Uploaded March 2022 | Updated September 2026, 2 hours ago
Building ETL Workflow in snowflake is not an easy task and if you have to build end to end ETL workflow (or ETL workflow) we need to use pipe, stream and task components along with external stages and orchestrate all the activities. This episode is a comprehensive 60min practical guide with hands-on exercise to demonstrate you how it works.
This guide will help you to answer the following questions
1. How to build ETL workflow pipeline in snowflake?
2. CDC & Incremental load via Snowflake?
3. Delta Data Load via SnowPipe?
4. Data Transformation via Stream & Task?
5. Task & Task Tree with Stream?
ππ CHEAT SHEET - Snowflake End To End Guide - bit.ly/43t5IPB ππ
β₯ Site: toppertips.com
β₯ Snowflake End To End Guide Cheat Sheet - bit.ly/43t5IPB
β₯ SQL Scripts https://resplendent-cassata-312ecd.netlify.app/snowflake-etl-example-ch19-part01
π π Chapters π π
-----------------------------------------
β₯ 00:00 ETL in Snowflake?
β₯ 01:46 Episode-19 Introduction
β₯ 02:20 Customer Order Use Case for Snowflake.
β₯ 07:37 How many objects are needed for this ETL
β₯ 07:40 Why to subscribe to this channel
β₯ 10:35 Lets practice it together
β₯ 10:52 Handson Part-1: Creating Landing Layer DDLs
β₯ 16:43 Handson Part-2: Creating Curated Layer DDLs
β₯ 20:40 Handson Part-3: Creating Consumption Layer DDLs
β₯ 25:43 Handson Part-4: Stages & Pipes for Landing Layers
β₯ 30:53 Handson Part-5: Stream & Tasks for Landing Layers
β₯ 38:27 Handson Part-6: Stream & Tasks for Curated Layers
β₯ 45:45 Handson Part-7: Data Loading via WebUI (Delta Load)
β₯ 54:03 Handson Part-8: Delta Load via S3 Bucket
π π Snowflake Tutotorials (Beginners) All Episodes ππ
---------------------------------------------------------------------------------------------------
β₯ Chapter 1-to-25 "Complete Playlist" π bit.ly/3iNTVGI
β₯ Chapter-1 Snowflake Introduction & History π bit.ly/3xKHrna
β₯ Chapter-2 Snowflake Free Trial Registration π bit.ly/3m6uiCL
β₯ Chapter-3 Snowflake Architecture π bit.ly/3sk2fB2
β₯ Chapter-4 Snowflake Classic or Legacy WebUI π bit.ly/3stSyzS
β₯ Chapter-5 Snowflake SnowSight Modern WebUI π youtu.be/T-l_LN_505Q
β₯ Chapter-6 Snowflake Unique Features π youtu.be/-MZrCpoAUs0
β₯ Chapter-7 Snowflake DB/Schema/Table & Data Loading π youtu.be/Pi3z1NyBd-Y
β₯ Chapter-8 Snowflake Must Know Database Objects π youtu.be/S5NwU2o2Exg
β₯ Chapter-9 Snowflake Fast Data Loading/Ingestion π youtu.be/lI5OQPjuj-8
β₯ Chapter-10 Snowflake Continuous Data Loading π youtu.be/PNK49SJvXjE
β₯ Chapter-11 Snowflake External Table π youtu.be/w9BQsOlJc5s
β₯ Chapter-12 Snowflake Virtual Warehouse π youtu.be/NE07Jx6V4UA
β₯ Chapter-13 Snowflake Micro Partition π youtu.be/UNBysn1M9Vg
