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Snowflake SnowPro Advanced: Data Analyst Certification : DAA-C01

DAA-C01 Exam Simulator
  • Exam Code: DAA-C01
  • Exam Name: SnowPro Advanced: Data Analyst Certification Exam
  • Updated: Jul 25, 2026
  • Q & A: 67 Questions and Answers
  • Snowflake DAA-C01 Q&A - in .pdf

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Snowflake DAA-C01 exam simulator

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. Define primary keys for tables
  • 2. Implement constraints
  • 3. Perform table joins between parent/child tables
- Use a collection system to retrieve data
  • 1. Retrieve data from unstructured sources
  • 2. Retrieve data from semi-structured sources (Parquet, Avro, ORC, JSON, XML)
  • 3. Synthetic Data Generation
  • 4. Retrieve data from structured sources (CSV)
- Prepare data and load into Snowflake
  • 1. Load files using Snowsight
  • 2. Load data from external/internal stages into a table
- 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)
- Perform data discovery to identify what is needed from available datasets
  • 1. Identify elements required for business goals using BI reports or SQL analysis
  • 2. Query tables to assess data elements and statistics maintained by Snowflake
  • 3. Determine the level of data granularity required
  • 4. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 5. Evaluate required transformations (table joins, set operations, ASOF JOINS)
- 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 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. Window functions
  • 2. QUALIFY clauses
  • 3. PIVOT/UNPIVOT operations
  • 4. Common Table Expressions (CTEs)
- Design data models
  • 1. Star schema design
  • 2. Snowflake schema design
  • 3. Data vault models
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. How can a Data Analyst automatically create a table structure for loading a Parquet file?

A) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE USING TEMPLATE command.
B) Use INFER_SCHEMA together with the CREATE TABLE USING TEMPLATE command.
C) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE LIKE command.
D) Use the INFER_SCHEMA together with the CREATE TABLE LIKE command.


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

Why is the query failing?

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


3. Which Snowflake SQL would a Data Analyst use in a trained Cortex model named forecast_model to retrieve the components that contribute to the predictions?

A) forecast_model!SHOW_TRAINING_LOGS()
B) forecast_model!SHOW_EVALUATION_METRICS()
C) forecast_model!FORECAST()
D) forecast_model!EXPLAIN_FEATURE_IMPORTANCE()


4. A Data Analyst executes a query in a Snowflake worksheet that returns the total number of daily sales, and the total amount for each sale. How can the Analyst check the distribution of the total amount, without running the query again?

A) Go to Chart and select a bar chart that contains the two variables.
B) Call the WIDTH_BUCKET function.
C) Go to Chart and select a histogram that includes the two variables.
D) Click on the column header in the results and review the histogram.


5. A Data Analyst is working with a table that has 1 record per day, with sales information. Which window function would calculate a 7-day moving average of sales, where SALES_DATE represents the date column?

A) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
CURRENT ROW)
B) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)
C) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
CURRENT ROW)
D) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)


Solutions:

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

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