Snowflake Certified SnowPro Specialty - Snowpark SPS-C01 Certified Exam Dumps

SPS-C01 Exam Dumps

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Certification Provider: Snowflake
Exam Code / Number: SPS-C01
Exam Name: Snowflake Certified SnowPro Specialty - Snowpark
Exam Questions: 374
Last Updated: Jun 25, 2026
Corresponding Certification: Snowflake Certification

Go To SPS-C01 Questions

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Snowflake SPS-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Snowpark API and Development30%- Python API fundamentals
  • 1. DataFrame creation from tables, views, SQL
  • 2. Data persistence and writing results
  • 3. Column operations and functions
- Multi-language support
  • 1. Environment setup and dependencies
  • 2. Java and Scala API basics
Topic 2: Snowpark Concepts and Architecture25%- Session management and connection
  • 1. Authentication and connection settings
  • 2. Create and configure Snowpark sessions
- Snowpark architecture and execution model
  • 1. Client-side vs server-side processing
  • 2. Transformations vs actions
  • 3. Lazy evaluation and DAG execution
Topic 3: Data Transformations and Operations35%- DataFrame manipulation
  • 1. Joins, unions, set operations
  • 2. Filtering, sorting, grouping, aggregation
  • 3. Selection, projection, renaming, casting
- Advanced operations
  • 1. Window functions and analytics
  • 2. Pivot and unpivot transformations
  • 3. Semi-structured data processing
- User-defined logic
  • 1. UDFs, UDAFs, UDTFs
  • 2. Stored procedures with Snowpark
Topic 4: Performance and Best Practices10%- Optimization techniques
  • 1. Query pushdown and execution plans
  • 2. Caching and warehouse sizing
  • 3. Minimizing data movement
- Security and governance
  • 1. Data protection and compliance
  • 2. Access control and permissions


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