β₯ Chapter-14 Snowflake Time Travel π youtu.be/9k8ADXunhIk
β₯ Chapter-15 Snowflake Clone Feature π youtu.be/cAyM-Nj9WOc
β₯ Chapter-16 Snowflake Secure Data Sharing π youtu.be/2d6d-zZMXtA
β₯ Chapter-17 Snowflake Streams & Change Data Capture π youtu.be/DXI0GDSwE_E
β₯ Chapter-18 Snowflake Task & Task Tree π youtu.be/165hXZ_o4Vk
β₯ Chapter-19 ETL (Data Pipeline) in Snowflake π youtu.be/9FejjGVZrPg
β₯ Chapter-20 Role, Grants & Role Hierarchy in Snowflake π youtu.be/pZQXK7qO0iY
β₯ Chapter-21 (Part-1) Stored Procedure in Snowflake π youtu.be/CsH2sB6gwlw
β₯ Chapter-21 (Part-2) User Defined Function in Snowflake πyoutu.be/xnjCbgu0Qj4
β₯ Chapter-21 (Part-3) Snowflake Views (Standard, Secure & Materialized) π youtu.be/2soTybOZkXY
β₯ Chapter-22 Snowflake Information Schema π youtu.be/kqZRXoFcKo0
β₯ Chapter-23 Snowflake Resource Monitor π youtu.be/2msEUDzp-uU
β₯ Chapter-24 (Part-1) Snowflake JDBC Driver π youtu.be/tzbqj2y_cbw
β₯ Chapter-24 (Part-2) Snowflake ODBC Driver π youtu.be/X4uXkGS0dUQ
β₯ Chapter-24 (Part-3) Snowflake Python Connector π youtu.be/ZrhTYKuGFbo
β₯ Chapter-25 (Part-1) Snowflake & PowerBI Reporting π coming-soon
β₯ Chapter-25 (Part-2) Snowflake & Tableau Reporting π coming-soon
π π Snowflake Certification Complete Guide & Question Dump π π
-----------------------------------------------------------------------------------------------------------------
β₯ Revised Sep 2020 Syllabus: youtu.be/jhNoKeB0CVY
β₯ SnowPro Guide: bit.ly/35S7Rcb
β₯ SnowPro Practice Test (60 Questions): bit.ly/2Ubernv
#ETLSnowflake #ELTSnowflake #snowflakecomputing #securedatasharing #deltaloadsnowflake #continousdataload #incrementalload #etlpipeline
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 authorized by nor associated withΒ Snowflake, Inc.
Building ETL Workflow in snowflake is not an easy task and if you have to build end to end ETL workflow (or ETL workflow) we need to use pipe, stream and task components along with external stages and orchestrate all the activities. This episode is a comprehensive 60min practical guide with hands-on exercise to demonstrate you how it works.
This guide will help you to answer the following questions
1. How to build ETL workflow pipeline in snowflake?
2. CDC & Incremental load via Snowflake?
3. Delta Data Load via SnowPipe?
4. Data Transformation via Stream & Task?
5. Task & Task Tree with Stream?
ππ CHEAT SHEET - Snowflake End To End Guide - bit.ly/43t5IPB ππ
β₯ Site: toppertips.com
β₯ Snowflake End To End Guide Cheat Sheet - bit.ly/43t5IPB
β₯ SQL Scripts https://resplendent-cassata-312ecd.netlify.app/snowflake-etl-example-ch19-part01
π π Chapters π π
-----------------------------------------
β₯ 00:00 ETL in Snowflake?
β₯ 01:46 Episode-19 Introduction
β₯ 02:20 Customer Order Use Case for Snowflake.
