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| Section | Weight | Objectives |
|---|---|---|
| Data Ingestion and Data Preparation | 15%-20% | - Prepare data and load into Snowflake
|
| Data Analysis | 30%-32% | - Perform advanced analytics using SQL
|
| Data Transformation and Data Modeling | 22%-30% | - Design data models
|
| Data Presentation and Data Visualization | 28%-29% | - Integrate with BI tools
|
1. 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';
2. 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) 
3. A Data Analyst created a cost overview dashboard in Snowsight. Management has asked for a system date filter to easily change the time period and refresh the data in all dashboard tiles with a single filter selection.
The system date filter is shown below:
The Analyst wants to apply the filter onto individual dashboard components.
Adding which where clause to the queries will apply the filter as required?
A) Where start_time = :daterange
B) Where start_time >= dateadd('days', -7, CURRENT_TIMESTAMP())
C) Where start_time >= dateadd('days', -7, SYSDATE())
D) Where start_time = :date_filter
4. A Data Analyst executes a complex query. Which query will allow the Analyst to access the results a second time?
A) SELECT LAST_QUERY_ID(-1);
B) SELECT * FROM TABLE(INFORMATION_SCHEMA.QUERY_HISTORY());
C) SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID()));
D) DESC RESULT LAST_QUERY_ID();
5. Why would an INFER_SCHEMA table function be used?
A) To detect the file metadata schema from staged data files that contain semi-structured data
B) To detect the file metadata schema from staged data files that contain unstructured data
C) To detect the metadata schema from a table cell that contains JSON data
D) To retrieve the column definitions from a previously-loaded database table
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: A |
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