ARA-C01 Valid Test Papers - ARA-C01 Test Prep

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Snowflake ARA-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q158-Q163):

NEW QUESTION # 158
If you run the below commands in your worksheet, what will happen?
CREATE TEMP TABLE STUDENT_TABLE(STUID NUMBER, COURSE VARCHAR); CREATE TABLE
STUDENT_TABLE_CLONE
CLONE STUDENT_TABLE;

Answer: D


NEW QUESTION # 159
A DevOps team has a requirement for recovery of staging tables used in a complex set of data pipelines. The staging tables are all located in the same staging schem a. One of the requirements is to have online recovery of data on a rolling 7-day basis.
After setting up the DATA_RETENTION_TIME_IN_DAYS at the database level, certain tables remain unrecoverable past 1 day.
What would cause this to occur? (Choose two.)

Answer: B,D


NEW QUESTION # 160
A user can change object parameters using which of the following roles?

Answer: A

Explanation:
According to the Snowflake documentation, object parameters are parameters that can be set on individual objects such as databases, schemas, tables, and stages. Object parameters can be set by users with the appropriate privileges on the objects. For example, to set the object parameter AUTO_REFRESH on a table, the user must have the MODIFY privilege on the table. The ACCOUNTADMIN role has the highest level of privileges on all objects in the account, so it can set any object parameter on any object. However, other roles, such as SECURITYADMIN or SYSADMIN, do not have the same level of privileges on all objects, so they cannot set object parameters on objects they do not own or have the required privileges on.
Therefore, the correct answer is C. ACCOUNTADMIN, USER with PRIVILEGE.
Reference:
Parameters | Snowflake Documentation
Object Parameters | Snowflake Documentation
Object Privileges | Snowflake Documentation


NEW QUESTION # 161
At which object type level can the APPLY MASKING POLICY, APPLY ROW ACCESS POLICY and APPLY SESSION POLICY privileges be granted?

Answer: D

Explanation:
The object type level at which the APPLY MASKING POLICY, APPLY ROW ACCESS POLICY and APPLY SESSION POLICY privileges can be granted is global. These are account-level privileges that control who can apply or unset these policies on objects such as columns, tables, views, accounts, or users.
These privileges are granted to the ACCOUNTADMIN role by default, and can be granted to other roles as needed. The other options are incorrect because they are not the object type level at which these privileges can be granted. Database, schema, and table are lower-level object types that do not support these privileges. References: Access Control Privileges | Snowflake Documentation, Using Dynamic Data Masking
| Snowflake Documentation, Using Row Access Policies | Snowflake Documentation, Using Session Policies | Snowflake Documentation


NEW QUESTION # 162
Company A would like to share data in Snowflake with Company B. Company B is not on the same cloud platform as Company A.
What is required to allow data sharing between these two companies?

Answer: B

Explanation:
According to the SnowPro Advanced: Architect documents and learning resources, the requirement to allow data sharing between two companies that are not on the same cloud platform is to set up data replication to the region and cloud platform where the consumer resides. Data replication is a feature of Snowflake that enables copying databases across accounts in different regions and cloud platforms. Data replication allows data providers to securely share data with data consumers across different regions and cloud platforms by creating a replica database in the consumer's account. The replica database is read-only and automatically synchronized with the primary database in the provider's account. Data replication is useful for scenarios where data sharing is not possible or desirable due to latency, compliance, or security reasons1. The other options are incorrect because they are not required or feasible to allow data sharing between two companies that are not on the same cloud platform. Option A is incorrect because creating a pipeline to write shared data to a cloud storage location in the target cloud provider is not a secure or efficient way of sharing data. It would require additional steps to load the data from the cloud storage to the consumer's account, and it would not leverage the benefits of Snowflake's data sharing features. Option B is incorrect because ensuring that all views are persisted is not relevant for data sharing across cloud platforms. Views can be shared across cloud platforms as long as they reference objects in the same database. Persisting views is an option to improve the performance of querying views, but it is not required for data sharing2. Option D is incorrect because Company A and Company B do not need to agree to use a single cloud platform. Data sharing is possible across different cloud platforms using data replication or other methods, such as listings or auto-fulfillment3. Reference: Replicating Databases Across Multiple Accounts | Snowflake Documentation, Persisting Views | Snowflake Documentation, Sharing Data Across Regions and Cloud Platforms | Snowflake Documentation


NEW QUESTION # 163
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