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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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 2: 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)
                  Topic 3: 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 4: Data Transformation and Analysis- Analytical workloads
                        • 1. Materialized views and caching
                          • 2. Query optimization for analytics
                            - SQL-based transformations
                            • 1. Semi-structured data (VARIANT, JSON, XML)
                              • 2. Joins, aggregations, window functions
                                Topic 5: 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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. What will be the output of this query?
                                        SELECT 100::FLOAT * 20.78::INTEGER || ' Square Feet';

                                        A) 2100 Square Feet
                                        B) A conversion error
                                        C) 2078 Square Feet
                                        D) 2078.00 Square Feet


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


                                        3. When sharing views across accounts, which function should be used on the row access policy for the secure views to give users access to rows in a base table?

                                        A) CURRENT_AVAILABLE_ROLES
                                        B) CURRENT_ROLE
                                        C) CURRENT_USER
                                        D) CURRENT_ACCOUNT


                                        4. A Data Analyst has been asked to predict sales revenue through the end of the year. Which function will provide this information?

                                        A) VARIANCE
                                        B) COVAR_SAMP
                                        C) REGR_SLOPE
                                        D) CORR


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

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


                                        Solutions:

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

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