Uploaded April 2023 | Updated September 2026, 2 hours ago
Have you ever wondered what sets snowpark apart from other big data tools like Apache Spark? Well, just knowing what a snowpark is won't cut it. In this short video, we'll take you on a guided tour to explore what snowpark is NOT in the context of Apache Spark. By the end of this tutorial, you'll have a better understanding of how Snowflake Spark differs from Apache Spark, and how it can enhance your big data projects. This quick tour is especially helpful if you're considering migrating from Apache Spark to Snowflake Spark, as it will provide valuable insights to help you assess your migration plan. So, get ready to change your perspective and gain a deeper understanding of the nuances of big data tools with Snowflake Spark.
By the end of this video, you will have a clear understanding of what Snowpark vs Apache Spark and will be able to answer following questions
1. What are Snowpark's READER API limitations?
2. What are Snowpark's data frame API limitations?
3. Does Snowpark support custom file formats?
4. Does Snowpark support schema inference while reading CSV file?
5. List of data frame functions which are not supported in snowpark or need changes?
6. How Snowpark action differs from Apache Spark action method?
7. Does snowpark have different deployment mode?
8. What is the snowpark's maturity level for logging and monitoring?
9. Does snowpark support custom configuration when it is being invoked?
✏ Instagram: instagram.com/learn_dataengineering
✏ Twitter: twitter.com/de_simplified
✏ Facebook: fb.me/learndataengineering
✏ GitHub : github.com/TopperTips
✏ Website: toppertips.com
🚀🚀 Snowpark Medium Article 🚀🚀
-----------------------------------------------------------
➥ medium.com/@data-engineering-simplified/8df4b6229be4
🚀🚀 Snowpark Episode-02 Video Sections 🚀🚀
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➥ 00:00 Introduction
➥ 01:12 Welcome To Data Engineering Simplified
➥ 01:44 Episode-02 Objective
➥ 02:13 Announcement (Cheatsheet)
➥ 02:49 What is NOT Snowpark
➥ 04:28 Reader API Limitations
➥ 05:59 File Format Limitations
➥ 06:55 Dataframe API Limitations
➥ 08:27 Dataframe Action Method Architecture
➥ 10:17 Snowpark vs Spark WebUI
➥ 11:00 Snowpark vs Spark Deployment Mode
➥ 09:40 What is Snowpark? Library Vs API Vs Framework
➥ 12:17 What is next & Thank You Note
🚀 🚀 Everything About Snowpark Playlist 🚀 🚀
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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
✏ 12 Snowpark Python Vs Snowpark Scala Vs. Snowpark Java? (12/12 coming soon...)
🚀 🚀 Other Playlist By Data Engineering Simplified 🚀 🚀
----------------------------------------------------------------------------------------------
➥ Complete Snowflake Master Class 🌐 bit.ly/snowflake-tutorial
➥ Data Loading In Snowflake Master Class 🌐 bit.ly/load-data-into-snowflake
➥ SnowPro Certification Mock Test Papers 🌐 bit.ly/snowpro-mock-test
➥ 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.
Have you ever wondered what sets snowpark apart from other big data tools like Apache Spark? Well, just knowing what a snowpark is won't cut it. In this short video, we'll take you on a guided tour to explore what snowpark is NOT in the context of Apache Spark. By the end of this tutorial, you'll have a better understanding of how Snowflake Spark differs from Apache Spark, and how it can enhance your big data projects. This quick tour is especially helpful if you're considering migrating from Apache Spark to Snowflake Spark, as it will provide valuable insights to help you assess your migration plan. So, get ready to change your perspective and gain a deeper understanding of the nuances of big data tools with Snowflake Spark.
