시험패스가능한ARA-C01최고품질덤프데모다운최신버전덤프데모문제다운로드

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Snowflake ARA-C01 Exam Syllabus Topics:

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

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최신 SnowPro Advanced Certification ARA-C01 무료샘플문제 (Q63-Q68):

질문 # 63
Why might a Snowflake Architect use a star schema model rather than a 3NF model when designing a data architecture to run in Snowflake? (Select TWO).

정답:B,E


질문 # 64
Which of the following are characteristics of how row access policies can be applied to external tables?
(Choose three.)

정답:C,D,F

설명:
Explanation
These three statements are true according to the Snowflake documentation and the web search results. A row access policy is a feature that allows filtering rows based on user-defined conditions. A row access policy can be applied to an external table, which is a table that reads data from external files in a stage. However, there are some limitations and considerations for using row access policies with external tables.
* An external table can be created with a row access policy by using the WITH ROW ACCESS POLICY clause in the CREATE EXTERNAL TABLE statement. The policy can be applied to the VALUE column, which is the column that contains the raw data from the external files in a VARIANT data type1.
* A row access policy can also be applied to the VALUE column of an existing external table by using the ALTER TABLE statement with the SET ROW ACCESS POLICY clause2.
* A row access policy cannot be directly added to a virtual column of an external table. A virtual column is a column that is derived from the VALUE column using an expression. To apply a row access policy to a virtual column, the policy must be applied to the VALUE column and the expression must be repeated in the policy definition3.
* External tables are not supported as mapping tables in a row access policy. A mapping table is a table that is used to determine the access rights of users or roles based on some criteria. Snowflake does not support using an external table as a mapping table because it may cause performance issues or errors4.
* While cloning a database, Snowflake clones the row access policy, but not the external table. Therefore, the policy in the cloned database refers to a table that is not present in the cloned database. To avoid this issue, the external table must be manually cloned or recreated in the cloned database4.
* A row access policy can be applied to a view created on top of an external table. The policy can be applied to the view itself or to the underlying external table. However, if the policy is applied to the view, the view must be a secure view, which is a view that hides the underlying data and the view definition from unauthorized users5.
References:
* CREATE EXTERNAL TABLE | Snowflake Documentation
* ALTER EXTERNAL TABLE | Snowflake Documentation
* Understanding Row Access Policies | Snowflake Documentation
* Snowflake Data Governance: Row Access Policy Overview
* Secure Views | Snowflake Documentation


질문 # 65
A user is executing the following command sequentially within a timeframe of 10 minutes from start to finish:

What would be the output of this query?

정답:B

설명:
The query is executing a clone operation on an existing table t_sales with an offset to account for the retention time. The syntax used is correct for cloning a table in Snowflake, and the use of the at(offset => -60*30) clause is valid. This specifies that the clone should be based on the state of the table 30 minutes prior (60 seconds * 30). Assuming the table t_sales exists and has been modified within the last 30 minutes, and considering the data_retention_time_in_days is set to 1 day (which enables time travel queries for the past
24 hours), the table t_sales_clone would be successfully created based on the state of t_sales 30 minutes before the clone command was issued.


질문 # 66
A Snowflake Architect is designing an application and tenancy strategy for an organization where strong legal isolation rules as well as multi-tenancy are requirements.
Which approach will meet these requirements if Role-Based Access Policies (RBAC) is a viable option for isolating tenants?

정답:C

설명:
This approach meets the requirements of strong legal isolation and multi-tenancy. By creating separate accounts for each tenant, the application can ensure that each tenant has its own dedicated storage, compute, and metadata resources, as well as its own encryption keys and security policies. This provides the highest level of isolation and data protection among the tenancy models. Furthermore, by creating the accounts within the same Snowflake organization, the application can leverage the features of Snowflake Organizations, such as centralized billing, account management, and cross-account data sharing.
Reference:
Snowflake Organizations Overview | Snowflake Documentation
Design Patterns for Building Multi-Tenant Applications on Snowflake


질문 # 67
An Architect uses COPY INTO with the ON_ERROR=SKIP_FILE option to bulk load CSV files into a table called TABLEA, using its table stage. One file named file5.csv fails to load. The Architect fixes the file and re-loads it to the stage with the exact same file name it had previously.
Which commands should the Architect use to load only file5.csv file from the stage? (Choose two.)

정답:B,F


질문 # 68
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