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Snowflake DAA-C01 Practice Q&A's

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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Data Ingestion and Data Preparation15%-20%- 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
- 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. Retrieve data from structured sources (CSV)
  • 3. Retrieve data from unstructured sources
  • 4. Synthetic Data Generation
- Enrich data by identifying and accessing relevant data from the Snowflake Marketplace
  • 1. Use Secure Data Sharing (Marketplace, Internal Marketplace, Private Listings, Listings)
  • 2. Create tables and views
  • 3. Find external data sets that correlate with available data
- Implement data processing solutions
  • 1. Cleanse, conform, and enrich data
  • 2. Automate and implement data pipelines (scheduling)
  • 3. Use logging and monitoring solutions (auditing, data lineage)
  • 4. Respond to processing failures
- Perform data discovery to identify what is needed from available datasets
  • 1. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 2. Identify elements required for business goals using BI reports or SQL analysis
  • 3. Evaluate required transformations (table joins, set operations, ASOF JOINS)
  • 4. Determine the level of data granularity required
  • 5. Query tables to assess data elements and statistics maintained by Snowflake
Data Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. PIVOT/UNPIVOT operations
  • 2. QUALIFY clauses
  • 3. Common Table Expressions (CTEs)
  • 4. Window functions
- Design data models
  • 1. Data vault models
  • 2. Star schema design
  • 3. Snowflake schema design
Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Snowflake-specific analytical features
  • 2. Aggregate functions
  • 3. Time-series analysis
Data Presentation and Data Visualization28%-29%- Create dashboards
  • 1. Snowsight dashboards
  • 2. Present analytical results
- Integrate with BI tools
  • 1. Other partner visualization tools
  • 2. Tableau integration
  • 3. Power BI integration

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

1. This command was executed:
SQL
SELECT seq4(), uniform(1, 10, RANDOM(12))
FROM TABLE(GENERATOR(TIMELIMIT => NULL))
ORDER BY 1;
How many rows will be generated?

A) An infinite number
B) 12
C) 10
D) 0


2. A Data Analyst created a model called modelX using SNOWFLAKE.ML.FORECAST. The Analyst needs to predict the next few values and save the result directly into tableX. What step does the Analyst need to take after calling the modelX!FORECAST function?

A) Pass the new table as a function argument.
B) Load the function call results directly INTO tableX.
C) List the cache content, then use the data saved in the RESULT_SCAN for tableX.
D) Create the table by querying the RESULT_SCAN.


3. What functionalities are available when a Snowflake worksheet is shared with other users? (Select TWO).

A) Whenever a user with permissions runs a worksheet, the existing version history of the worksheet will be overwritten.
B) If the worksheet is being edited, the collaborators will be able to see these edits in real-time.
C) Collaborators can share the worksheet across Snowflake accounts.
D) Users with edit permissions can view past versions of the worksheet.
E) If multiple users edit and run a shared worksheet at the same time, each run of the worksheet will create a new version.


4. Table TB_A with column COL_B contains an ARRAY. Which statement will select the last element of the ARRAY?

A) SELECT GET(COL_B, ARRAY_SIZE(COL_B)-1) FROM TB_A;
B) SELECT LAST_VALUE(COL_B) FROM TB_A;
C) SELECT COL_B[ARRAY_SIZE(COL_B)] FROM TB_A;
D) SELECT COL_B[-1] FROM TB_A;


5. When building a Snowsight dashboard that will allow users to filter data within a worksheet, which Snowflake system filters should be used?

A) Include the :datebucket system filter in a WHERE clause, and include the :daterange system filter in a SELECT clause.
B) Include the :daterange system filter in a SELECT clause, and include the :datebucket system filter in a GROUP BY clause.
C) Include the :datebucket system filter in a WHERE clause, and include the :daterange system filter in a GROUP BY clause.
D) Include the :daterange system filter in a WHERE clause, and include the :datebucket system filter in a GROUP BY clause.


Solutions:

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

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