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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Ingestion and Data Preparation | 15%-20% | - Implement data processing solutions
|
| Topic 2: Data Transformation and Data Modeling | 22%-30% | - Design data models
|
| Topic 3: Data Analysis | 30%-32% | - Perform advanced analytics using SQL
|
| Topic 4: Data Presentation and Data Visualization | 28%-29% | - Create dashboards
|
1. A Data Analyst created a SQL statement that updates a table used for reporting. The Analyst now wants to automate the execution of that SQL.
The Analyst decides to use a task for this along with a stream called MYSTREAM on the source table so only they can update the table if there is new data.
Which statement will create a task that will execute when there is new data in MYSTREAM without having to be executed manually?
A)
B)
C)
D) 
2. The following code is run:
Then this statement is executed:
What will be the output of this statement?
A)
B)
C)
D) 
3. 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) The USE_CACHED_RESULT was set to FALSE before running Query 2.
B) Table_b has more rows than Table_a.
C) Table_b has a row-access policy defined.
D) A multi-cluster warehouse was used to run Query 1.
4. 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
5. Why would a Data Analyst use a dimensional model rather than a single flat table to meet BI requirements for a virtual warehouse? (Select TWO).
A) Snowflake generally performs better with dimensional modelling.
B) Dimensional modelling will save on storage space since it is denormalized.
C) Combining facts and dimensions in a single flat table limits the scalability and flexibility.
D) Dimensional modelling will improve query performance over a single table.
E) Dimensions and facts allow power users to run ad-hoc analyses.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: C,E |
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