By the end of this video, you will have a clear understanding of what Snowpark vs Apache Spark and will be able to answer following questions
1. What are Snowpark's READER API limitations?
2. What are Snowpark's data frame API limitations?
3. Does Snowpark support custom file formats?
4. Does Snowpark support schema inference while reading CSV file?
5. List of data frame functions which are not supported in snowpark or need changes?
6. How Snowpark action differs from Apache Spark action method?
7. Does snowpark have different deployment mode?
8. What is the snowpark's maturity level for logging and monitoring?
9. Does snowpark support custom configuration when it is being invoked?
✏ Instagram: instagram.com/learn_dataengineering
✏ Twitter: twitter.com/de_simplified
✏ Facebook: fb.me/learndataengineering
✏ GitHub : github.com/TopperTips
✏ Website: toppertips.com
🚀🚀 Snowpark Medium Article 🚀🚀
-----------------------------------------------------------
➥ medium.com/@data-engineering-simplified/8df4b6229be4
🚀🚀 Snowpark Episode-02 Video Sections 🚀🚀
----------------------------------------------------------------------------
➥ 00:00 Introduction
➥ 01:12 Welcome To Data Engineering Simplified
➥ 01:44 Episode-02 Objective
➥ 02:13 Announcement (Cheatsheet)
➥ 02:49 What is NOT Snowpark
➥ 04:28 Reader API Limitations
➥ 05:59 File Format Limitations
➥ 06:55 Dataframe API Limitations
➥ 08:27 Dataframe Action Method Architecture
➥ 10:17 Snowpark vs Spark WebUI
➥ 11:00 Snowpark vs Spark Deployment Mode
➥ 09:40 What is Snowpark? Library Vs API Vs Framework
➥ 12:17 What is next & Thank You Note
🚀 🚀 Everything About Snowpark Playlist 🚀 🚀
--------------------------------------------------------------------------------
✏ 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
✏ 12 Snowpark Python Vs Snowpark Scala Vs. Snowpark Java? (12/12 coming soon...)
🚀 🚀 Other Playlist By Data Engineering Simplified 🚀 🚀
----------------------------------------------------------------------------------------------
➥ Complete Snowflake Master Class 🌐 bit.ly/snowflake-tutorial
➥ Data Loading In Snowflake Master Class 🌐 bit.ly/load-data-into-snowflake
➥ SnowPro Certification Mock Test Papers 🌐 bit.ly/snowpro-mock-test
➥ 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.






![What is Snowflake Time Travel | Chapter-14 | Snowflake Hands-on Tutorial
Snowflakes Time Travel Feature is the most powerful and impactful utility, which, if used correctly and designed appropriately will save a lot of time and effort to simplify many complex data project operational activities. Time travel is not just limited to seeing the past state of your data, it brings a whole lot of new possibilities for the way design and operates data projects. This episode is a quick 30min introduction of time travel features and helps you to answer the following questions
1. What is time travel and how it works (conceptually)?
2. All editions of snowflake support time travel?
3. Time Travel and Fail-safe, both are the same?
4. How does time travel works for transient and temporary tables?
5. Does time travel cost a lot?
6. Time travel vs data retention parameters, are the same?
7. What is extended SQL for time travel?
8. Time Travel is applicable only for table or for DB as well as schema too?
So enjoy this video series and provide your valuable feedback.
🌐 Site: https://toppertips.com
🌐 SQL Scripts https://www.toppertips.com/snowflake-time-travel-feature
🚀 🚀 Chapters 🚀 🚀
➥ 00:00 What problem does time-travel solve?
➥ 01:08 Episode introduction
➥ 01:53 Course Tree Map
➥ 02:50 Why to subscribe to this channel
➥ 03:44 What is time travel?
➥ 08:15 Time travel vs Fails Safe?
