Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Sep 09, 2026
  • Q & A: 67 Questions and Answers

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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. Snowflake schema design
  • 3. Star schema design
- Transform data using SQL
  • 1. Common Table Expressions (CTEs)
  • 2. Window functions
  • 3. PIVOT/UNPIVOT operations
  • 4. QUALIFY clauses
Topic 2: Data Ingestion and Data Preparation15%-20%- Prepare data and load into Snowflake
  • 1. Load data from external/internal stages into a table
  • 2. Load files using Snowsight
- 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
- Implement data processing solutions
  • 1. Respond to processing failures
  • 2. Cleanse, conform, and enrich data
  • 3. Use logging and monitoring solutions (auditing, data lineage)
  • 4. Automate and implement data pipelines (scheduling)
- 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. Retrieve data from structured sources (CSV)
  • 4. Synthetic Data Generation
- 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. Query tables to assess data elements and statistics maintained by Snowflake
  • 4. Determine the level of data granularity required
  • 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. Use Secure Data Sharing (Marketplace, Internal Marketplace, Private Listings, Listings)
  • 2. Find external data sets that correlate with available data
  • 3. Create tables and views
Topic 3: Data Presentation and Data Visualization28%-29%- Create dashboards
  • 1. Present analytical results
  • 2. Snowsight dashboards
- Integrate with BI tools
  • 1. Other partner visualization tools
  • 2. Power BI integration
  • 3. Tableau integration
Topic 4: Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Time-series analysis
  • 2. Snowflake-specific analytical features
  • 3. Aggregate functions

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

Question #1

A Data Analyst created two functions and one procedures:
The Analyst then runs this query:

The Analyst then runs this query:

What will be the output?

  • A. 20
  • B. Null
  • C. 10
  • D. 30
Answer: A

Explanation: Only visible for ValidVCE members. You can sign-up / login (it's free).

Question #2

A Data Analyst runs this query:

The Analyst men runs this query:

What will be the output?

  • A.
  • B.
  • C.
  • D.
Answer: D

Explanation: Only visible for ValidVCE members. You can sign-up / login (it's free).

Question #3

What will the following query return?
SELECT * FROM testtable SAMPLE BLOCK (0.012) REPEATABLE (99992);

  • A. A sample of a table in which each block of rows has a 0.012% probability of being included in the sample, with the seed set to 99992.
  • B. A sample of a table in which each block of rows has a 1.2% probability of being included in the sample where repeated elements are allowed.
  • C. A sample containing 99992 records of a table in which each block of rows has a 0.012% probability of being included in the sample.
  • D. A sample of a table in which each block of rows has a 1.2% probability of being included in the sample, with the seed set to 99992.
Answer: A

Explanation: Only visible for ValidVCE members. You can sign-up / login (it's free).

Question #4

A Data Analyst wants to transform query results. Which transformation option will incur compute costs?

  • A. Increasing or decreasing decimal precision.
  • B. Formatting date and timestamp columns.
  • C. Showing a thousand separator for numeric columns.
  • D. Sorting a column by using the column options.
Answer: D

Explanation: Only visible for ValidVCE members. You can sign-up / login (it's free).

Question #5

Given the following data:

This SELECT statement is executed:

What will be the result?

  • A. 1.84
  • B. 1.8
  • C. 2.0
  • D. 200
Answer: C

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