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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Aggregate functions
  • 2. Snowflake-specific analytical features
  • 3. Time-series analysis
Topic 2: Data Ingestion and Data Preparation15%-20%- 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. Use commands to read metadata or alter context (DESCRIBE, SHOW, USE)
  • 3. Determine the level of data granularity required
  • 4. Evaluate required transformations (table joins, set operations, ASOF JOINS)
  • 5. Query tables to assess data elements and statistics maintained by Snowflake
- Use a collection system to retrieve data
  • 1. Retrieve data from unstructured sources
  • 2. Retrieve data from structured sources (CSV)
  • 3. Synthetic Data Generation
  • 4. Retrieve data from semi-structured sources (Parquet, Avro, ORC, JSON, XML)
- 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 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
- Prepare data and load into Snowflake
  • 1. Load files using Snowsight
  • 2. Load data from external/internal stages into a table
- 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
Topic 3: 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
Topic 4: Data Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. Window functions
  • 2. Common Table Expressions (CTEs)
  • 3. QUALIFY clauses
  • 4. PIVOT/UNPIVOT operations
- Design data models
  • 1. Data vault models
  • 2. Star schema design
  • 3. Snowflake schema design

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

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

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

Correct Answer: B  🗳️

Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).

What will be the output of this query?
SELECT 100::FLOAT * 20.78::INTEGER || ' Square Feet';

  • A. 2078.00 Square Feet
  • B. 2100 Square Feet
  • C. 2078 Square Feet
  • D. A conversion error
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).

What option would allow a Data Analyst to efficiently estimate cardinality on a data set that contains trillions of rows?

  • A. HLL(*)
  • B. SYSTEM$ESTIMATE
  • C. Count(Distinct *)
  • D. Count(Distinct *)/Count(*)
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).

A Data Analyst needs to generate a graphic that will identify any natural clusters in a data set containing details about completed orders. Which Snowsight chart should be used?

  • A. Bar chart
  • B. Line chart
  • C. Scatter plot
  • D. Heat grid
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).

A Data Analyst needs to create a custom filter called state in a Snowflake dashboard using a SQL query.
Which query will include this custom filter?

  • A. select avg(total_income), state from taxpayer_wages group by state having state = :state;
  • B. select avg(total_income), state from taxpayer_wages group by state having state = state;
  • C. select avg(total_income), state from taxpayer_wages group by state having state = @state;
  • D. select avg(total_income), state from taxpayer_wages group by state having state = 'state';
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).

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