Snowflake SnowPro Advanced: Data Analyst Certification - DAA-C01

Snowflake DAA-C01 test insides dumps
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Jul 17, 2026
  • Q & A: 67 Questions and Answers
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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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- Data platform fundamentals
        • 1. Data lifecycle in Snowflake
          • 2. Separation of storage and compute
            - Snowflake architecture concepts
            • 1. Cloud services layer, compute layer, storage layer
              • 2. Virtual warehouses and scaling
                Data Modeling and Performance Optimization- Modeling approaches in Snowflake
                • 1. Data normalization vs denormalization
                  • 2. Star and snowflake schemas
                    - Performance tuning
                    • 1. Warehouse sizing and auto-suspend/auto-resume
                      • 2. Clustering and pruning techniques
                        Data Transformation and Analysis- Analytical workloads
                        • 1. Materialized views and caching
                          • 2. Query optimization for analytics
                            - 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. Secure data sharing
                                      • 2. Data masking and policies

                                        Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

                                        1. What does the "SQL keyword" refer to in the context of adding filters to a worksheet?

                                        A) The table name containing the static filter "key" values
                                        B) The name of the function used to generate the filter
                                        C) The filter name to be inserted into queries
                                        D) The name of a User-Defined Function (UDF) used to define the filter "key" values


                                        2. When building a Snowsight dashboard that will allow users to filter data within a worksheet, which Snowflake system filters should be used?

                                        A) Include the :datebucket system filter in a WHERE clause, and include the :daterange system filter in a SELECT clause.
                                        B) Include the :daterange system filter in a WHERE clause, and include the :datebucket system filter in a GROUP BY clause.
                                        C) Include the :datebucket system filter in a WHERE clause, and include the :daterange system filter in a GROUP BY clause.
                                        D) Include the :daterange system filter in a SELECT clause, and include the :datebucket system filter in a GROUP BY clause.


                                        3. There are two similarly-structured and sized tables, Table_a and Table_b, in a schema with data populated in both tables. A Data Analyst is running queries as part of a preliminary analysis of the data to check the MAX value of a numeric column named num which is present in both the tables:
                                        * Query 1: SELECT MAX(num) FROM Table_a;
                                        * Query 2: SELECT MAX(num) FROM Table_b;
                                        After running the queries, the Analyst observed that Query 2 ran significantly slower than Query 1. Why is this occurring?

                                        A) The USE_CACHED_RESULT was set to FALSE before running Query 2.
                                        B) Table_b has a row-access policy defined.
                                        C) A multi-cluster warehouse was used to run Query 1.
                                        D) Table_b has more rows than Table_a.


                                        4. A Data Analyst has created a custom filter called branch_region on a Snowflake dashboard. The filter contains a list of regions where the company has stores. How should the filter be referenced in dashboard queries?

                                        A) :branch_region
                                        B) $branch_region
                                        C) ::branch_region
                                        D) %branch_region


                                        5. A Data Analyst needs to temporarily hide a tile in a dashboard. The data will need to be available in the future, and additional data may be added. Which tile should be used?

                                        A) Duplicate
                                        B) Delete
                                        C) Unplace
                                        D) Show/Hide


                                        Solutions:

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

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