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Snowflake ARA-C01 Exam Syllabus Topics:

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

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

NEW QUESTION # 158
You have written a procedure and a function in snowflake.
How do you find your procedures and functions in snowflake?

Answer: C


NEW QUESTION # 159
Your business team runs a set of identical queries every day after the batch ETL run is complete. From the following actions, what is the best action that you will recommend.

Answer: A


NEW QUESTION # 160
A Snowflake Architect is designing a multiple-account design strategy.
This strategy will be MOST cost-effective with which scenarios? (Select TWO).

Answer: B,D

Explanation:
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.


NEW QUESTION # 161
A company is designing high availability and disaster recovery plans and needs to maximize redundancy and minimize recovery time objectives for their critical application processes. Cost is not a concern as long as the solution is the best available. The plan so far consists of the following steps:
1. Deployment of Snowflake accounts on two different cloud providers.
2. Selection of cloud provider regions that are geographically far apart.
3. The Snowflake deployment will replicate the databases and account data between both cloud provider accounts.
4. Implementation of Snowflake client redirect.
What is the MOST cost-effective way to provide the HIGHEST uptime and LEAST application disruption if there is a service event?

Answer: B

Explanation:
To provide the highest uptime and least application disruption in case of a service event, the best option is to use the Business Critical Snowflake edition and connect the applications using the <organization_name>-<accountLocator> URL. The Business Critical Snowflake edition offers the highest level of security, performance, and availability for Snowflake accounts. It includes features such as customer-managed encryption keys, HIPAA compliance, and 4-hour RPO and RTO SLAs. It also supports account replication and failover across regions and cloud platforms, which enables business continuity and disaster recovery. By using the <organization_name>-<accountLocator> URL, the applications can leverage the Snowflake Client Redirect feature, which automatically redirects the client connections to the secondary account in case of a failover. This way, the applications can seamlessly switch to the backup account without any manual intervention or configuration changes. The other options are less cost-effective or less reliable because they either use a lower edition of Snowflake, which does not support account replication and failover, or they use the <organization_name>-<connection_name> URL, which does not support client redirect and requires manual updates to the connection string in case of a failover. Reference:
[Snowflake Editions] 1
[Replication and Failover/Failback] 2
[Client Redirect] 3
[Snowflake Account Identifiers] 4


NEW QUESTION # 162
A company needs to share its product catalog data with one of its partners. The product catalog data is stored in two database tables: product_category, and product_details. Both tables can be joined by the product_id column. Data access should be governed, and only the partner should have access to the records.
The partner is not a Snowflake customer. The partner uses Amazon S3 for cloud storage.
Which design will be the MOST cost-effective and secure, while using the required Snowflake features?

Answer: B

Explanation:
A reader account is a type of Snowflake account that allows external users to access data shared by a provider account without being a Snowflake customer. A reader account can be created and managed by the provider account, and can use the Snowflake web interface or JDBC/ODBC drivers to query the shared data. A reader account is billed to the provider account based on the credits consumed by the queries1. A secure view is a type of view that applies row-level security filters to the underlying tables, and masks the data that is not accessible to the user. A secure view can be shared with a reader account to provide granular and governed access to the data2. In this scenario, creating a reader account for the partner and sharing the data sets as secure views would be the most cost-effective and secure design, while using the required Snowflake features, because:
* It would avoid the data transfer and storage costs of using an S3 bucket as a destination, and the potential security risks of exposing the data to unauthorized access or modification.
* It would avoid the complexity and overhead of publishing the data sets on the Snowflake Marketplace, and the potential loss of control over the data ownership and pricing.
* It would avoid the need to create a database user for the partner and grant them access to the required data sets, which would require the partner to have a Snowflake account and consume the provider's resources.
Reader Accounts
Secure Views


NEW QUESTION # 163
......

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