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Snowflake DAA-C01 Exam Syllabus Topics:

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

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

1. While loading data into Snowflake using named file formats, a file format defined in which location has precedence?

A) The stage definition
B) The table definition
C) The COPY INTO statement
D) The schema definition


2. 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) Users will not be able to make observations about the quantity of underlying data.
D) The amount of data scanned, and the total data volume are obfuscated.


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

A) Count(Distinct *)/Count(*)
B) Count(Distinct *)
C) SYSTEM$ESTIMATE
D) HLL(*)


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 projected industry growth.
B) 38 is the comparison and 12% is the average age change in the last year.
C) 38 is the value and 12% is the standard deviation.
D) 38 is the value and 12% is the percent difference from the comparison.


5. What scheme is used by Snowflake to estimate the approximate similarity between two or more data sets?

A) MINHASH
B) APPROX_TOP_K
C) HyperLogLog
D) APPROX_PERCENTILE


Solutions:

Question # 1
Answer: C
Question # 2
Answer: C
Question # 3
Answer: D
Question # 4
Answer: D
Question # 5
Answer: A

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