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| Section | Objectives |
|---|---|
| Topic 1: Data Transformation and Analysis | - SQL-based transformations
|
| Topic 2: Data Loading and Unloading | - Data ingestion methods
|
| Topic 3: Snowflake Architecture and Data Platform Fundamentals | - Snowflake architecture concepts
|
| Topic 4: Data Modeling and Performance Optimization | - Performance tuning
|
| Topic 5: Security, Governance, and Data Sharing | - Access control and security
|
1. A Data Analyst has a Parquet file stored in an Amazon S3 staging area. Which query will copy the data from the staged Parquet file into separate columns in the target table?
A) Option A
B) Option B
C) Option C
D) Option D
2. A single variant data column table RAW_SOURCE has the following JSON records:
A Data Analyst needs to get the value of the "f" field and have it in a consumable, tabular format. Which query should be used to meet this requirement?
A) select src.events:f::number from raw_source src;
B) select data:events:f::number from raw_source;
C) select value:f::number from raw_source, lateral flatten( input => data:events );
D) select value:f::number from raw_source, lateral flatten( input => data );
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) SYSTEM$ESTIMATE
C) HLL(*)
D) Count(Distinct *)
4. 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) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 6 PRECEDING AND
CURRENT ROW)
C) SUM(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)
D) AVG(SALES) OVER (ORDER BY SALES_DATE ROWS BETWEEN 7 PRECEDING AND
CURRENT ROW)
5. 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) Go to Chart and select a histogram that includes the two variables.
C) Call the WIDTH_BUCKET function.
D) Click on the column header in the results and review the histogram.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: D |
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