Exam Code: DAA-C01
Exam Name: SnowPro Advanced: Data Analyst Certification Exam
Certification Provider: Snowflake
Corresponding Certification: SnowPro Advanced
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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Loading and Unloading- Data ingestion methods
  • 1. COPY INTO and bulk loading
    • 2. Continuous ingestion and Snowpipe concepts
      - Data export
      • 1. UNLOAD and external stages
        Topic 2: Snowflake Architecture and Data Platform Fundamentals- Data platform fundamentals
        • 1. Separation of storage and compute
          • 2. Data lifecycle in Snowflake
            - Snowflake architecture concepts
            • 1. Virtual warehouses and scaling
              • 2. Cloud services layer, compute layer, storage layer
                Topic 3: Data Modeling and Performance Optimization- Performance tuning
                • 1. Warehouse sizing and auto-suspend/auto-resume
                  • 2. Clustering and pruning techniques
                    - Modeling approaches in Snowflake
                    • 1. Data normalization vs denormalization
                      • 2. Star and snowflake schemas
                        Topic 4: 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
                                Topic 5: 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 SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. Consider the following chart.

                                        What can be said about the correlation for sales over time between the two categories?

                                        A) There is a negative correlation.
                                        B) There is a non-linear correlation.
                                        C) There is a positive correlation.
                                        D) There is no correlation. (Selected)


                                        2. What are the PRIMARY reasons for using integrity constraints on Snowflake tables? (Select TWO).

                                        A) To enforce that a value in a foreign key must match the value of a primary or unique key in a parent table.
                                        B) To enforce that records with a UNIQUE column must have all distinct values in that column.
                                        C) To enforce that records with a NOT NULL column must have values in that column.
                                        D) To allow for clustering on the primary and foreign keys by specifying them as clustering keys.
                                        E) To enable team members to see how tables relate to one another.


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

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


                                        4. Which Snowflake SQL would a Data Analyst use in a trained Cortex model named forecast_model to retrieve the components that contribute to the predictions?

                                        A) forecast_model!SHOW_EVALUATION_METRICS()
                                        B) forecast_model!SHOW_TRAINING_LOGS()
                                        C) forecast_model!EXPLAIN_FEATURE_IMPORTANCE()
                                        D) forecast_model!FORECAST()


                                        5. A Data Analyst has been analyzing customer data in several worksheets. Each worksheet contains a complex query that provides clean and prepared data for visualizations. The Analyst has also created a Customer Overview dashboard in Snowsight. How should the Analyst add the worksheets in the Customer Analysis database to the dashboard, using the LEAST amount of operational overhead?

                                        A) Move the worksheets into the dashboard.
                                        B) Open each worksheet, copy the query, then paste the query into the dashboard.
                                        C) Query the QUERY_HISTORY view to find those queries, then add the queries into the dashboard.
                                        D) Copy and paste the worksheets into the dashboard.


                                        Solutions:

                                        Question # 1
                                        Answer: D
                                        Question # 2
                                        Answer: C,E
                                        Question # 3
                                        Answer: A,C,E
                                        Question # 4
                                        Answer: C
                                        Question # 5
                                        Answer: A

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