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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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
          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
                  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
                          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
                                  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

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

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


                                        Question 2

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

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


                                        Question 3

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


                                        Question 4

                                        While loading data into Snowflake using named file formats, a file format defined in which location has precedence?

                                        A. The COPY INTO statement
                                        B. The schema definition
                                        C. The stage definition
                                        D. The table definition


                                        Question 5

                                        Which Snowflake SQL would a Data Analyst use in a trained Cortex model named forecast_model to retrieve the components that contribute to the predictions?

                                        A. forecast_model!SHOW_TRAINING_LOGS()
                                        B. forecast_model!SHOW_EVALUATION_METRICS()
                                        C. forecast_model!EXPLAIN_FEATURE_IMPORTANCE()
                                        D. forecast_model!FORECAST()


                                        Solutions:

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

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