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Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01

DAA-C01

Exam Code: DAA-C01

Exam Name: SnowPro Advanced: Data Analyst Certification Exam

Updated: Aug 11, 2026

Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

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

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

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

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


                                        2. What is a benefit of using SQL queries that contain secure views?

                                        A) Users will not be able to make observations about the quantity of underlying data.
                                        B) Only the number of scanned micro-partitions is exposed, not the number of bytes scanned.
                                        C) Snowflake secure views are more performant than regular views.
                                        D) The amount of data scanned, and the total data volume are obfuscated.


                                        3. A Data Analyst creates and populates the following table:
                                        create or replace table aggr(v int) as select * from values (1), (2), (3), (4); The Analyst then executes this query:
                                        select percentile_disc(0.60) within group (order by v desc) from aggr;
                                        What will be the result?

                                        A) 1
                                        B) 4
                                        C) 2
                                        D) 3


                                        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) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
                                        CURRENT ROW)
                                        B) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
                                        CURRENT ROW)
                                        C) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 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 histogram that includes the two variables.
                                        B) Go to Chart and select a bar chart that contains the two variables.
                                        C) Click on the column header in the results and review the histogram.
                                        D) Call the WIDTH_BUCKET function.


                                        Solutions:

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

                                        DAA-C01 Related Exams
                                        SOL-C01 - Snowflake Certified SnowPro Associate - Platform Certification
                                        ADA-C02 - SnowPro Advanced Administrator ADA-C02
                                        DEA-C01 - SnowPro Advanced: Data Engineer Certification Exam
                                        DEA-C02 - SnowPro Advanced: Data Engineer (DEA-C02)
                                        DSA-C03 - SnowPro Advanced: Data Scientist Certification Exam
                                        Related Certifications
                                        SnowPro Advanced Certification
                                        SnowPro Core Certification
                                        SnowPro Advanced
                                        SnowPro Advanced: Administrator
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