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Snowflake DAA-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Perform Descriptive and Diagnostic Analysis | 10–15% | - Anomaly detection and root cause analysis - Statistical summarization and trend analysis - Exploratory and ad-hoc analysis |
| Use Built-in Functions and Create UDFs | 10–15% | - User-Defined Functions (UDFs) - Scalar, aggregate, table, system functions |
| 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 Present Data | 10–15% | - Data visualization and reporting - Snowsight dashboards and sharing results - Align outputs with business requirements |
| Prepare and Load Data | 15–20% | - File formats: CSV, JSON, Parquet, Avro - External tables and data validation - Data ingestion methods: COPY INTO, stages, Snowpipe |
Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:
1. What potential problem can be identified in the Query profile below?
A) The query is not using a foreign Key.
B) There is an exploding join
C) There Is inefficient pruning.
D) There is query spilling.
2. How can a Data Analyst automatically create a table structure for loading a Parquet file?
A) Use the INFER_SCHEMA together with the CREATE TABLE LIKE command.
B) Use INFER_SCHEMA together with the CREATE TABLE USING TEMPLATE command.
C) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE LIKE command.
D) Use the GENERATE_COLUMN_DESCRIPTION with the CREATE TABLE USING TEMPLATE command.
3. What are the PRIMARY reasons for using integrity constraints on Snowflake tables? (Select TWO).
A) To enforce that a value in a foreign key must match the value of a primary or unique key in a parent table.
B) To allow for clustering on the primary and foreign keys by specifying them as clustering keys.
C) To enable team members to see how tables relate to one another.
D) To enforce that records with a UNIQUE column must have all distinct values in that column.
E) To enforce that records with a NOT NULL column must have values in that column.
4. What option would allow a Data Analyst to efficiently estimate cardinality on a data set that contains trillions of rows?
A) Count(Distinct *)/Count(*)
B) SYSTEM$ESTIMATE
C) Count(Distinct *)
D) HLL(*)
5. Which Snowflake feature allows users to encapsulate a series of SQL statements into a reusable database object, facilitating modular code development?
A) Common Table Expressions (CTE)
B) User-Defined Function (UDF)
C) Stored procedure
D) Materialized view
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: C,E | Question # 4 Answer: D | Question # 5 Answer: C |



