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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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
          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. Cloud services layer, compute layer, storage layer
                • 2. Virtual warehouses and scaling
                  Topic 3: Data Transformation and Analysis- Analytical workloads
                  • 1. Materialized views and caching
                    • 2. Query optimization for analytics
                      - SQL-based transformations
                      • 1. Joins, aggregations, window functions
                        • 2. Semi-structured data (VARIANT, JSON, XML)
                          Topic 4: 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
                                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. Role-based access control (RBAC)
                                      • 2. Authentication and encryption concepts

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. The following code is run:

                                        Then this statement is executed:

                                        What will be the output of this statement?

                                        A)

                                        B)

                                        C)

                                        D)


                                        2. A Data Analyst has a Parquet file stored in an Amazon S3 staging area. Which query will copy the data from the staged Parquet file into separate columns in the target table?

                                        A) Option D
                                        B) Option A
                                        C) Option C
                                        D) Option B


                                        3. 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!EXPLAIN_FEATURE_IMPORTANCE()
                                        C) forecast_model!FORECAST()
                                        D) forecast_model!SHOW_EVALUATION_METRICS()


                                        4. This query is run:
                                        SQL
                                        SELECT
                                        customer.id,
                                        ANY_VALUE(customer.name),
                                        SUM(orders.value)
                                        FROM customer
                                        JOIN orders ON customer.id = orders.customer_id
                                        GROUP BY customer.id;
                                        What is the effect of ANY_VALUE in this syntax?

                                        A) It will return some value of the expression from the group, with a non-deterministic result.
                                        B) It will return the minimum value of those generated by the expression, with a deterministic result.
                                        C) It will return a value equivalent to the median of those generated by the expression, which may be a non-deterministic result.
                                        D) It will return an equivalent NULL value when the expression is evaluated.


                                        5. A Data Analyst is creating a Snowsight dashboard from a shared worksheet. What happens to the access and permissions of the users who initially had sharing privileges on the worksheet?

                                        A) The original users gain additional access to the worksheet.
                                        B) The original users lose access to the worksheet, their permissions on the worksheet are revoked.
                                        C) The original users temporarily lose access but regain it once the dashboard is created.
                                        D) The original users retain access and permissions on the worksheet.


                                        Solutions:

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

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