➥ 07:59 Time Travel for Transitent & Temp Tables
➥ 12:01 Time Travel Hands-on - How to enable time travel
➥ 19:36 Time Travel Hands-on - Drop & Undrop Table, Database, Schema
➥ 22:56 Time Travel Hands-on - Clone (Create Table) with Time Travel
➥ 26:31 Time Travel Hands-on - Create Table As Select[CTAS with Time Tavel]
➥ 27:17 Time Travel Hands-on - Table Storage Cost for Time Travel
➥ 29:28 Time Travel Hands-on - Time Travel + SnowSight
➥ 30:40 Thank you note
🚀 🚀 Snowflake Tutotorials (Beginners) All Episodes 🚀🚀
➥ Chapter 1-to-25 Complete Playlist 🌐 https://bit.ly/3iNTVGI
➥ Chapter-1 Snowflake Introduction & History 🌐 https://bit.ly/3xKHrna
➥ Chapter-2 Snowflake Free Trial Registration 🌐 https://bit.ly/3m6uiCL
➥ Chapter-3 Snowflake Architecture 🌐 https://bit.ly/3sk2fB2
➥ Chapter-4 Snowflake Classic or Legacy WebUI 🌐 https://bit.ly/3stSyzS
➥ Chapter-5 Snowflake SnowSight Modern WebUI 🌐 https://youtu.be/T-l_LN_505Q
➥ Chapter-6 Snowflake Unique Features 🌐 https://youtu.be/-MZrCpoAUs0
➥ Chapter-7 Snowflake DB/Schema/Table & Data Loading 🌐 https://youtu.be/Pi3z1NyBd-Y
➥ Chapter-8 Snowflake Must Know Database Objects 🌐 https://youtu.be/S5NwU2o2Exg
➥ Chapter-9 Snowflake Fast Data Loading/Ingestion 🌐 https://youtu.be/lI5OQPjuj-8
➥ Chapter-10 Snowflake Continuous Data Loading 🌐 https://youtu.be/PNK49SJvXjE
➥ Chapter-11 Snowflake External Table 🌐 https://youtu.be/w9BQsOlJc5s
➥ Chapter-12 Snowflake Virtual Warehouse 🌐 https://youtu.be/NE07Jx6V4UA
➥ Chapter-13 Snowflake Micro Partition 🌐 https://youtu.be/UNBysn1M9Vg
➥ Chapter-14 Snowflake Time Travel 🌐 https://youtu.be/9k8ADXunhIk
➥ Chapter-15 Snowflake Clone Feature 🌐 https://youtu.be/cAyM-Nj9WOc
➥ Chapter-16 Snowflake Secure Data Sharing 🌐 https://youtu.be/2d6d-zZMXtA
➥ Chapter-17 Snowflake Streams & Change Data Capture 🌐 https://youtu.be/DXI0GDSwE_E
➥ Chapter-18 Snowflake Task & Task Tree 🌐 https://youtu.be/165hXZ_o4Vk
➥ Chapter-19 ETL (Data Pipeline) in Snowflake 🌐 https://youtu.be/9FejjGVZrPg
➥ Chapter-20 Role, Grants & Role Hierarchy in Snowflake 🌐 https://youtu.be/pZQXK7qO0iY
➥ Chapter-21 (Part-1) Stored Procedure in Snowflake 🌐 https://youtu.be/CsH2sB6gwlw
➥ Chapter-21 (Part-2) User Defined Function in Snowflake 🌐https://youtu.be/xnjCbgu0Qj4
➥ Chapter-21 (Part-3) Snowflake Views (Standard, Secure & Materialized) 🌐 https://youtu.be/2soTybOZkXY
➥ Chapter-22 Snowflake Information Schema 🌐 https://youtu.be/kqZRXoFcKo0
➥ Chapter-23 Snowflake Resource Monitor 🌐 https://youtu.be/2msEUDzp-uU
➥ Chapter-24 (Part-1) Snowflake JDBC Driver 🌐 https://youtu.be/tzbqj2y_cbw
➥ Chapter-24 (Part-2) Snowflake ODBC Driver 🌐 https://youtu.be/X4uXkGS0dUQ
➥ Chapter-24 (Part-3) Snowflake Python Connector 🌐 https://youtu.be/ZrhTYKuGFbo
➥ Chapter-25 (Part-1) Snowflake & PowerBI Reporting 🌐 coming-soon
➥ Chapter-25 (Part-2) Snowflake & Tableau Reporting 🌐 coming-soon
🚀 🚀 Snowflake Certification Complete Guide & Question Dump 🚀 🚀
➥ Revised Sep 2020 Syllabus: https://youtu.be/jhNoKeB0CVY
➥ SnowPro Guide: https://bit.ly/35S7Rcb
➥ SnowPro Practice Test (60 Questions): https://bit.ly/2Ubernv
#timetravel #dropundrop #snowflakecomputing #snowflakeclustering #snowflakecompute #snowflaketimetravel #snowflakeedition What is Snowflake Time Travel | Chapter-14 | Snowflake Hands-on Tutorial](https://i.ytimg.com/vi/9k8ADXunhIk/mqdefault.jpg)



