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The Ultimate Guide to Snowpark

You're reading from   The Ultimate Guide to Snowpark Design and deploy Snowflake Snowpark with Python for efficient data workloads

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Product type Paperback
Published in May 2024
Publisher Packt
ISBN-13 9781805123415
Length 254 pages
Edition 1st Edition
Languages
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Authors (2):
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Shankar Narayanan SGS Shankar Narayanan SGS
Author Profile Icon Shankar Narayanan SGS
Shankar Narayanan SGS
Vivekanandan SS Vivekanandan SS
Author Profile Icon Vivekanandan SS
Vivekanandan SS
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Toc

Table of Contents (14) Chapters Close

Preface 1. Part 1: Snowpark Foundation and Setup
2. Chapter 1: Discovering Snowpark FREE CHAPTER 3. Chapter 2: Establishing a Foundation with Snowpark 4. Part 2: Snowpark Data Workloads
5. Chapter 3: Simplifying Data Processing Using Snowpark 6. Chapter 4: Building Data Engineering Pipelines with Snowpark 7. Chapter 5: Developing Data Science Projects with Snowpark 8. Chapter 6: Deploying and Managing ML Models with Snowpark 9. Part 3: Snowpark Applications
10. Chapter 7: Developing a Native Application with Snowpark 11. Chapter 8: Introduction to Snowpark Container Services 12. Index 13. Other Books You May Enjoy

Realizing the value of using Snowpark

The traditional big data approach has been in the industry for a long time and is unsuitable for modern cloud-based scalable workloads. Traditional architecture has many challenges, such as the following:

  • De-coupling the compute and data into separate systems
  • Running separate processing clusters for different languages
  • Complexity in managing the system
  • Data silos and data duplication
  • Lack of unified security and governance

Snowflake solves the traditional system’s challenges using Snowpark, providing tremendous value to the data ecosystem and Snowflake users. The following diagram shows the difference between a traditional approach and Snowflake’s streamlined approach:

Figure 1.1 – Traditional versus Snowflake approach

Figure 1.1 – Traditional versus Snowflake approach

As you can see from the difference between both approaches, Snowpark’s streamlined approach benefits both the business and the developers by...

You have been reading a chapter from
The Ultimate Guide to Snowpark
Published in: May 2024
Publisher: Packt
ISBN-13: 9781805123415
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