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| Section | Weight | Objectives |
|---|---|---|
| Perform Simple Data Transformations for Analysis | 15–20% | - Handling NULLs and structuring datasets - Data cleansing, standardization, type conversion - Views, materialized views, CTEs |
| Prepare and Load Data | 15–20% | - Data ingestion methods: COPY INTO, stages, Snowpipe - File formats: CSV, JSON, Parquet, Avro - External tables and data validation |
| Perform Predictive Analysis | 5–10% | - Forecasting and predictive modeling - Using Snowflake ML and built-in analytics |
| Perform Descriptive and Diagnostic Analysis | 10–15% | - Statistical summarization and trend analysis - Exploratory and ad-hoc analysis - Anomaly detection and root cause analysis |
| Build and Troubleshoot Advanced SQL Queries | 20–25% | - Complex joins, subqueries, window functions - Query optimization and troubleshooting - Semi-structured data processing |
| Use Built-in Functions and Create UDFs | 10–15% | - User-Defined Functions (UDFs) - Scalar, aggregate, table, system functions |
| Prepare and Present Data | 10–15% | - Snowsight dashboards and sharing results - Align outputs with business requirements - Data visualization and reporting |
1. A Data Analyst executes a complex query. Which query will allow the Analyst to access the results a second time?
A) SELECT LAST_QUERY_ID(-1);
B) DESC RESULT LAST_QUERY_ID();
C) SELECT * FROM TABLE(RESULT_SCAN(LAST_QUERY_ID()));
D) SELECT * FROM TABLE(INFORMATION_SCHEMA.QUERY_HISTORY());
2. What is a benefit of using SQL queries that contain secure views?
A) Only the number of scanned micro-partitions is exposed, not the number of bytes scanned.
B) Users will not be able to make observations about the quantity of underlying data.
C) The amount of data scanned, and the total data volume are obfuscated.
D) Snowflake secure views are more performant than regular views.
3. A Data Analyst is given access to a table of inventory transfers which includes the product details, fulfillment warehouse location, and destination warehouse location. Which type of visualization should be used to illustrate the most active product transfer routes?
A) Scatterplot
B) Line chart
C) Scorecard
D) Heat grid
4. A Data Analyst has been analyzing customer data in several worksheets. Each worksheet contains a complex query that provides clean and prepared data for visualizations. The Analyst has also created a Customer Overview dashboard in Snowsight. How should the Analyst add the worksheets in the Customer Analysis database to the dashboard, using the LEAST amount of operational overhead?
A) Query the QUERY_HISTORY view to find those queries, then add the queries into the dashboard.
B) Open each worksheet, copy the query, then paste the query into the dashboard.
C) Copy and paste the worksheets into the dashboard.
D) Move the worksheets into the dashboard.
5. While loading data into Snowflake using named file formats, a file format defined in which location has precedence?
A) The schema definition
B) The stage definition
C) The COPY INTO statement
D) The table definition
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: D | Question # 5 Answer: C |
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