β₯ 07:37 How many objects are needed for this ETL
β₯ 07:40 Why to subscribe to this channel
β₯ 10:35 Lets practice it together
β₯ 10:52 Handson Part-1: Creating Landing Layer DDLs
β₯ 16:43 Handson Part-2: Creating Curated Layer DDLs
β₯ 20:40 Handson Part-3: Creating Consumption Layer DDLs
β₯ 25:43 Handson Part-4: Stages & Pipes for Landing Layers
β₯ 30:53 Handson Part-5: Stream & Tasks for Landing Layers
β₯ 38:27 Handson Part-6: Stream & Tasks for Curated Layers
β₯ 45:45 Handson Part-7: Data Loading via WebUI (Delta Load)
β₯ 54:03 Handson Part-8: Delta Load via S3 Bucket
π π Snowflake Tutotorials (Beginners) All Episodes ππ
---------------------------------------------------------------------------------------------------
β₯ Chapter 1-to-25 "Complete Playlist" π bit.ly/3iNTVGI
β₯ Chapter-1 Snowflake Introduction & History π bit.ly/3xKHrna
β₯ Chapter-2 Snowflake Free Trial Registration π bit.ly/3m6uiCL
β₯ Chapter-3 Snowflake Architecture π bit.ly/3sk2fB2
β₯ Chapter-4 Snowflake Classic or Legacy WebUI π bit.ly/3stSyzS
β₯ Chapter-5 Snowflake SnowSight Modern WebUI π youtu.be/T-l_LN_505Q
β₯ Chapter-6 Snowflake Unique Features π youtu.be/-MZrCpoAUs0
β₯ Chapter-7 Snowflake DB/Schema/Table & Data Loading π youtu.be/Pi3z1NyBd-Y
β₯ Chapter-8 Snowflake Must Know Database Objects π youtu.be/S5NwU2o2Exg
β₯ Chapter-9 Snowflake Fast Data Loading/Ingestion π youtu.be/lI5OQPjuj-8
β₯ Chapter-10 Snowflake Continuous Data Loading π youtu.be/PNK49SJvXjE
β₯ Chapter-11 Snowflake External Table π youtu.be/w9BQsOlJc5s
β₯ Chapter-12 Snowflake Virtual Warehouse π youtu.be/NE07Jx6V4UA
β₯ Chapter-13 Snowflake Micro Partition π youtu.be/UNBysn1M9Vg
β₯ Chapter-14 Snowflake Time Travel π youtu.be/9k8ADXunhIk
β₯ Chapter-15 Snowflake Clone Feature π youtu.be/cAyM-Nj9WOc
β₯ Chapter-16 Snowflake Secure Data Sharing π youtu.be/2d6d-zZMXtA
β₯ Chapter-17 Snowflake Streams & Change Data Capture π youtu.be/DXI0GDSwE_E
β₯ Chapter-18 Snowflake Task & Task Tree π youtu.be/165hXZ_o4Vk
β₯ Chapter-19 ETL (Data Pipeline) in Snowflake π youtu.be/9FejjGVZrPg
β₯ Chapter-20 Role, Grants & Role Hierarchy in Snowflake π youtu.be/pZQXK7qO0iY
β₯ Chapter-21 (Part-1) Stored Procedure in Snowflake π youtu.be/CsH2sB6gwlw
β₯ Chapter-21 (Part-2) User Defined Function in Snowflake πyoutu.be/xnjCbgu0Qj4
β₯ Chapter-21 (Part-3) Snowflake Views (Standard, Secure & Materialized) π youtu.be/2soTybOZkXY
β₯ Chapter-22 Snowflake Information Schema π youtu.be/kqZRXoFcKo0
β₯ Chapter-23 Snowflake Resource Monitor π youtu.be/2msEUDzp-uU
β₯ Chapter-24 (Part-1) Snowflake JDBC Driver π youtu.be/tzbqj2y_cbw
β₯ Chapter-24 (Part-2) Snowflake ODBC Driver π youtu.be/X4uXkGS0dUQ
β₯ Chapter-24 (Part-3) Snowflake Python Connector π youtu.be/ZrhTYKuGFbo
β₯ Chapter-25 (Part-1) Snowflake & PowerBI Reporting π coming-soon
β₯ Chapter-25 (Part-2) Snowflake & Tableau Reporting π coming-soon
π π Snowflake Certification Complete Guide & Question Dump π π
-----------------------------------------------------------------------------------------------------------------
β₯ Revised Sep 2020 Syllabus: youtu.be/jhNoKeB0CVY
β₯ SnowPro Guide: bit.ly/35S7Rcb
β₯ SnowPro Practice Test (60 Questions): bit.ly/2Ubernv
#ETLSnowflake #ELTSnowflake #snowflakecomputing #securedatasharing #deltaloadsnowflake #continousdataload #incrementalload #etlpipeline
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 authorized by nor associated withΒ 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 travelΒ 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.
