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

  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Sep 01, 2026     Q & A: 67 Questions and Answers

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Data Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. PIVOT/UNPIVOT operations
  • 2. Common Table Expressions (CTEs)
  • 3. QUALIFY clauses
  • 4. Window functions
- Design data models
  • 1. Data vault models
  • 2. Star schema design
  • 3. Snowflake schema design
Data Ingestion and Data Preparation15%-20%- 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. Determine the level of data granularity required
  • 5. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
- 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 best practice considerations relating to data integrity structures
  • 1. Implement constraints
  • 2. Define primary keys for tables
  • 3. Perform table joins between parent/child tables
- 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
- 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. Synthetic Data Generation
  • 4. Retrieve data from unstructured sources
- Prepare data and load into Snowflake
  • 1. Load data from external/internal stages into a table
  • 2. Load files using Snowsight
Data Presentation and Data Visualization28%-29%- Integrate with BI tools
  • 1. Tableau integration
  • 2. Power BI integration
  • 3. Other partner visualization tools
- Create dashboards
  • 1. Snowsight dashboards
  • 2. Present analytical results
Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Snowflake-specific analytical features
  • 2. Aggregate functions
  • 3. Time-series analysis

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

Question 1

A Data Analyst has created a custom filter called branch_region on a Snowflake dashboard. The filter contains a list of regions where the company has stores. How should the filter be referenced in dashboard queries?

A. :branch_region
B. $branch_region
C. %branch_region
D. ::branch_region


Question 2

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

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


Question 3

A company is looking for new headquarters and wants to minimize the distances employees have to commute.
The company has geographic data on employees' residences. Through the Snowflake Marketplace, the company obtained geographic data for possible locations of the new headquarters. How can the distance between an employee's residence and potential headquarters locations be calculated in meters with the LEAST operational overhead?

A. HAVERSINE
B. ST_LENGTH
C. ST_DISTANCE
D. ST_HAUSDORFFDISTANCE


Question 4

A Data Analyst created a cost overview dashboard in Snowsight. Management has asked for a system date filter to easily change the time period and refresh the data in all dashboard tiles with a single filter selection.
The system date filter is shown below:

The Analyst wants to apply the filter onto individual dashboard components.
Adding which where clause to the queries will apply the filter as required?

A. Where start_time = :date_filter
B. Where start_time >= dateadd('days', -7, CURRENT_TIMESTAMP())
C. Where start_time >= dateadd('days', -7, SYSDATE())
D. Where start_time = :daterange


Question 5

A Data Analyst creates a dashboard showing the total credit consumption for each virtual warehouse as follows:

Why is the query failing?

A. DB1 must be authorized to have SELECT access to ACCOUNT_USAGE.
B. The current database context must be changed to SNOWFLAKE.
C. The query must be executed by a user with the ACCOUNTADMIN role.
D. INFORMATION_SCHEMA should be used instead of ACCOUNT_USAGE.


Solutions:

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

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