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Snowflake ARA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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
          Topic 2: Data Sharing and Collaboration- Secure data sharing
          • 1. Cross-account data sharing
            • 2. Data marketplace concepts
              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: Performance and Optimization- Query performance tuning
                      • 1. Warehouse sizing and scaling
                        • 2. Query profiling and optimization techniques
                          - Cost optimization
                          • 1. Storage and compute efficiency
                            • 2. Resource monitoring and cost control
                              Topic 5: 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. Multi-cluster virtual warehouse design
                                    • 2. Account and environment strategy

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                                      Snowflake SnowPro Advanced Architect Certification Sample Questions (Q15-Q20):

                                      NEW QUESTION # 15
                                      Consider the following COPY command which is loading data with CSV format into a Snowflake table from an internal stage through a data transformation query.

                                      This command results in the following error:
                                      SQL compilation error: invalid parameter 'validation_mode'
                                      Assuming the syntax is correct, what is the cause of this error?

                                      Answer: B

                                      Explanation:
                                      * The VALIDATION_MODE parameter is used to specify the behavior of the COPY statement when loading data into a table. It is used to specify whether the COPY statement should return an error if any of the rows in the file are invalid or if it should continue loading the valid rows. The VALIDATION_MODE parameter is only supported for COPY statements that load data from external stages1.
                                      * The query in the question uses a data transformation query to load data from an internal stage. A data transformation query is a query that transforms the data during the load process, such as parsing JSON or XML data, applying functions, or joining with other tables2.
                                      * According to the documentation, VALIDATION_MODE does not support COPY statements that transform data during a load. If the parameter is specified, the COPY statement returns an error1.
                                      Therefore, option C is the correct answer.
                                      References: : COPY INTO <table> : Transforming Data During a Load\


                                      NEW QUESTION # 16
                                      Consider the following COPY command which is loading data with CSV format into a Snowflake table from an internal stage through a data transformation query.

                                      This command results in the following error:
                                      SQL compilation error: invalid parameter 'validation_mode'
                                      Assuming the syntax is correct, what is the cause of this error?

                                      Answer: A


                                      NEW QUESTION # 17
                                      What are characteristics of the use of transactions in Snowflake? (Select TWO).

                                      Answer: A,E


                                      NEW QUESTION # 18
                                      Which command do you run to remove files from stage?

                                      Answer: D


                                      NEW QUESTION # 19
                                      A Snowflake Architect is setting up database replication to support a disaster recovery plan. The primary database has external tables.
                                      How should the database be replicated?

                                      Answer: C

                                      Explanation:
                                      Database replication is a feature that allows you to create a copy of a database in another account, region, or cloud platform for disaster recovery or business continuity purposes. However, not all database objects can be replicated. External tables are one of the exceptions, as they reference data files stored in an external stage that is not part of Snowflake. Therefore, to replicate a database that contains external tables, you need to move the external tables to a separate database that is not replicated, and then replicate the primary database that contains the other objects. This way, you can avoid replication errors and ensure consistency between the primary and secondary databases. The other options are incorrect because they either do not address the issue of external tables, or they use an alternative method that is not supported by Snowflake. You cannot create a clone of the primary database and then replicate it, as replication only works on the original database, not on its clones. You also cannot share the primary database with another account, as sharing is a different feature that does not create a copy of the database, but rather grants access to the shared objects. Finally, you do not need to ensure that the replicated database is in the same region as the external tables, as external tables can access data files stored in any region or cloud platform, as long as the stage URL is valid and accessible. References:
                                      * [Replication and Failover/Failback] 1
                                      * [Introduction to External Tables] 2
                                      * [Working with External Tables] 3
                                      * [Replication : How to migrate an account from One Cloud Platform or Region to another in
                                      * Snowflake] 4


                                      NEW QUESTION # 20
                                      ......

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