Learn with Snowflake : DAA-C01 training material for 100% pass

Last Updated: Aug 22, 2026

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Aggregate functions
  • 2. Snowflake-specific analytical features
  • 3. Time-series analysis
Topic 2: Data Ingestion and Data Preparation15%-20%- Perform data discovery to identify what is needed from available datasets
  • 1. Determine the level of data granularity required
  • 2. Identify elements required for business goals using BI reports or SQL analysis
  • 3. Query tables to assess data elements and statistics maintained by Snowflake
  • 4. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 5. Evaluate required transformations (table joins, set operations, ASOF JOINS)
- Implement data processing solutions
  • 1. Respond to processing failures
  • 2. Automate and implement data pipelines (scheduling)
  • 3. Cleanse, conform, and enrich data
  • 4. Use logging and monitoring solutions (auditing, data lineage)
- 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
- 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)
- Use a collection system to retrieve data
  • 1. Synthetic Data Generation
  • 2. Retrieve data from semi-structured sources (Parquet, Avro, ORC, JSON, XML)
  • 3. Retrieve data from structured sources (CSV)
  • 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
Topic 3: Data Transformation and Data Modeling22%-30%- Design data models
  • 1. Data vault models
  • 2. Star schema design
  • 3. Snowflake schema design
- Transform data using SQL
  • 1. Window functions
  • 2. QUALIFY clauses
  • 3. PIVOT/UNPIVOT operations
  • 4. Common Table Expressions (CTEs)
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. Snowsight dashboards
  • 2. Present analytical results

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

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

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


2. Which Snowflake feature allows users to encapsulate a series of SQL statements into a reusable database object, facilitating modular code development?

A) Materialized view
B) User-Defined Function (UDF)
C) Stored procedure
D) Common Table Expressions (CTE)


3. A large, complicated query is used to generate a data set for a report on the most recent month. It is taking longer than expected. A review of the Query Profile shows excessive spilling. How can the performance of the query be improved WITHOUT increasing costs?

A) Run the query against zero-copy clones of the source tables to avoid contention with other queries.
B) Change the source tables into external tables to establish and take advantage of custom partitioning.
C) Split the query into multiple steps, replacing Common Table Expressions (CTEs) with temporary tables to process the data in smaller batches.
D) Create a materialized view clustered on a date column, on the table that is causing the spilling.


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


5. While loading data into Snowflake using named file formats, a file format defined in which location has precedence?

A) The schema definition
B) The table definition
C) The COPY INTO statement
D) The stage definition


Solutions:

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

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