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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Data Transformation and Analysis- SQL-based transformations
  • 1. Joins, aggregations, window functions
    • 2. Semi-structured data (VARIANT, JSON, XML)
      - Analytical workloads
      • 1. Materialized views and caching
        • 2. Query optimization for analytics
          Security, Governance, and Data Sharing- Data sharing and governance
          • 1. Secure data sharing
            • 2. Data masking and policies
              - Access control and security
              • 1. Authentication and encryption concepts
                • 2. Role-based access control (RBAC)
                  Snowflake Architecture and Data Platform Fundamentals- Snowflake architecture concepts
                  • 1. Cloud services layer, compute layer, storage layer
                    • 2. Virtual warehouses and scaling
                      - Data platform fundamentals
                      • 1. Data lifecycle in Snowflake
                        • 2. Separation of storage and compute
                          Data Loading and Unloading- Data export
                          • 1. UNLOAD and external stages
                            - Data ingestion methods
                            • 1. Continuous ingestion and Snowpipe concepts
                              • 2. COPY INTO and bulk loading
                                Data Modeling and Performance Optimization- Performance tuning
                                • 1. Clustering and pruning techniques
                                  • 2. Warehouse sizing and auto-suspend/auto-resume
                                    - Modeling approaches in Snowflake
                                    • 1. Data normalization vs denormalization
                                      • 2. Star and snowflake schemas

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. A scorecard tile on a Snowsight dashboard shows a comparison between the industry average employee age (which is 34) and a company's average employee age (which is 38). The scorecard tile looks like this:
                                        Comparison with industry average

                                        How should this tile be interpreted?

                                        A) 38 is the comparison and 12% is the projected industry growth.
                                        B) 38 is the comparison and 12% is the average age change in the last year.
                                        C) 38 is the value and 12% is the percent difference from the comparison.
                                        D) 38 is the value and 12% is the standard deviation.


                                        2. A Data Analyst has created a custom filter called branch_region on a Snowflake dashboard. The filter contains a list of regions where the company has stores. How should the filter be referenced in dashboard queries?

                                        A) $branch_region
                                        B) ::branch_region
                                        C) :branch_region
                                        D) %branch_region


                                        3. A Data Analyst wants to transform query results. Which transformation option will incur compute costs?

                                        A) Formatting date and timestamp columns.
                                        B) Sorting a column by using the column options.
                                        C) Showing a thousand separator for numeric columns.
                                        D) Increasing or decreasing decimal precision.


                                        4. A Data Analyst created two tables that are related by a foreign key, using the following commands:

                                        Then the Analyst renamed the referenced table using the following command: ALTER TABLE mother RENAME TO father; What happens to the foreign key after the referenced table is renamed?

                                        A) The foreign key is updated to reference the renamed table.
                                        B) The foreign key will not be used during the query rewrite.
                                        C) The foreign key becomes invalid because the referenced table no longer exists.
                                        D) The foreign key is dropped because the reference is no longer valid.


                                        5. A Data Analyst needs to write a query that will return all projects from a project table and all employees from an employee table. What type of join should be used in this query?

                                        A) Full outer join
                                        B) Left outer join
                                        C) Inner join
                                        D) Cross join


                                        Solutions:

                                        Question # 1
                                        Answer: C
                                        Question # 2
                                        Answer: C
                                        Question # 3
                                        Answer: B
                                        Question # 4
                                        Answer: A
                                        Question # 5
                                        Answer: A

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