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| Section | Weight | Objectives |
|---|---|---|
| Prepare and Present Data | 10–15% | - Data visualization and reporting - Snowsight dashboards and sharing results - Align outputs with business requirements |
| Perform Simple Data Transformations for Analysis | 15–20% | - Data cleansing, standardization, type conversion - Views, materialized views, CTEs - Handling NULLs and structuring datasets |
| Build and Troubleshoot Advanced SQL Queries | 20–25% | - Complex joins, subqueries, window functions - Query optimization and troubleshooting - Semi-structured data processing |
| Perform Predictive Analysis | 5–10% | - Using Snowflake ML and built-in analytics - Forecasting and predictive modeling |
| Prepare and Load Data | 15–20% | - External tables and data validation - File formats: CSV, JSON, Parquet, Avro - Data ingestion methods: COPY INTO, stages, Snowpipe |
| Perform Descriptive and Diagnostic Analysis | 10–15% | - Exploratory and ad-hoc analysis - Statistical summarization and trend analysis - Anomaly detection and root cause analysis |
| Use Built-in Functions and Create UDFs | 10–15% | - Scalar, aggregate, table, system functions - User-Defined Functions (UDFs) |
1. Which Snowflake feature or object can be used to dynamically create and execute SQL statements?
A) System-defined functions
B) Stored procedures
C) Tasks
D) User-Defined Functions (UDFs)
2. What will the following query return?
SELECT * FROM testtable SAMPLE BLOCK (0.012) REPEATABLE (99992);
A) A sample of a table in which each block of rows has a 1.2% probability of being included in the sample where repeated elements are allowed.
B) A sample containing 99992 records of a table in which each block of rows has a 0.012% probability of being included in the sample.
C) A sample of a table in which each block of rows has a 0.012% probability of being included in the sample, with the seed set to 99992.
D) A sample of a table in which each block of rows has a 1.2% probability of being included in the sample, with the seed set to 99992.
3. What will be the output of this query?
SELECT 100::FLOAT * 20.78::INTEGER || ' Square Feet';
A) 2078.00 Square Feet
B) 2078 Square Feet
C) 2100 Square Feet
D) A conversion error
4. 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!EXPLAIN_FEATURE_IMPORTANCE()
B) forecast_model!SHOW_TRAINING_LOGS()
C) forecast_model!FORECAST()
D) forecast_model!SHOW_EVALUATION_METRICS()
5. Which aggregate functions can be used to provide values for a given bucket in Snowsight charts? (Select THREE).
A) Max
B) Standard Deviation
C) Any Value
D) Average
E) Mode
F) HLL
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: A,C,D |
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