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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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 Architecture and Data Platform Fundamentals- Snowflake architecture concepts
                • 1. Virtual warehouses and scaling
                  • 2. Cloud services layer, compute layer, storage layer
                    - Data platform fundamentals
                    • 1. Data lifecycle in Snowflake
                      • 2. Separation of storage and compute
                        Data Transformation and Analysis- Analytical workloads
                        • 1. Query optimization for analytics
                          • 2. Materialized views and caching
                            - SQL-based transformations
                            • 1. Joins, aggregations, window functions
                              • 2. Semi-structured data (VARIANT, JSON, XML)
                                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 SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. A Data Analyst has a Parquet file stored in an Amazon S3 staging area. Which query will copy the data from the staged Parquet file into separate columns in the target table?

                                        A) Option B
                                        B) Option C
                                        C) Option A
                                        D) Option D


                                        2. A Data Analyst runs this query:

                                        The Analyst men runs this query:

                                        What will be the output?

                                        A)

                                        B)

                                        C)

                                        D)


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

                                        A) The query is not using a foreign Key.
                                        B) There is an exploding join
                                        C) There Is inefficient pruning.
                                        D) There is query spilling.


                                        4. 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


                                        5. What option would allow a Data Analyst to efficiently estimate cardinality on a data set that contains trillions of rows?

                                        A) HLL(*)
                                        B) Count(Distinct *)
                                        C) Count(Distinct *)/Count(*)
                                        D) SYSTEM$ESTIMATE


                                        Solutions:

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

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