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Snowflake DAA-C01 Exam Syllabus Topics:

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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. What functions should a Data Analyst use to run descriptive analytics on a data set? (Select TWO).

                                        A) REGR_INTERCEPT
                                        B) AVG
                                        C) APPROX_COUNT_DISTINCT
                                        D) ROW_NUMBER
                                        E) REGR_SLOPE


                                        2. A Data Analyst runs this query:

                                        The Analyst men runs this query:

                                        What will be the output?

                                        A)

                                        B)

                                        C)

                                        D)


                                        3. The image shows a table with a variant column that is storing a JSON record:

                                        This SQL query is run:

                                        What will be the result?

                                        A)

                                        B)

                                        C)

                                        D)


                                        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_TRAINING_LOGS()
                                        B) forecast_model!FORECAST()
                                        C) forecast_model!SHOW_EVALUATION_METRICS()
                                        D) forecast_model!EXPLAIN_FEATURE_IMPORTANCE()


                                        5. A single variant data column table RAW_SOURCE has the following JSON records:

                                        A Data Analyst needs to get the value of the "f" field and have it in a consumable, tabular format. Which query should be used to meet this requirement?

                                        A) select value:f::number from raw_source, lateral flatten( input => data );
                                        B) select data:events:f::number from raw_source;
                                        C) select value:f::number from raw_source, lateral flatten( input => data:events );
                                        D) select src.events:f::number from raw_source src;


                                        Solutions:

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

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