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

  • 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:

SectionWeightObjectives
Data Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. Common Table Expressions (CTEs)
  • 2. PIVOT/UNPIVOT operations
  • 3. QUALIFY clauses
  • 4. Window functions
- Design data models
  • 1. Snowflake schema design
  • 2. Star schema design
  • 3. Data vault models
Data Presentation and Data Visualization28%-29%- Create dashboards
  • 1. Snowsight dashboards
  • 2. Present analytical results
- Integrate with BI tools
  • 1. Tableau integration
  • 2. Other partner visualization tools
  • 3. Power BI integration
Data Ingestion and Data Preparation15%-20%- Prepare data and load into Snowflake
  • 1. Load files using Snowsight
  • 2. Load data from external/internal stages into a table
- Use best practice considerations relating to data integrity structures
  • 1. Implement constraints
  • 2. Perform table joins between parent/child tables
  • 3. Define primary keys for tables
- Implement data processing solutions
  • 1. Cleanse, conform, and enrich data
  • 2. Automate and implement data pipelines (scheduling)
  • 3. Use logging and monitoring solutions (auditing, data lineage)
  • 4. Respond to processing failures
- Perform data discovery to identify what is needed from available datasets
  • 1. Evaluate required transformations (table joins, set operations, ASOF JOINS)
  • 2. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 3. Determine the level of data granularity required
  • 4. Query tables to assess data elements and statistics maintained by Snowflake
  • 5. Identify elements required for business goals using BI reports or SQL analysis
- Enrich data by identifying and accessing relevant data from the Snowflake Marketplace
  • 1. Create tables and views
  • 2. Use Secure Data Sharing (Marketplace, Internal Marketplace, Private Listings, Listings)
  • 3. Find external data sets that correlate with available data
- Use a collection system to retrieve data
  • 1. Retrieve data from semi-structured sources (Parquet, Avro, ORC, JSON, XML)
  • 2. Retrieve data from unstructured sources
  • 3. Synthetic Data Generation
  • 4. Retrieve data from structured sources (CSV)
Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Aggregate functions
  • 2. Snowflake-specific analytical features
  • 3. Time-series analysis

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

1. What are the PRIMARY reasons for using integrity constraints on Snowflake tables? (Select TWO).

A) To enable team members to see how tables relate to one another.
B) To allow for clustering on the primary and foreign keys by specifying them as clustering keys.
C) To enforce that a value in a foreign key must match the value of a primary or unique key in a parent table.
D) To enforce that records with a NOT NULL column must have values in that column.
E) To enforce that records with a UNIQUE column must have all distinct values in that column.


2. 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


3. A Data Analyst needs a sample of 10 rows from a table FCT_SALES that has billions of rows. Which commands can be used to accomplish this? (Select TWO).

A) SELECT TOP (10 ROWS) * FROM FCT_SALES;
B) SELECT * FROM FCT_SALES SAMPLE 10;
C) SELECT TOP 10 * FROM FCT_SALES;
D) SELECT * FROM FCT_SALES SAMPLE (10 ROWS);
E) SELECT TOP 10 ROWS * FROM FCT_SALES;


4. 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) Show/Hide
B) Duplicate
C) Unplace
D) Delete


5. A Data Analyst created two tables that are related by a foreign key, using the following commands:

Then the Analyst renamed the referenced table using the following command: ALTER TABLE mother RENAME TO father; What happens to the foreign key after the referenced table is renamed?

A) The foreign key will not be used during the query rewrite.
B) The foreign key is dropped because the reference is no longer valid.
C) The foreign key is updated to reference the renamed table.
D) The foreign key becomes invalid because the referenced table no longer exists.


Solutions:

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

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