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Snowflake DAA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Presentation and Data Visualization28%-29%- Create dashboards
  • 1. Snowsight dashboards
  • 2. Present analytical results
- Integrate with BI tools
  • 1. Tableau integration
  • 2. Other partner visualization tools
  • 3. Power BI integration
Topic 2: Data Analysis30%-32%- Perform advanced analytics using SQL
  • 1. Aggregate functions
  • 2. Time-series analysis
  • 3. Snowflake-specific analytical features
Topic 3: Data Transformation and Data Modeling22%-30%- Transform data using SQL
  • 1. Window functions
  • 2. Common Table Expressions (CTEs)
  • 3. PIVOT/UNPIVOT operations
  • 4. QUALIFY clauses
- Design data models
  • 1. Snowflake schema design
  • 2. Star schema design
  • 3. Data vault models
Topic 4: Data Ingestion and Data Preparation15%-20%- 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)
- 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. Identify elements required for business goals using BI reports or SQL analysis
  • 5. Query tables to assess data elements and statistics maintained by Snowflake
- 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 a collection system to retrieve data
  • 1. Retrieve data from structured sources (CSV)
  • 2. Synthetic Data Generation
  • 3. Retrieve data from unstructured sources
  • 4. Retrieve data from semi-structured sources (Parquet, Avro, ORC, JSON, XML)
- 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
- Prepare data and load into Snowflake
  • 1. Load data from external/internal stages into a table
  • 2. Load files using Snowsight

Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:

Question 1

How can a Data Analyst automatically create a table structure for loading a Parquet file?

A. Use the INFER_SCHEMA together with the CREATE TABLE LIKE command.
B. Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE USING TEMPLATE command.
C. Use INFER_SCHEMA together with the CREATE TABLE USING TEMPLATE command.
D. Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE LIKE command.


Question 2

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. PIVOT
B. UNPIVOT
C. INTERSECT
D. EXCEPT


Question 3

A Data Analyst executes a query in a Snowflake worksheet that returns the total number of daily sales, and the total amount for each sale. How can the Analyst check the distribution of the total amount, without running the query again?

A. Click on the column header in the results and review the histogram.
B. Go to Chart and select a bar chart that contains the two variables.
C. Go to Chart and select a histogram that includes the two variables.
D. Call the WIDTH_BUCKET function.


Question 4

There are two similarly-structured and sized tables, Table_a and Table_b, in a schema with data populated in both tables. A Data Analyst is running queries as part of a preliminary analysis of the data to check the MAX value of a numeric column named num which is present in both the tables:
* Query 1: SELECT MAX(num) FROM Table_a;
* Query 2: SELECT MAX(num) FROM Table_b;
After running the queries, the Analyst observed that Query 2 ran significantly slower than Query 1. Why is this occurring?

A. A multi-cluster warehouse was used to run Query 1.
B. The USE_CACHED_RESULT was set to FALSE before running Query 2.
C. Table_b has a row-access policy defined.
D. Table_b has more rows than Table_a.


Question 5

A Data Analyst runs a query in a Snowflake worksheet, and selects a numeric column from the result grid.
What automatically-generated contextual statistic can be visualized?

A. MIN/MAX values for the column
B. A histogram, displayed for all numeric, date, and time columns
C. A key distribution
D. A frequency distribution, displayed for all numeric columns


Solutions:

Question 1
Answer: C
Question 2
Answer: B
Question 3
Answer: A
Question 4
Answer: C
Question 5
Answer: B

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