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| Section | Weight | Objectives |
|---|---|---|
| Perform Predictive Analysis | 5–10% | - Forecasting and predictive modeling - Using Snowflake ML and built-in analytics |
| Prepare and Load Data | 15–20% | - External tables and data validation - File formats: CSV, JSON, Parquet, Avro - Data ingestion methods: COPY INTO, stages, Snowpipe |
| Build and Troubleshoot Advanced SQL Queries | 20–25% | - Complex joins, subqueries, window functions - Semi-structured data processing - Query optimization and troubleshooting |
| Prepare and Present Data | 10–15% | - Data visualization and reporting - Align outputs with business requirements - Snowsight dashboards and sharing results |
| Perform Simple Data Transformations for Analysis | 15–20% | - Views, materialized views, CTEs - Data cleansing, standardization, type conversion - Handling NULLs and structuring datasets |
| Use Built-in Functions and Create UDFs | 10–15% | - Scalar, aggregate, table, system functions - User-Defined Functions (UDFs) |
| Perform Descriptive and Diagnostic Analysis | 10–15% | - Statistical summarization and trend analysis - Exploratory and ad-hoc analysis - Anomaly detection and root cause analysis |
Question 1
What does the "SQL keyword" refer to in the context of adding filters to a worksheet?
A. The table name containing the static filter "key" values
B. The name of the function used to generate the filter
C. The filter name to be inserted into queries
D. The name of a User-Defined Function (UDF) used to define the filter "key" values
Question 2
A scorecard tile on a Snowsight dashboard shows a comparison between the industry average employee age (which is 34) and a company's average employee age (which is 38). The scorecard tile looks like this:
Comparison with industry average
How should this tile be interpreted?
A. 38 is the comparison and 12% is the projected industry growth.
B. 38 is the comparison and 12% is the average age change in the last year.
C. 38 is the value and 12% is the percent difference from the comparison.
D. 38 is the value and 12% is the standard deviation.
Question 3
A Data Analyst created two functions and one procedures:
The Analyst then runs this query:
The Analyst then runs this query:
What will be the output?
A. Null
B. 20
C. 30
D. 10
Question 4
A Data Analyst runs this query:
The Analyst men runs this query:
What will be the output?
A.
B.
C.
D. 
Question 5
A Directed Acyclic Graph (DAG) of 12 tasks (ETLDAILY) failed because one of the tasks failed (STEP10), therefore the dependent tasks (STEP11 and STEP12) did not run. Which command is needed to re-run task STEP10 and the two dependent tasks?
A. EXECUTE TASK ETLDAILY RETRY LAST;
B. EXECUTE TASK STEP10 RETRY LAST;
C. ALTER TASK ETLDAILY RESUME;
D. ALTER TASK STEP10 RESUME;
Solutions:
| Question 1 Answer: C | Question 2 Answer: C | Question 3 Answer: B | Question 4 Answer: C | Question 5 Answer: A |
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