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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Perform Simple Data Transformations for Analysis | 15–20% | - Data cleansing, standardization, type conversion - Views, materialized views, CTEs - Handling NULLs and structuring datasets |
| Topic 2: Build and Troubleshoot Advanced SQL Queries | 20–25% | - Complex joins, subqueries, window functions - Semi-structured data processing - Query optimization and troubleshooting |
| Topic 3: Use Built-in Functions and Create UDFs | 10–15% | - User-Defined Functions (UDFs) - Scalar, aggregate, table, system functions |
| Topic 4: Perform Predictive Analysis | 5–10% | - Using Snowflake ML and built-in analytics - Forecasting and predictive modeling |
| Topic 5: Prepare and Load Data | 15–20% | - File formats: CSV, JSON, Parquet, Avro - External tables and data validation - Data ingestion methods: COPY INTO, stages, Snowpipe |
| Topic 6: Prepare and Present Data | 10–15% | - Align outputs with business requirements - Snowsight dashboards and sharing results - Data visualization and reporting |
| Topic 7: Perform Descriptive and Diagnostic Analysis | 10–15% | - Exploratory and ad-hoc analysis - Anomaly detection and root cause analysis - Statistical summarization and trend analysis |
1. A Data Analyst runs a query in a Snowflake worksheet, and selects a numeric column from the result grid.
What automatically-generated contextual statistic can be visualized?
A) A histogram, displayed for all numeric, date, and time columns
B) MIN/MAX values for the column
C) A frequency distribution, displayed for all numeric columns
D) A key distribution
2. 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!EXPLAIN_FEATURE_IMPORTANCE()
D) forecast_model!FORECAST()
3. A Data Analyst has been asked to predict sales revenue through the end of the year. Which function will provide this information?
A) REGR_SLOPE
B) CORR
C) COVAR_SAMP
D) VARIANCE
4. Which aggregate functions can be used to provide values for a given bucket in Snowsight charts? (Select THREE).
A) Mode
B) HLL
C) Standard Deviation
D) Max
E) Any Value
F) Average
5. The following code is run:
Then this statement is executed:
What will be the output of this statement?
A)
B)
C)
D) 
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: D,E,F | Question # 5 Answer: C |
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