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

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 17, 2026   Q&As: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

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

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

1. Why would a Data Analyst use a dimensional model rather than a single flat table to meet BI requirements for a virtual warehouse? (Select TWO).

A) Dimensional modelling will improve query performance over a single table.
B) Combining facts and dimensions in a single flat table limits the scalability and flexibility.
C) Dimensional modelling will save on storage space since it is denormalized.
D) Snowflake generally performs better with dimensional modelling.
E) Dimensions and facts allow power users to run ad-hoc analyses.


2. A Data Analyst needs to generate a graphic that will identify any natural clusters in a data set containing details about completed orders. Which Snowsight chart should be used?

A) Bar chart
B) Heat grid
C) Scatter plot
D) Line chart


3. A Data Analyst creates and populates the following table:
create or replace table aggr(v int) as select * from values (1), (2), (3), (4); The Analyst then executes this query:
select percentile_disc(0.60) within group (order by v desc) from aggr;
What will be the result?

A) 4
B) 1
C) 3
D) 2


4. A Data Analyst is creating a Snowsight dashboard from a shared worksheet. What happens to the access and permissions of the users who initially had sharing privileges on the worksheet?

A) The original users lose access to the worksheet, their permissions on the worksheet are revoked.
B) The original users retain access and permissions on the worksheet.
C) The original users gain additional access to the worksheet.
D) The original users temporarily lose access but regain it once the dashboard is created.


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

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


Solutions:

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

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