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

DAA-C01 Exam Simulator
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Aug 06, 2026
  • Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Ingestion and Data Preparation15%-20%- 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
- Perform data discovery to identify what is needed from available datasets
  • 1. Query tables to assess data elements and statistics maintained by Snowflake
  • 2. Identify elements required for business goals using BI reports or SQL analysis
  • 3. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 4. Determine the level of data granularity required
  • 5. Evaluate required transformations (table joins, set operations, ASOF JOINS)
- Prepare data and load into Snowflake
  • 1. Load files using Snowsight
  • 2. Load data from external/internal stages into a table
- Use a collection system to retrieve data
  • 1. Retrieve data from semi-structured sources (Parquet, Avro, ORC, JSON, XML)
  • 2. Synthetic Data Generation
  • 3. Retrieve data from structured sources (CSV)
  • 4. Retrieve data from unstructured sources
- 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)
- 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)
Topic 2: Data Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. Window functions
  • 2. PIVOT/UNPIVOT operations
  • 3. Common Table Expressions (CTEs)
  • 4. QUALIFY clauses
- Design data models
  • 1. Data vault models
  • 2. Snowflake schema design
  • 3. Star schema design
Topic 3: Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Time-series analysis
  • 2. Aggregate functions
  • 3. Snowflake-specific analytical features
Topic 4: Data Presentation and Data Visualization28%-29%- Integrate with BI tools
  • 1. Power BI integration
  • 2. Tableau integration
  • 3. Other partner visualization tools
- Create dashboards
  • 1. Present analytical results
  • 2. Snowsight dashboards

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

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


2. What functions should a Data Analyst use to run descriptive analytics on a data set? (Select TWO).

A) AVG
B) APPROX_COUNT_DISTINCT
C) ROW_NUMBER
D) REGR_INTERCEPT
E) REGR_SLOPE


3. 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();


4. A Directed Acyclic Graph (DAG) of 12 tasks (ETLDAILY) failed because one of the tasks failed (STEP10), therefore the dependent tasks (STEP11 and STEP12) did not run. Which command is needed to re-run task STEP10 and the two dependent tasks?

A) ALTER TASK ETLDAILY RESUME;
B) EXECUTE TASK STEP10 RETRY LAST;
C) EXECUTE TASK ETLDAILY RETRY LAST;
D) ALTER TASK STEP10 RESUME;


5. What option would allow a Data Analyst to efficiently estimate cardinality on a data set that contains trillions of rows?

A) HLL(*)
B) Count(Distinct *)/Count(*)
C) SYSTEM$ESTIMATE
D) Count(Distinct *)


Solutions:

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

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