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Snowflake DAA-C01 exam : SnowPro Advanced: Data Analyst Certification Exam

DAA-C01 Exam Questions
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 19, 2026
  • Q & A: 67 Questions and Answers
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Snowflake DAA-C01 Exam Syllabus Topics:

SectionObjectives
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. Separation of storage and compute
        • 2. Data lifecycle in Snowflake
          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
                  Security, Governance, and Data Sharing- Data sharing and governance
                  • 1. Data masking and policies
                    • 2. Secure data sharing
                      - Access control and security
                      • 1. Authentication and encryption concepts
                        • 2. Role-based access control (RBAC)
                          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
                                  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:

                                        1. 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 table definition
                                        C) The stage definition
                                        D) The schema definition


                                        2. A large, complicated query is used to generate a data set for a report on the most recent month. It is taking longer than expected. A review of the Query Profile shows excessive spilling. How can the performance of the query be improved WITHOUT increasing costs?

                                        A) Change the source tables into external tables to establish and take advantage of custom partitioning.
                                        B) Split the query into multiple steps, replacing Common Table Expressions (CTEs) with temporary tables to process the data in smaller batches.
                                        C) Create a materialized view clustered on a date column, on the table that is causing the spilling.
                                        D) Run the query against zero-copy clones of the source tables to avoid contention with other queries.


                                        3. 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


                                        4. Why would an INFER_SCHEMA table function be used?

                                        A) To detect the file metadata schema from staged data files that contain semi-structured data
                                        B) To retrieve the column definitions from a previously-loaded database table
                                        C) To detect the metadata schema from a table cell that contains JSON data
                                        D) To detect the file metadata schema from staged data files that contain unstructured data


                                        5. A Data Analyst is given access to a table of inventory transfers which includes the product details, fulfillment warehouse location, and destination warehouse location. Which type of visualization should be used to illustrate the most active product transfer routes?

                                        A) Scatterplot
                                        B) Line chart
                                        C) Scorecard
                                        D) Heat grid


                                        Solutions:

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

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