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| Section | Weight | Objectives |
|---|---|---|
| Use Built-in Functions and Create UDFs | 10–15% | - Scalar, aggregate, table, system functions - User-Defined Functions (UDFs) |
| Perform Simple Data Transformations for Analysis | 15–20% | - Data cleansing, standardization, type conversion - Handling NULLs and structuring datasets - Views, materialized views, CTEs |
| Build and Troubleshoot Advanced SQL Queries | 20–25% | - Query optimization and troubleshooting - Semi-structured data processing - Complex joins, subqueries, window functions |
| 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 |
| Perform Descriptive and Diagnostic Analysis | 10–15% | - Exploratory and ad-hoc analysis - Anomaly detection and root cause analysis - Statistical summarization and trend analysis |
| Prepare and Present Data | 10–15% | - Snowsight dashboards and sharing results - Align outputs with business requirements - Data visualization and reporting |
1. 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 1.2% 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 0.012% probability of being included in the sample, with the seed set to 99992.
2. A Data Analyst has a very large table with columns that contain country and city names. Which query will provide a very quick estimate of the total number of different values of these two columns?
A) SELECT HLL(country, city) FROM TABLE1;
B) SELECT COUNT(country, city) FROM TABLE1;
C) SELECT DISTINCT COUNT(country, city) FROM TABLE1;
D) SELECT COUNT(DISTINCT country, city) FROM TABLE1;
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) 20
B) 30
C) 10
D) Null
4. Given the following data:
This SELECT statement is executed:
What will be the result?
A) 200
B) 1.84
C) 1.8
D) 2.0
5. When sharing views across accounts, which function should be used on the row access policy for the secure views to give users access to rows in a base table?
A) CURRENT_ACCOUNT
B) CURRENT_USER
C) CURRENT_ROLE
D) CURRENT_AVAILABLE_ROLES
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: A |
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