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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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
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. Common Table Expressions (CTEs)
  • 2. QUALIFY clauses
  • 3. PIVOT/UNPIVOT operations
  • 4. Window functions
- Design data models
  • 1. Snowflake schema design
  • 2. Star schema design
  • 3. Data vault models
Topic 4: Data Ingestion and Data Preparation15%-20%- Use a collection system to retrieve data
  • 1. Retrieve data from unstructured sources
  • 2. Synthetic Data Generation
  • 3. Retrieve data from semi-structured sources (Parquet, Avro, ORC, JSON, XML)
  • 4. Retrieve data from structured sources (CSV)
- 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)
- 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)
- Prepare data and load into Snowflake
  • 1. Load files using Snowsight
  • 2. Load data from external/internal stages into a table
- 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. Determine the level of data granularity required
  • 3. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 4. Query tables to assess data elements and statistics maintained by Snowflake
  • 5. Evaluate required transformations (table joins, set operations, ASOF JOINS)
- Use best practice considerations relating to data integrity structures
  • 1. Define primary keys for tables
  • 2. Perform table joins between parent/child tables
  • 3. Implement constraints

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

1. When sharing views across accounts, which function should be used on the row access policy for the secure views to give users access to rows in a base table?

A) CURRENT_ROLE
B) CURRENT_ACCOUNT
C) CURRENT_USER
D) CURRENT_AVAILABLE_ROLES


2. A Data Analyst has been analyzing customer data in several worksheets. Each worksheet contains a complex query that provides clean and prepared data for visualizations. The Analyst has also created a Customer Overview dashboard in Snowsight. How should the Analyst add the worksheets in the Customer Analysis database to the dashboard, using the LEAST amount of operational overhead?

A) Move the worksheets into the dashboard.
B) Copy and paste the worksheets into the dashboard.
C) Open each worksheet, copy the query, then paste the query into the dashboard.
D) Query the QUERY_HISTORY view to find those queries, then add the queries into the dashboard.


3. Which Snowflake feature or object can be used to dynamically create and execute SQL statements?

A) Stored procedures
B) System-defined functions
C) Tasks
D) User-Defined Functions (UDFs)


4. The image shows a table with a variant column that is storing a JSON record:

This SQL query is run:

What will be the result?

A)

B)

C)

D)


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


Solutions:

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

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