October 2025
Intermediate to advanced
210 pages
4h 55m
English
Content preview from Advanced Snowflake
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Chapter 5. Snowflake Developer Ecosystem and Native Application Framework
Snowflake started as a cloud data warehouse but has steadily evolved into a comprehensive data cloud platform. This evolution includes robust support for developers seeking to take the platform’s capabilities to the next level. The Snowflake developer ecosystem provides support for exactly that. It encompasses various tools, interfaces, and frameworks designed to enable developers to build sophisticated data applications and services.
At the heart of the Snowflake developer ecosystem is the recognition that data applications work best when they operate close to the data they process. The traditional approach of extracting data from storage environments to process it in separate application servers introduced latency, security risks, and operational complexity. The Snowflake developer ecosystem aims to eliminate these issues by providing mechanisms for running application code directly within the Snowflake environment.
This chapter explores the Snowflake developer ecosystem and Snowflake Native Application Framework from multiple perspectives—from understanding the broader developer ecosystem and the technical aspects of application development to the processes of publishing and consuming these applications. You will also see how Streamlit integration enhances the framework by enabling interactive data applications with minimal coding effort, and I provide practical guidance on deploying Streamlit applications ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.