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

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 18, 2026
  • Q&As: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

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

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

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


2. A Data Analyst runs a query in a Snowflake worksheet, and selects a numeric column from the result grid.
What automatically-generated contextual statistic can be visualized?

A) A key distribution
B) A histogram, displayed for all numeric, date, and time columns
C) A frequency distribution, displayed for all numeric columns
D) MIN/MAX values for the column


3. A Data Analyst needs to create a custom filter called state in a Snowflake dashboard using a SQL query.
Which query will include this custom filter?

A) select avg(total_income), state from taxpayer_wages group by state having state = :state;
B) select avg(total_income), state from taxpayer_wages group by state having state = @state;
C) select avg(total_income), state from taxpayer_wages group by state having state = 'state';
D) select avg(total_income), state from taxpayer_wages group by state having state = state;


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

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


5. A Data Analyst has a very large table with columns that contain country and city names. Which query will provide a very quick estimate of the total number of different values of these two columns?

A) SELECT COUNT(country, city) FROM TABLE1;
B) SELECT COUNT(DISTINCT country, city) FROM TABLE1;
C) SELECT HLL(country, city) FROM TABLE1;
D) SELECT DISTINCT COUNT(country, city) FROM TABLE1;


Solutions:

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

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