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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: Snowflake Architecture and Data Platform Fundamentals- Data platform fundamentals
  • 1. Data lifecycle in Snowflake
    • 2. Separation of storage and compute
      - Snowflake architecture concepts
      • 1. Virtual warehouses and scaling
        • 2. Cloud services layer, compute layer, storage layer
          Topic 2: 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 3: 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. Secure data sharing
                      • 2. Data masking and policies
                        Topic 4: 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
                                Topic 5: 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)

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

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

                                        • A. There is an exploding join
                                        • B. There is query spilling.
                                        • C. The query is not using a foreign Key.
                                        • D. There Is inefficient pruning.
                                        Reveal Solution  Discussion  0

                                        Correct Answer: A  🗳️

                                        Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).

                                        A Data Analyst wants to use pandas code they have previously written to process a column of text and return multiple rows of parsed output for each input value. The Analyst wants to be able to join these results with other tables in a single transaction. Which type of extensibility feature should the Analyst use?

                                        • A. Stored procedure
                                        • B. External function
                                        • C. User-Defined Function (UDF)
                                        • D. Vectorized User-Defined Table Function (UDTF)
                                        Reveal Solution  Discussion  0

                                        Correct Answer: D  🗳️

                                        Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).

                                        A Data Analyst needs to rotate a table by transforming a wide table's columns into rows.

                                        Which operator will be MOST beneficial for producing this output?

                                        • A. EXCEPT
                                        • B. INTERSECT
                                        • C. PIVOT
                                        • D. UNPIVOT
                                        Reveal Solution  Discussion  0

                                        Correct Answer: D  🗳️

                                        Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).

                                        A Data Analyst needs to generate a graphic that will identify any natural clusters in a data set containing details about completed orders. Which Snowsight chart should be used?

                                        • A. Line chart
                                        • B. Heat grid
                                        • C. Bar chart
                                        • D. Scatter plot
                                        Reveal Solution  Discussion  0

                                        Correct Answer: D  🗳️

                                        Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).

                                        A Data Analyst executes a complex query. Which query will allow the Analyst to access the results a second time?

                                        • A. DESC RESULT LAST_QUERY_ID();
                                        • B. SELECT LAST_QUERY_ID(-1);
                                        • C. SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID()));
                                        • D. SELECT * FROM TABLE(INFORMATION_SCHEMA.QUERY_HISTORY());
                                        Reveal Solution  Discussion  0

                                        Correct Answer: C  🗳️

                                        Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).

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