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| Section | Weight | Objectives |
|---|---|---|
| Build and Troubleshoot Advanced SQL Queries | 20–25% | - Query optimization and troubleshooting - Semi-structured data processing - Complex joins, subqueries, window functions |
| Perform Simple Data Transformations for Analysis | 15–20% | - Handling NULLs and structuring datasets - Data cleansing, standardization, type conversion - Views, materialized views, CTEs |
| Perform Predictive Analysis | 5–10% | - Using Snowflake ML and built-in analytics - Forecasting and predictive modeling |
| Prepare and Load Data | 15–20% | - File formats: CSV, JSON, Parquet, Avro - External tables and data validation - Data ingestion methods: COPY INTO, stages, Snowpipe |
| Use Built-in Functions and Create UDFs | 10–15% | - User-Defined Functions (UDFs) - Scalar, aggregate, table, system functions |
| Prepare and Present Data | 10–15% | - Data visualization and reporting - Align outputs with business requirements - Snowsight dashboards and sharing results |
| Perform Descriptive and Diagnostic Analysis | 10–15% | - Statistical summarization and trend analysis - Anomaly detection and root cause analysis - Exploratory and ad-hoc analysis |
1. A Data Analyst executes a complex query. Which query will allow the Analyst to access the results a second time?
A) SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID()));
B) SELECT * FROM TABLE(INFORMATION_SCHEMA.QUERY_HISTORY());
C) DESC RESULT LAST_QUERY_ID();
D) SELECT LAST_QUERY_ID(-1);
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. 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_ROLE
B) CURRENT_USER
C) CURRENT_ACCOUNT
D) CURRENT_AVAILABLE_ROLES
4. A Data Analyst needs to create a custom filter called state in a Snowflake dashboard using a SQL query.
Which query will include this custom filter?
A) select avg(total_income), state from taxpayer_wages group by state having state = 'state';
B) select avg(total_income), state from taxpayer_wages group by state having state = state;
C) select avg(total_income), state from taxpayer_wages group by state having state = :state;
D) select avg(total_income), state from taxpayer_wages group by state having state = @state;
5. What functions should a Data Analyst use to run descriptive analytics on a data set? (Select TWO).
A) ROW_NUMBER
B) REGR_INTERCEPT
C) APPROX_COUNT_DISTINCT
D) AVG
E) REGR_SLOPE
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: C,D |
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