DAA-C01 PDF Practice Q&A's

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  • Total Questions: 67
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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Data Presentation and Data Visualization28%-29%- Create dashboards
  • 1. Present analytical results
  • 2. Snowsight dashboards
- Integrate with BI tools
  • 1. Tableau integration
  • 2. Power BI integration
  • 3. Other partner visualization tools
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. PIVOT/UNPIVOT operations
  • 2. Common Table Expressions (CTEs)
  • 3. QUALIFY clauses
  • 4. Window functions
- Design data models
  • 1. Data vault models
  • 2. Star schema design
  • 3. Snowflake schema design
Data Ingestion and Data Preparation15%-20%- 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. Define primary keys for tables
  • 2. Implement constraints
  • 3. Perform table joins between parent/child tables
- 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. Evaluate required transformations (table joins, set operations, ASOF JOINS)
  • 4. Query tables to assess data elements and statistics maintained by Snowflake
  • 5. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
- Enrich data by identifying and accessing relevant data from the Snowflake Marketplace
  • 1. Create tables and views
  • 2. Find external data sets that correlate with available data
  • 3. Use Secure Data Sharing (Marketplace, Internal Marketplace, Private Listings, Listings)
- 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
- Implement data processing solutions
  • 1. Automate and implement data pipelines (scheduling)
  • 2. Use logging and monitoring solutions (auditing, data lineage)
  • 3. Respond to processing failures
  • 4. Cleanse, conform, and enrich data

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

A company is looking for new headquarters and wants to minimize the distances employees have to commute.
The company has geographic data on employees' residences. Through the Snowflake Marketplace, the company obtained geographic data for possible locations of the new headquarters. How can the distance between an employee's residence and potential headquarters locations be calculated in meters with the LEAST operational overhead?

  • A. ST_HAUSDORFFDISTANCE
  • B. ST_LENGTH
  • C. ST_DISTANCE
  • D. HAVERSINE
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Which aggregate functions can be used to provide values for a given bucket in Snowsight charts? (Select THREE).

  • A. Any Value
  • B. Average
  • C. HLL
  • D. Max
  • E. Standard Deviation
  • F. Mode
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Correct Answer: A,B,D  🗳️

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Why would an INFER_SCHEMA table function be used?

  • A. To detect the file metadata schema from staged data files that contain semi-structured data
  • B. To detect the file metadata schema from staged data files that contain unstructured data
  • C. To detect the metadata schema from a table cell that contains JSON data
  • D. To retrieve the column definitions from a previously-loaded database table
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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What does the "SQL keyword" refer to in the context of adding filters to a worksheet?

  • A. The name of the function used to generate the filter
  • B. The table name containing the static filter "key" values
  • C. The filter name to be inserted into queries
  • D. The name of a User-Defined Function (UDF) used to define the filter "key" values
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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A Data Analyst created a cost overview dashboard in Snowsight. Management has asked for a system date filter to easily change the time period and refresh the data in all dashboard tiles with a single filter selection.
The system date filter is shown below:

The Analyst wants to apply the filter onto individual dashboard components.
Adding which where clause to the queries will apply the filter as required?

  • A. Where start_time = :daterange
  • B. Where start_time = :date_filter
  • C. Where start_time >= dateadd('days', -7, SYSDATE())
  • D. Where start_time >= dateadd('days', -7, CURRENT_TIMESTAMP())
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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