a staged data file.
You can also create additional virtual columns as expressions using the VALUE column and/or the pseudocolumns. However, the following columns are not valid for external tables and cannot be included in the schema:
METADATASROW_ID: This column is only available for internal tables and shows the unique identifier for each row in the table.
METADATASISUPDATE: This column is only available for internal tables and shows whether the row was inserted or updated by a merge operation.
METADATASEXTERNAL TABLE PARTITION: This column is not a valid column name and does not exist in Snowflake.


問題 #73
A Snowflake Architect is designing a multiple-account design strategy.
This strategy will be MOST cost-effective with which scenarios? (Select TWO).

答案:A,D

解題說明:
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.


問題 #74
Who can provide permission to EXECUTE TASK?

答案:A


問題 #75
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