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Snowflake DAA-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Perform Descriptive and Diagnostic Analysis | 10–15% | - Exploratory and ad-hoc analysis - Statistical summarization and trend analysis - Anomaly detection and root cause analysis |
| Topic 2: Prepare and Present Data | 10–15% | - Snowsight dashboards and sharing results - Data visualization and reporting - Align outputs with business requirements |
| Topic 3: Perform Simple Data Transformations for Analysis | 15–20% | - Handling NULLs and structuring datasets - Data cleansing, standardization, type conversion - Views, materialized views, CTEs |
| Topic 4: Prepare and Load Data | 15–20% | - External tables and data validation - Data ingestion methods: COPY INTO, stages, Snowpipe - File formats: CSV, JSON, Parquet, Avro |
| Topic 5: Use Built-in Functions and Create UDFs | 10–15% | - Scalar, aggregate, table, system functions - User-Defined Functions (UDFs) |
| Topic 6: Perform Predictive Analysis | 5–10% | - Forecasting and predictive modeling - Using Snowflake ML and built-in analytics |
| Topic 7: Build and Troubleshoot Advanced SQL Queries | 20–25% | - Semi-structured data processing - Complex joins, subqueries, window functions - Query optimization and troubleshooting |
Snowflake SnowPro Advanced: Data Analyst Certification Sample Questions:
1. There are two similarly-structured and sized tables, Table_a and Table_b, in a schema with data populated in both tables. A Data Analyst is running queries as part of a preliminary analysis of the data to check the MAX value of a numeric column named num which is present in both the tables:
* Query 1: SELECT MAX(num) FROM Table_a;
* Query 2: SELECT MAX(num) FROM Table_b;
After running the queries, the Analyst observed that Query 2 ran significantly slower than Query 1. Why is this occurring?
A) Table_b has more rows than Table_a.
B) The USE_CACHED_RESULT was set to FALSE before running Query 2.
C) Table_b has a row-access policy defined.
D) A multi-cluster warehouse was used to run Query 1.
2. What does the "SQL keyword" refer to in the context of adding filters to a worksheet?
A) The name of a User-Defined Function (UDF) used to define the filter "key" values
B) The filter name to be inserted into queries
C) The name of the function used to generate the filter
D) The table name containing the static filter "key" values
3. 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;
4. The image shows a table with a variant column that is storing a JSON record:
This SQL query is run:
What will be the result?
A)
B)
C)
D) 
5. A Data Analyst runs this query:
The Analyst men runs this query:
What will be the output?
A)
B)
C)
D) 
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: C |



