In this short video titled "What Is Snowpark, Introduction & Architecture", we explore Snowpark, a new feature in Snowflake that enables data professionals to write code in their preferred language, such as Java, Python, and Scala. We start by discussing whether Snowpark is a library, API, or framework, and then provide a brief history of popular data processing tools such as Pandas, Apache Spark, and Snowflake. We explain how Snowpark is different from Apache Spark, and dive into Snowpark's computational model, which leverages in-memory computing and parallel processing. To demonstrate how Snowpark works, we provide a simple example using Python code to manipulate data within Snowflake's cloud data platform. By the end of this video, you will have a clear understanding of what Snowpark is and how it can benefit your data processing workflows and will be able to answer following questions
1. Is Snowpark a library, framework, utility, or API?
2. How does Snowpark's data frame differ from Python's Pandas data frame and Apache Spark's data frame?
3. What is Snowpark's computational approach?
4. What does a Snowpark data frame using Python look like?
5. Does Snowpark data frame also use the transformation and action approach?
6. Does Snowpark support lazily evaluation?
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🚀🚀 Snowpark Medium Article 🚀🚀
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➥ https://medium.com/@data-engineering-simplified/8df4b6229be4
➥ Snowflake End To End Guide Cheat Sheet - https://bit.ly/43t5IPB
🚀🚀 Snowpark Episode-01 Video Sections 🚀🚀
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➥
00:00 Introduction
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00:48 Welcome To Data Engineering Simplified
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01:49 Episode-01 Objective & Playlist Objective
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04:49 Announcement (Cheatsheet)
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05:38 Pandas Vs Apache Spark Vs Snowpark
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08:37 Snowpark Code Base Git Status
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09:40 What is Snowpark? Library Vs API Vs Framework
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12:58 Snowpark Python PIP Installation
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13:22 Sample Customer Data Set
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14:10 Sample Snowpark/Python Program
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16:09 Running Snowpark & Snowflake Query History
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18:45 Snowpark Architecture - Under The Hood
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20:45 What is next & Thank You Note
🚀 🚀 Everything About Snowpark Playlist 🚀 🚀
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✏ Ch-01 What Is Snowpark, Its Introduction & Architecture?
https://youtu.be/-awSPRW9AOY
✏ Ch-02 What is NOT Snowpark?
https://youtu.be/7tToBddZ_is.
✏ Ch-03 Who Should Learn Snowpark?
https://youtu.be/29DxPVwn7nY
✏ Ch-04 Where To Learn Snowpark From?
https://youtu.be/5bvWjlMqnDY
✏ Ch-05 Can A SQL Developer Learn Snowpark?
https://youtu.be/jKRe-LIu8us
✏ Ch-06 Can we write snowpark in Python, Scala or Java Programming Languages?
https://youtu.be/WlRN7B7Rl4c
✏ Ch-07 Can I run snowpark in Databricks notebooks?
https://youtu.be/QArO78gOMOY
✏ Ch-08 Can Snowpark run inside Snowflake Cloud Data Warehouse?
https://youtu.be/Wh3oEXtGr88
✏ Ch-09 Will Apache Spark Survive?
https://youtu.be/tbpi5HjznYA
✏ Ch-10 Snowpark and Future of ADF, Databricks & Azure Synapse Analytics?
https://youtu.be/ezOUUNn6Usk
✏ Ch-11 Apache Spark to Snowflake Snowpark Migration Roadmap?
https://youtu.be/ahJWrD3FFx0
✏ 12 Snowpark Python Vs Snowpark Scala Vs. Snowpark Java? (12/15 coming soon...)
🚀 🚀 Other Playlist by Data Engineering Simplified 🚀 🚀
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➥ Snowflake Snowpark Python Example Playlist https://www.youtube.com/playlist?list=PLba2xJ7yxHB7RNDaCSrw3wqJwaxKgj1O5
🚀 🚀 Other Playlist By Data Engineering Simplified 🚀 🚀
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➥ Complete Snowflake Master Class 🌐 https://bit.ly/snowflake-tutorial
➥ Data Loading In Snowflake Master Class 🌐 https://bit.ly/load-data-into-snowflake
➥ SnowPro Certification Mock Test Papers 🌐 https://bit.ly/snowpro-mock-test
➥ SnowPro Certification Guide 🌐 https://bit.ly/snowpro-certification-v1
#snowpark
#snowflake
#snowflaketutorial
#snowflakedatawrehouse
#snowflakecomputing
#clouddatawarehouse
#snowparktutorial
Disclaimer: All snowflake-related learning materials and tutorial videos published in this channel are the personal opinions of the data engineering simplified team and they're neither authorised by nor associated with Snowflake, Inc.