Snowflake : DAA-C01 Questions & Answers

Last Updated: Sep 10, 2026

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Snowflake DAA-C01 Exam Syllabus Topics:

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

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

Question 1

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


Question 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.


Question 3

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

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


Question 4

A Data Analyst executes a complex query. Which query will allow the Analyst to access the results a second time?

A. SELECT * FROM TABLE(INFORMATION_SCHEMA.QUERY_HISTORY());
B. SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID()));
C. SELECT LAST_QUERY_ID(-1);
D. DESC RESULT LAST_QUERY_ID();


Question 5

What will be the output of this query?
SELECT 100::FLOAT * 20.78::INTEGER || ' Square Feet';

A. 2078.00 Square Feet
B. 2078 Square Feet
C. 2100 Square Feet
D. A conversion error


Solutions:

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

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