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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Modeling and Performance Optimization- Performance tuning
  • 1. Clustering and pruning techniques
    • 2. Warehouse sizing and auto-suspend/auto-resume
      - Modeling approaches in Snowflake
      • 1. Data normalization vs denormalization
        • 2. Star and snowflake schemas
          Topic 2: 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 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. Data masking and policies
                      • 2. Secure data sharing
                        Topic 4: 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. Separation of storage and compute
                              • 2. Data lifecycle in Snowflake
                                Topic 5: Data Transformation and Analysis- SQL-based transformations
                                • 1. Semi-structured data (VARIANT, JSON, XML)
                                  • 2. Joins, aggregations, window functions
                                    - Analytical workloads
                                    • 1. Materialized views and caching
                                      • 2. Query optimization for analytics

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. A Data Analyst created two functions and one procedures:
                                        The Analyst then runs this query:

                                        The Analyst then runs this query:

                                        What will be the output?

                                        A) Null
                                        B) 10
                                        C) 30
                                        D) 20


                                        2. A Data Analyst needs to add address details based on a customer's latitude and longitude to a customer sales database. The Analyst found a free Worldwide Address Data listing on the Snowflake Marketplace. The ACCOUNTADMIN placed the data set into a new database called ADDRESS_DATA. The Data Analyst needs to join the ADDRESS_DATA.OPENADDRESS table with the ORDERS table which is stored in the GLOBAL_DWH database. The combined data set needs to be created as a view. How can this be achieved?

                                        A) Create a view in the GLOBAL_DWH database.
                                        B) Create a view in the ADDRESS_DATA database.
                                        C) Create a new schema called ENRICHED in the ADDRESS_DATA database and create this view in the ENRICHED schema.
                                        D) Ask the ACCOUNTADMIN to grant the Data Analyst the IMPORTED_PRIVILEGES on the ADDRESS_DATA database and then create a view in the ADDRESS_DATA database.


                                        3. Which aggregate functions can be used to provide values for a given bucket in Snowsight charts? (Select THREE).

                                        A) HLL
                                        B) Any Value
                                        C) Standard Deviation
                                        D) Max
                                        E) Average
                                        F) Mode


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


                                        5. A Data Analyst needs to write a query that will return all projects from a project table and all employees from an employee table. What type of join should be used in this query?

                                        A) Inner join
                                        B) Full outer join
                                        C) Cross join
                                        D) Left outer join


                                        Solutions:

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

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