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| Section | Weight | Objectives |
|---|---|---|
| Performance and Best Practices | 10% | - Security and governance
|
| Snowpark API and Development | 30% | - Multi-language support
|
| Data Transformations and Operations | 35% | - Advanced operations
|
| Snowpark Concepts and Architecture | 25% | - Session management and connection
|
1. You're developing a Snowpark application that reads data from a Snowflake table, performs several transformations, and then writes the results back to a different table. You want to ensure that the entire process is executed as a single atomic transaction, even if it involves multiple Snowpark DataFrames and operations. Which of the following actions are required to achieve this transactional behavior?
A) Ensure that the target table for writing the results has the 'TRANSIENT' property set to 'TRUE'.
B) Leverage the 'CREATE OR REPLACE TABLE AS SELECT statement within a Stored Procedure called from your Snowpark code. All DML operations done as part of stored proc is transactional
C) Configure the Snowpark session with the parameter set to ' FALSE
D) Explicitly start a transaction using 'session.beginTransaction()' at the beginning of the Snowpark application and commit it using 'session.commitTransaction(Y at the end.
E) All Snowpark operations within a single session are automatically executed as a single atomic transaction by default; no additional configuration is required.
2. Consider the following Snowpark code snippet that aims to calculate the rank of each employee based on their salary within their respective department. What are potential issues with this code, and how can you improve it? (Select all that apply.)
A) There may be performance issues if the employee table is very large. Consider adding a filter to the DataFrame before applying the window function.
B) It is missing the 'col' function call in the orderBy clause. It should be 'orderBy(sf.col("salary").desc())'.
C) The 'rank()' function will produce dense ranks, which might be undesirable if there are ties in salary. Use for contiguous ranks instead.
D) The code is correct and will produce the desired output without any issues.
E) The code does not handle potential null values in the salary column. Consider using or before calculating the rank.
3. You are working with image files stored in a Snowflake internal stage named 'image_stage'. You need to write a Snowpark Python application to resize these images using a Python library called 'PIG. The resizing logic is encapsulated in a function called resize_image(snowflake_file: SnowflakeFile, width: int, height: int) -> bytes. Which of the following code snippets correctly registers he 'resize image' function as a UDF and applies it to the image files?
A)
B)
C)
D)
E) 
4. Consider the following Snowpark Python code snippet for creating a stored procedure:
What is the PRIMARY reason for explicitly defining 'input_types' and during the stored procedure registration?
A) To allow Snowsight to correctly display the stored procedure's metadata, making it easier for users to understand its functionality.
B) To ensure data type safety and schema validation during deployment and execution, preventing unexpected runtime errors due to type mismatches between the stored procedure and the calling environment.
C) To allow Snowflake to automatically generate documentation for the stored procedure's input and output types.
D) To enable the stored procedure to be called from other programming languages besides Python.
E) To improve the performance of the stored procedure by enabling compile-time optimizations.
5. You've written a Snowpark stored procedure in Python that utilizes a custom Python library named 'my utils.py' containing utility functions for data transformation. This library is not available in Anaconda'. You want to deploy the stored procedure and ensure that the custom library is accessible during execution. Which is the most appropriate way to operationalize your Snowpark stored procedure with the custom library?
A) Copy the contents of 'my_utils.py' directly into the stored procedure's code.
B) Package 'my_utils.py' into a wheel file and upload it to a Snowflake stage. Then, add the stage path to the 'packages' argument of the 'session.sproc.register' method.
C) Create a Snowpark DataFrame from 'my_utils.py' and pass it as an argument to the stored procedure.
D) Upload 'my_utils.py' to a Snowflake stage and specify the stage path in the 'imports' argument of the 'session.sproc.register' method.
E) Install 'my_utils.py' on the Snowflake warehouse where the stored procedure will be executed.
Solutions:
| Question # 1 Answer: E | Question # 2 Answer: A,B,E | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: D |
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