Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01 valid dump torrent

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 20, 2026
  • Q&As: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: 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
          Topic 2: Data Loading and Unloading- Data ingestion methods
          • 1. COPY INTO and bulk loading
            • 2. Continuous ingestion and Snowpipe concepts
              - Data export
              • 1. UNLOAD and external stages
                Topic 3: 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
                        Topic 4: 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. Star and snowflake schemas
                              • 2. Data normalization vs denormalization
                                Topic 5: 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. Secure data sharing
                                      • 2. Data masking and policies

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


                                        2. A single variant data column table RAW_SOURCE has the following JSON records:

                                        A Data Analyst needs to get the value of the "f" field and have it in a consumable, tabular format. Which query should be used to meet this requirement?

                                        A) select src.events:f::number from raw_source src;
                                        B) select data:events:f::number from raw_source;
                                        C) select value:f::number from raw_source, lateral flatten( input => data:events );
                                        D) select value:f::number from raw_source, lateral flatten( input => data );


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

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


                                        4. A Data Analyst is working with a table that has 1 record per day, with sales information. Which window function would calculate a 7-day moving average of sales, where SALES_DATE represents the date column?

                                        A) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
                                        CURRENT ROW)
                                        B) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
                                        CURRENT ROW)
                                        C) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
                                        CURRENT ROW)
                                        D) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
                                        CURRENT ROW)


                                        5. A Data Analyst executes a query in a Snowflake worksheet that returns the total number of daily sales, and the total amount for each sale. How can the Analyst check the distribution of the total amount, without running the query again?

                                        A) Go to Chart and select a bar chart that contains the two variables.
                                        B) Go to Chart and select a histogram that includes the two variables.
                                        C) Call the WIDTH_BUCKET function.
                                        D) Click on the column header in the results and review the histogram.


                                        Solutions:

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

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