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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Data Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. Window functions
  • 2. PIVOT/UNPIVOT operations
  • 3. Common Table Expressions (CTEs)
  • 4. QUALIFY clauses
- Design data models
  • 1. Data vault models
  • 2. Star schema design
  • 3. Snowflake schema design
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
- Prepare data and load into Snowflake
  • 1. Load data from external/internal stages into a table
  • 2. Load files using Snowsight
- Perform data discovery to identify what is needed from available datasets
  • 1. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 2. Determine the level of data granularity required
  • 3. Identify elements required for business goals using BI reports or SQL analysis
  • 4. Query tables to assess data elements and statistics maintained by Snowflake
  • 5. Evaluate required transformations (table joins, set operations, ASOF JOINS)
- Implement data processing solutions
  • 1. Cleanse, conform, and enrich data
  • 2. Automate and implement data pipelines (scheduling)
  • 3. Respond to processing failures
  • 4. Use logging and monitoring solutions (auditing, data lineage)
- 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
- 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
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. Tableau integration
  • 2. Power BI integration
  • 3. Other partner visualization tools

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

Question #1

A table named STUDENT is created:

What will be the output?

  • A.
  • B.
  • C.
  • D.
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Correct Answer: D  🗳️

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Question #2

A Data Analyst has been asked to predict sales revenue through the end of the year. Which function will provide this information?

  • A. COVAR_SAMP
  • B. VARIANCE
  • C. CORR
  • D. REGR_SLOPE
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Correct Answer: D  🗳️

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Question #3

A Data Analyst needs to rotate a table by transforming a wide table's columns into rows.

Which operator will be MOST beneficial for producing this output?

  • A. INTERSECT
  • B. PIVOT
  • C. UNPIVOT
  • D. EXCEPT
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Correct Answer: C  🗳️

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Question #4

A scorecard tile on a Snowsight dashboard shows a comparison between the industry average employee age (which is 34) and a company's average employee age (which is 38). The scorecard tile looks like this:
Comparison with industry average

How should this tile be interpreted?

  • A. 38 is the comparison and 12% is the average age change in the last year.
  • B. 38 is the comparison and 12% is the projected industry growth.
  • C. 38 is the value and 12% is the percent difference from the comparison.
  • D. 38 is the value and 12% is the standard deviation.
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Correct Answer: C  🗳️

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Question #5

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
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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