#11 | Apache Spark To Snowpark Migration Guide @DataEngineering
#11 | Apache Spark To Snowpark Migration Guide  @DataEngineering
Uploaded July 2023 | Updated September 2026, 1 hour ago
Apache Spark to Snowpark/Snowflake migration involves transitioning your data processing and analytics workloads from Apache Spark to Snowpark/Snowflake. Snowpark is an innovative feature provided by Snowflake that enables you to write Spark-like code in languages like Java, Scala, and Python and execute it directly on Snowflake's cloud data platform. This migration allows your team to leverage Snowflake's powerful data warehousing capabilities, including its scalable and performant query engine, built-in data governance, and seamless integration with various data sources.

In this video, you'll learn about creating a migration plan that goes beyond simply transferring Spark syntax to your target platform. We'll explore how to consider various aspects such as the discovery process and implementation approach. By taking a comprehensive approach to migration, you can ensure a smooth transition to your desired platform while addressing all relevant factors for a successful migration.

πŸš€πŸš€ Cheat Sheets πŸš€πŸš€
βž₯ Complete Snowflake Tutorial rebrand.ly/maj4l6x
βž₯ Complete Snowflake JSON Guide rebrand.ly/d52cef

Medium Blog medium.com/@data-engineering-simplified


Episode-11 Chapters
βž₯ 00:00 Introduction
βž₯ 01:59 Welcome Note
βž₯ 03:24 Apache Spark Project Architecture
βž₯ 05:14 Spark Workload & Dependencies
βž₯ 06:03 Standard Data Flow Diagram With Spark Workload
βž₯ 08:17 Additional Migration Attributes
βž₯ 10:10 Spark Migration & People Side
βž₯ 11:29 Code Migration Vs Data Platform Migration
βž₯ 13:59 Two Different Migration Approach
βž₯ 15:11 Data Source Inventory Process
βž₯ 18:01 Workload Inventory Process
βž₯ 20:00 Approach-1 Migration Scope
βž₯ 24:58 Approach-2 Migration Scope
βž₯ 25:16 Approach-1 Advantages
βž₯ 27:25 Final Migration Path & Approach
βž₯ 29:26 What is next & Thank You Note

πŸš€πŸš€ Important Links πŸš€πŸš€
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✏ Instagram: instagram.com/learn_dataengineering
✏ Twitter: twitter.com/de_simplified
✏ Facebook: fb.me/learndataengineering
✏ GitHub : github.com/TopperTips
✏ Website: toppertips.com

πŸš€ πŸš€ Everything About Snowpark Playlist πŸš€ πŸš€
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✏ Ch-01 What Is Snowpark, Its Introduction & Architecture? youtu.be/-awSPRW9AOY
✏ Ch-02 What is NOT Snowpark? youtu.be/7tToBddZ_is.
✏ Ch-03 Who Should Learn Snowpark? youtu.be/29DxPVwn7nY
✏ Ch-04 Where To Learn Snowpark From? youtu.be/5bvWjlMqnDY
✏ Ch-05 Can A SQL Developer Learn Snowpark? youtu.be/jKRe-LIu8us
✏ Ch-06 Can we write snowpark in Python, Scala or Java Programming Languages? youtu.be/WlRN7B7Rl4c
✏ Ch-07 Can I run snowpark in Databricks notebooks? youtu.be/QArO78gOMOY
✏ Ch-08 Can Snowpark run inside Snowflake Cloud Data Warehouse? youtu.be/Wh3oEXtGr88
✏ Ch-09 Will Apache Spark Survive? youtu.be/tbpi5HjznYA
✏ Ch-10 Snowpark and Future of ADF, Databricks & Azure Synapse Analytics? youtu.be/ezOUUNn6Usk
✏ Ch-11 Apache Spark to Snowflake Snowpark Migration Roadmap? youtu.be/ahJWrD3FFx0
✏ Ch-12 Snowpark Python Vs Snowpark Scala Vs. Snowpark Java? (12/12 coming soon...)

πŸš€ πŸš€ Other Playlist By Data Engineering Simplified πŸš€ πŸš€
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βž₯ Complete Snowflake Master Class 🌐 bit.ly/snowflake-tutorial
βž₯ Data Loading In Snowflake Master Class 🌐 bit.ly/load-data-into-snowflake
βž₯ SnowPro Certification Mock Test Papers 🌐 bit.ly/snowpro-mock-test
βž₯ SnowPro Certification Guide 🌐 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.
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#11 | Apache Spark To Snowpark Migration Guide

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