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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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
          Security, Governance, and Data Sharing- Access control and security
          • 1. Role-based access control (RBAC)
            • 2. Authentication and encryption concepts
              - Data sharing and governance
              • 1. Data masking and policies
                • 2. Secure data sharing
                  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
                          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. Star and snowflake schemas
                                • 2. Data normalization vs denormalization
                                  Data Loading and Unloading- Data ingestion methods
                                  • 1. Continuous ingestion and Snowpipe concepts
                                    • 2. COPY INTO and bulk loading
                                      - Data export
                                      • 1. UNLOAD and external stages

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        Question 1

                                        Why would an INFER_SCHEMA table function be used?

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


                                        Question 2

                                        How can a Data Analyst automatically create a table structure for loading a Parquet file?

                                        A. Use the INFER_SCHEMA together with the CREATE TABLE LIKE command.
                                        B. Use INFER_SCHEMA together with the CREATE TABLE USING TEMPLATE command.
                                        C. Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE USING TEMPLATE command.
                                        D. Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE LIKE command.


                                        Question 3

                                        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.


                                        Question 4

                                        A Data Analyst created two tables that are related by a foreign key, using the following commands:

                                        Then the Analyst renamed the referenced table using the following command: ALTER TABLE mother RENAME TO father; What happens to the foreign key after the referenced table is renamed?

                                        A. The foreign key is updated to reference the renamed table.
                                        B. The foreign key will not be used during the query rewrite.
                                        C. The foreign key becomes invalid because the referenced table no longer exists.
                                        D. The foreign key is dropped because the reference is no longer valid.


                                        Question 5

                                        A Data Analyst creates a dashboard showing the total credit consumption for each virtual warehouse as follows:

                                        Why is the query failing?

                                        A. The current database context must be changed to SNOWFLAKE.
                                        B. DB1 must be authorized to have SELECT access to ACCOUNT_USAGE.
                                        C. The query must be executed by a user with the ACCOUNTADMIN role.
                                        D. INFORMATION_SCHEMA should be used instead of ACCOUNT_USAGE.


                                        Solutions:

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

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