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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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 2: 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
                  Topic 3: 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
                          Topic 4: 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
                                Topic 5: Security, Governance, and Data Sharing- Data sharing and governance
                                • 1. Data masking and policies
                                  • 2. Secure data sharing
                                    - Access control and security
                                    • 1. Authentication and encryption concepts
                                      • 2. Role-based access control (RBAC)

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question 1

                                        A Data Analyst runs a query in a Snowflake worksheet, and selects a numeric column from the result grid.
                                        What automatically-generated contextual statistic can be visualized?

                                        A. MIN/MAX values for the column
                                        B. A key distribution
                                        C. A frequency distribution, displayed for all numeric columns
                                        D. A histogram, displayed for all numeric, date, and time columns


                                        Question 2

                                        Why would an INFER_SCHEMA table function be used?

                                        A. To detect the file metadata schema from staged data files that contain semi-structured data
                                        B. To detect the metadata schema from a table cell that contains JSON data
                                        C. To detect the file metadata schema from staged data files that contain unstructured data
                                        D. To retrieve the column definitions from a previously-loaded database table


                                        Question 3

                                        What potential problem can be identified in the Query profile below?

                                        A. There Is inefficient pruning.
                                        B. The query is not using a foreign Key.
                                        C. There is query spilling.
                                        D. There is an exploding join


                                        Question 4

                                        The following code is run:

                                        Then this statement is executed:

                                        What will be the output of this statement?

                                        A.

                                        B.

                                        C.

                                        D.


                                        Question 5

                                        Which Snowflake feature allows users to encapsulate a series of SQL statements into a reusable database object, facilitating modular code development?

                                        A. Stored procedure
                                        B. Materialized view
                                        C. Common Table Expressions (CTE)
                                        D. User-Defined Function (UDF)


                                        Solutions:

                                        Question 1
                                        Answer: D
                                        Question 2
                                        Answer: A
                                        Question 3
                                        Answer: D
                                        Question 4
                                        Answer: C
                                        Question 5
                                        Answer: A

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