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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Ingestion and Data Preparation | 15%-20% | - Use best practice considerations relating to data integrity structures
|
| Topic 2: Data Analysis | 30%-32% | - Perform advanced analytics using SQL
|
| Topic 3: Data Transformation and Data Modeling | 22%-30% | - Transform data using SQL
|
| Topic 4: Data Presentation and Data Visualization | 28%-29% | - Integrate with BI tools
|
1. How can a Data Analyst automatically create a table structure for loading a Parquet file?
A) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE USING TEMPLATE command.
B) Use INFER_SCHEMA together with the CREATE TABLE USING TEMPLATE command.
C) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE LIKE command.
D) Use the INFER_SCHEMA together with the CREATE TABLE LIKE command.
2. A Data Analyst creates a dashboard showing the total credit consumption for each virtual warehouse as follows:
Why is the query failing?
A) The current database context must be changed to SNOWFLAKE.
B) The query must be executed by a user with the ACCOUNTADMIN role.
C) DB1 must be authorized to have SELECT access to ACCOUNT_USAGE.
D) INFORMATION_SCHEMA should be used instead of ACCOUNT_USAGE.
3. Which Snowflake SQL would a Data Analyst use in a trained Cortex model named forecast_model to retrieve the components that contribute to the predictions?
A) forecast_model!SHOW_TRAINING_LOGS()
B) forecast_model!SHOW_EVALUATION_METRICS()
C) forecast_model!FORECAST()
D) forecast_model!EXPLAIN_FEATURE_IMPORTANCE()
4. 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) Go to Chart and select a bar chart that contains the two variables.
B) Call the WIDTH_BUCKET function.
C) Go to Chart and select a histogram that includes the two variables.
D) Click on the column header in the results and review the histogram.
5. A Data Analyst is working with a table that has 1 record per day, with sales information. Which window function would calculate a 7-day moving average of sales, where SALES_DATE represents the date column?
A) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
CURRENT ROW)
B) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)
C) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
CURRENT ROW)
D) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: D | Question # 5 Answer: A |
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