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Snowflake ARA-C01 Exam Syllabus Topics:

SectionObjectives
Data Architecture and Design- Design scalable Snowflake architectures
  • 1. Account and environment strategy
    • 2. Multi-cluster virtual warehouse design
      - Data modeling and schema design
      • 1. Semi-structured data modeling
        • 2. Star and snowflake schema concepts
          Data Sharing and Collaboration- Secure data sharing
          • 1. Data marketplace concepts
            • 2. Cross-account data sharing
              Performance and Optimization- Cost optimization
              • 1. Resource monitoring and cost control
                • 2. Storage and compute efficiency
                  - Query performance tuning
                  • 1. Warehouse sizing and scaling
                    • 2. Query profiling and optimization techniques
                      Security, Governance, and Compliance- Access control and security model
                      • 1. Role-based access control (RBAC)
                        • 2. Network security and authentication
                          - Data governance
                          • 1. Audit and compliance features
                            • 2. Data classification and masking policies
                              Data Pipelines and Data Engineering- Data orchestration
                              • 1. Pipeline design patterns
                                • 2. Tasks and Streams usage
                                  - Data ingestion and transformation
                                  • 1. Batch and streaming ingestion
                                    • 2. Snowpipe and continuous data loading

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                                      Snowflake SnowPro Advanced Architect Certification Sample Questions (Q151-Q156):

                                      NEW QUESTION # 151
                                      A company wants to configure the Client Redirect feature on their Snowflake account to ensure business continuity during failover events.
                                      How should an Architect accomplish this?

                                      Answer: B

                                      Explanation:
                                      Client Redirect is a Snowflake feature designed to support business continuity and disaster recovery in multi- account, multi-region architectures. When configured, it allows client applications to automatically connect to a secondary Snowflake account if the primary account becomes unavailable. This secondary account must be part of a configured failover group and promoted to act as the primary during a failover event.
                                      The correct behavior of Client Redirect is to redirect client connections transparently to another Snowflake account-typically in a different region-where replicated data and objects are available and the account is acting as the primary (Answer D). This minimizes downtime and avoids the need for manual connection string updates across applications.
                                      The feature does not simply provide alternate login URLs, nor does it dynamically route queries across multiple active accounts. It also does not automatically select the "closest" region; redirection follows the configured failover topology. For SnowPro Architect candidates, this question emphasizes understanding Snowflake's native disaster recovery mechanisms and how Client Redirect integrates with failover groups.
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                                      NEW QUESTION # 152
                                      At which object type level can the APPLY MASKING POLICY, APPLY ROW ACCESS POLICY and APPLY SESSION POLICY privileges be granted?

                                      Answer: C

                                      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 # 153
                                      What are some of the characteristics of result set caches? (Choose three.)

                                      Answer: A,D,F

                                      Explanation:
                                      Explanation
                                      Comprehensive and Detailed Explanation: According to the SnowPro Advanced: Architect documents and learning resources, some of the characteristics of result set caches are:
                                      * Snowflake persists the data results for 24 hours. This means that the result set cache holds the results of
                                      * every query executed in the past 24 hours, and can be reused if the same query is submitted again and the underlying data has not changed1.
                                      * Each time persisted results for a query are used, a 24-hour retention period is reset. This means that the result set cache extends the lifetime of the results every time they are reused, up to a maximum of 31 days from the date and time that the query was first executed1.
                                      * The retention period can be reset for a maximum of 31 days. This means that the result set cache will purge the results after 31 days, regardless of whether they are reused or not. After 31 days, the next time the query is submitted, a new result is generated and persisted1.
                                      The other options are incorrect because they are not characteristics of result set caches. Option A is incorrect because Time Travel queries cannot be executed against the result set cache. Time Travel queries use the AS OF clause to access historical data that is stored in the storage layer, not the result set cache2. Option D is incorrect because the data stored in the result set cache does not contribute to storage costs. The result set cache is maintained by the service layer, and does not incur any additional charges1. Option F is incorrect because the result set cache is shared between warehouses. The result set cache is available across virtual warehouses, so query results returned to one user are available to any other user on the system who executes the same query, provided the underlying data has not changed1. References: Using Persisted Query Results | Snowflake Documentation, Time Travel | Snowflake Documentation


                                      NEW QUESTION # 154
                                      What is a key consideration when setting up search optimization service for a table?

                                      Answer: B

                                      Explanation:
                                      A: The Search Optimization Service is designed to accelerate the performance of queries that use filters on large tables. One of the key considerations for its effectiveness is using it with tables where the columns used in the filter conditions have a high number of distinct values, typically in the hundreds of thousands or more.
                                      This is because the service creates a map-reduce-like index on the column to speed up queries that use point lookups or range scans on that column. The more unique values there are, the more effective the index is at narrowing down the search space.References: Snowflake documentation and best practices on the Search Optimization Service, which would be covered under the SnowPro Advanced: Architect certification materials.


                                      NEW QUESTION # 155
                                      Snowflake includes administration settings for resource consumption in order to

                                      Answer: A


                                      NEW QUESTION # 156
                                      ......

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