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Snowflake DAA-C01 Exam Syllabus Topics:

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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question 1

                                        A Data Analyst is given access to a table of inventory transfers which includes the product details, fulfillment warehouse location, and destination warehouse location. Which type of visualization should be used to illustrate the most active product transfer routes?

                                        A. Scatterplot
                                        B. Scorecard
                                        C. Heat grid
                                        D. Line chart


                                        Question 2

                                        A Data Analyst has been asked to predict sales revenue through the end of the year. Which function will provide this information?

                                        A. COVAR_SAMP
                                        B. CORR
                                        C. VARIANCE
                                        D. REGR_SLOPE


                                        Question 3

                                        A Data Analyst runs this query:

                                        The Analyst men runs this query:

                                        What will be the output?

                                        A.

                                        B.

                                        C.

                                        D.


                                        Question 4

                                        What functionalities are available when a Snowflake worksheet is shared with other users? (Select TWO).

                                        A. If the worksheet is being edited, the collaborators will be able to see these edits in real-time.
                                        B. If multiple users edit and run a shared worksheet at the same time, each run of the worksheet will create a new version.
                                        C. Whenever a user with permissions runs a worksheet, the existing version history of the worksheet will be overwritten.
                                        D. Users with edit permissions can view past versions of the worksheet.
                                        E. Collaborators can share the worksheet across Snowflake accounts.


                                        Question 5

                                        Which aggregate functions can be used to provide values for a given bucket in Snowsight charts? (Select THREE).

                                        A. Max
                                        B. Standard Deviation
                                        C. HLL
                                        D. Any Value
                                        E. Mode
                                        F. Average


                                        Solutions:

                                        Question 1
                                        Answer: C
                                        Question 2
                                        Answer: D
                                        Question 3
                                        Answer: C
                                        Question 4
                                        Answer: A,B
                                        Question 5
                                        Answer: A,D,F

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