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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Data Ingestion and Data Preparation15%-20%- Perform data discovery to identify what is needed from available datasets
  • 1. Evaluate required transformations (table joins, set operations, ASOF JOINS)
  • 2. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 3. Identify elements required for business goals using BI reports or SQL analysis
  • 4. Determine the level of data granularity required
  • 5. Query tables to assess data elements and statistics maintained by Snowflake
- Prepare data and load into Snowflake
  • 1. Load files using Snowsight
  • 2. Load data from external/internal stages into a table
- Use best practice considerations relating to data integrity structures
  • 1. Perform table joins between parent/child tables
  • 2. Implement constraints
  • 3. Define primary keys for tables
- Implement data processing solutions
  • 1. Automate and implement data pipelines (scheduling)
  • 2. Respond to processing failures
  • 3. Use logging and monitoring solutions (auditing, data lineage)
  • 4. Cleanse, conform, and enrich data
- Enrich data by identifying and accessing relevant data from the Snowflake Marketplace
  • 1. Create tables and views
  • 2. Use Secure Data Sharing (Marketplace, Internal Marketplace, Private Listings, Listings)
  • 3. Find external data sets that correlate with available data
- 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 Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. QUALIFY clauses
  • 2. PIVOT/UNPIVOT operations
  • 3. Common Table Expressions (CTEs)
  • 4. Window functions
- Design data models
  • 1. Data vault models
  • 2. Snowflake schema design
  • 3. Star schema design
Data Presentation and Data Visualization28%-29%- Create dashboards
  • 1. Present analytical results
  • 2. Snowsight dashboards
- Integrate with BI tools
  • 1. Power BI integration
  • 2. Tableau integration
  • 3. Other partner visualization tools

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

Question #1

A Data Analyst created two functions and one procedures:
The Analyst then runs this query:

The Analyst then runs this query:

What will be the output?

  • A. Null
  • B. 30
  • C. 20
  • D. 10
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

What are the PRIMARY reasons for using integrity constraints on Snowflake tables? (Select TWO).

  • A. To enforce that records with a UNIQUE column must have all distinct values in that column.
  • B. To enforce that a value in a foreign key must match the value of a primary or unique key in a parent table.
  • C. To enable team members to see how tables relate to one another.
  • D. To enforce that records with a NOT NULL column must have values in that column.
  • E. To allow for clustering on the primary and foreign keys by specifying them as clustering keys.
Reveal Solution  Discussion  0

Correct Answer: C,D  🗳️

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Question #3

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;
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Correct Answer: A  🗳️

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Question #4

A Data Analyst wants to transform query results. Which transformation option will incur compute costs?

  • A. Increasing or decreasing decimal precision.
  • B. Formatting date and timestamp columns.
  • C. Showing a thousand separator for numeric columns.
  • D. Sorting a column by using the column options.
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Correct Answer: D  🗳️

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Question #5

What is a benefit of using SQL queries that contain secure views?

  • A. Only the number of scanned micro-partitions is exposed, not the number of bytes scanned.
  • B. The amount of data scanned, and the total data volume are obfuscated.
  • C. Snowflake secure views are more performant than regular views.
  • D. Users will not be able to make observations about the quantity of underlying data.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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