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Snowflake ARA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: Performance and Optimization- Query performance tuning
  • 1. Query profiling and optimization techniques
    • 2. Warehouse sizing and scaling
      - Cost optimization
      • 1. Resource monitoring and cost control
        • 2. Storage and compute efficiency
          Topic 2: Data Architecture and Design- Data modeling and schema design
          • 1. Star and snowflake schema concepts
            • 2. Semi-structured data modeling
              - Design scalable Snowflake architectures
              • 1. Account and environment strategy
                • 2. Multi-cluster virtual warehouse design
                  Topic 3: Data Pipelines and Data Engineering- Data ingestion and transformation
                  • 1. Snowpipe and continuous data loading
                    • 2. Batch and streaming ingestion
                      - Data orchestration
                      • 1. Tasks and Streams usage
                        • 2. Pipeline design patterns
                          Topic 4: Security, Governance, and Compliance- Access control and security model
                          • 1. Role-based access control (RBAC)
                            • 2. Network security and authentication
                              - Data governance
                              • 1. Data classification and masking policies
                                • 2. Audit and compliance features
                                  Topic 5: Data Sharing and Collaboration- Secure data sharing
                                  • 1. Cross-account data sharing
                                    • 2. Data marketplace concepts

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                                      Snowflake SnowPro Advanced Architect Certification Sample Questions (Q35-Q40):

                                      NEW QUESTION # 35
                                      A user can change object parameters using which of the following roles?

                                      Answer: C

                                      Explanation:
                                      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.
                                      References:
                                      * Parameters | Snowflake Documentation
                                      * Object Parameters | Snowflake Documentation
                                      * Object Privileges | Snowflake Documentation


                                      NEW QUESTION # 36
                                      How do Snowflake databases that are created from shares differ from standard databases that are not created from shares? (Choose three.)

                                      Answer: A,E,F

                                      Explanation:
                                      According to the SnowPro Advanced: Architect documents and learning resources, the ways that Snowflake databases that are created from shares differ from standard databases that are not created from shares are:
                                      * Shared databases are read-only. This means that the data consumers who access the shared databases cannot modify or delete the data or the objects in the databases. The data providers who share the databases have full control over the data and the objects, and can grant or revoke privileges on them1.
                                      * Shared databases cannot be cloned. This means that the data consumers who access the shared databases cannot create a copy of the databases or the objects in the databases. The data providers who share the databases can clone the databases or the objects, but the clones are not automatically shared2.
                                      * Shared databases are not supported by Time Travel. This means that the data consumers who access the shared databases cannot use the AS OF clause to query historical data or restore deleted data. The data providers who share the databases can use Time Travel on the databases or the objects, but the historical
                                      * data is not visible to the data consumers3.
                                      The other options are incorrect because they are not ways that Snowflake databases that are created from shares differ from standard databases that are not created from shares. Option B is incorrect because shared databases do not need to be refreshed in order for new data to be visible. The data consumers who access the shared databases can see the latest data as soon as the data providers update the data1. Option E is incorrect because shared databases will not have the PUBLIC or INFORMATION_SCHEMA schemas without explicitly granting these schemas to the share. The data consumers who access the shared databases can only see the objects that the data providers grant to the share, and the PUBLIC and INFORMATION_SCHEMA schemas are not granted by default4. Option F is incorrect because shared databases cannot be created as transient databases. Transient databases are databases that do not support Time Travel or Fail-safe, and can be dropped without affecting the retention period of the data. Shared databases are always created as permanent databases, regardless of the type of the source database5. References: Introduction to Secure Data Sharing | Snowflake Documentation, Cloning Objects | Snowflake Documentation, Time Travel | Snowflake Documentation, Working with Shares | Snowflake Documentation, CREATE DATABASE | Snowflake Documentation


                                      NEW QUESTION # 37
                                      Which SQL alter command will MAXIMIZE memory and compute resources for a Snowpark stored procedure when executed on the snowpark_opt_wh warehouse?

                                      Answer: D

                                      Explanation:
                                      To maximize memory and compute resources for a Snowpark stored procedure, you need to set the MAX_CONCURRENCY_LEVEL parameter for the warehouse that executes the stored procedure. This parameter determines the maximum number of concurrent queries that can run on a single warehouse. By setting it to 16, you ensure that the warehouse can use all the available CPU cores and memory on a single node, which is the optimal configuration for Snowpark-optimized warehouses. This will improve the performance and efficiency of the stored procedure, as it will not have to share resources with other queries or nodes. The other options are incorrect because they either do not change the MAX_CONCURRENCY_LEVEL parameter, or they set it to a lower value than 16, which will reduce the memory and compute resources for the stored procedure. Reference:
                                      [Snowpark-optimized Warehouses] 1
                                      [Training Machine Learning Models with Snowpark Python] 2
                                      [Snowflake Shorts: Snowpark Optimized Warehouses] 3


                                      NEW QUESTION # 38
                                      Where can you define the file format settings?

                                      Answer: A,B,C,D


                                      NEW QUESTION # 39
                                      Which Snowflake objects can be used in a data share? (Select TWO).

                                      Answer: C,D


                                      NEW QUESTION # 40
                                      ......

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