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Snowflake DAA-C01 Exam Syllabus Topics:

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

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

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

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

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

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A Data Analyst needs to temporarily hide a tile in a dashboard. The data will need to be available in the future, and additional data may be added. Which tile should be used?

  • A. Show/Hide
  • B. Unplace
  • C. Delete
  • D. Duplicate
Answer: B

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A Data Analyst is working with three tables:

Which query would return a list of all brokers, a count of the customers each broker has. and the total order amount of their customers (as shown below)?

  • A.
  • B.
  • C.
  • D.
Answer: C

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This query is run:
SQL
SELECT
customer.id,
ANY_VALUE(customer.name),
SUM(orders.value)
FROM customer
JOIN orders ON customer.id = orders.customer_id
GROUP BY customer.id;
What is the effect of ANY_VALUE in this syntax?

  • A. It will return a value equivalent to the median of those generated by the expression, which may be a non-deterministic result.
  • B. It will return an equivalent NULL value when the expression is evaluated.
  • C. It will return some value of the expression from the group, with a non-deterministic result.
  • D. It will return the minimum value of those generated by the expression, with a deterministic result.
Answer: C

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