π Site: https://toppertips.com
π SQL Scripts https://www.toppertips.com/snowflake-time-travel-feature
π π Chapters π π
β₯ 00:00 What problem does time-travel solve?
β₯ 01:08 Episode introduction
β₯ 01:53 Course Tree Map
β₯ 02:50 Why to subscribe to this channel
β₯ 03:44 What is time travel?
β₯ 08:15 Time travel vs Fails Safe?
β₯ 07:59 Time Travel for Transitent & Temp Tables
β₯ 12:01 Time Travel Hands-on - How to enable time travel
β₯ 19:36 Time Travel Hands-on - Drop & Undrop Table, Database, Schema
β₯ 22:56 Time Travel Hands-on - Clone (Create Table) with Time Travel
β₯ 26:31 Time Travel Hands-on - Create Table As Select[CTAS with Time Tavel]
β₯ 27:17 Time Travel Hands-on - Table Storage Cost for Time Travel
β₯ 29:28 Time Travel Hands-on - Time Travel + SnowSight
β₯ 30:40 Thank you note
π π Snowflake Tutotorials (Beginners) All Episodes ππ
β₯ Chapter 1-to-25 Complete Playlist π https://bit.ly/3iNTVGI
β₯ Chapter-1 Snowflake Introduction & History π https://bit.ly/3xKHrna
β₯ Chapter-2 Snowflake Free Trial Registration π https://bit.ly/3m6uiCL
β₯ Chapter-3 Snowflake Architecture π https://bit.ly/3sk2fB2
β₯ Chapter-4 Snowflake Classic or Legacy WebUI π https://bit.ly/3stSyzS
β₯ Chapter-5 Snowflake SnowSight Modern WebUI π https://youtu.be/T-l_LN_505Q
β₯ Chapter-6 Snowflake Unique Features π https://youtu.be/-MZrCpoAUs0
β₯ Chapter-7 Snowflake DB/Schema/Table & Data Loading π https://youtu.be/Pi3z1NyBd-Y
β₯ Chapter-8 Snowflake Must Know Database Objects π https://youtu.be/S5NwU2o2Exg
β₯ Chapter-9 Snowflake Fast Data Loading/Ingestion π https://youtu.be/lI5OQPjuj-8
β₯ Chapter-10 Snowflake Continuous Data Loading π https://youtu.be/PNK49SJvXjE
β₯ Chapter-11 Snowflake External Table π https://youtu.be/w9BQsOlJc5s
β₯ Chapter-12 Snowflake Virtual Warehouse π https://youtu.be/NE07Jx6V4UA
β₯ Chapter-13 Snowflake Micro Partition π https://youtu.be/UNBysn1M9Vg
β₯ Chapter-14 Snowflake Time Travel π https://youtu.be/9k8ADXunhIk
β₯ Chapter-15 Snowflake Clone Feature π https://youtu.be/cAyM-Nj9WOc
β₯ Chapter-16 Snowflake Secure Data Sharing π https://youtu.be/2d6d-zZMXtA
β₯ Chapter-17 Snowflake Streams & Change Data Capture π https://youtu.be/DXI0GDSwE_E
β₯ Chapter-18 Snowflake Task & Task Tree π https://youtu.be/165hXZ_o4Vk
β₯ Chapter-19 ETL (Data Pipeline) in Snowflake π https://youtu.be/9FejjGVZrPg
β₯ Chapter-20 Role, Grants & Role Hierarchy in Snowflake π https://youtu.be/pZQXK7qO0iY
β₯ Chapter-21 (Part-1) Stored Procedure in Snowflake π https://youtu.be/CsH2sB6gwlw
β₯ Chapter-21 (Part-2) User Defined Function in Snowflake πhttps://youtu.be/xnjCbgu0Qj4
β₯ Chapter-21 (Part-3) Snowflake Views (Standard, Secure & Materialized) π https://youtu.be/2soTybOZkXY
β₯ Chapter-22 Snowflake Information Schema π https://youtu.be/kqZRXoFcKo0
β₯ Chapter-23 Snowflake Resource Monitor π https://youtu.be/2msEUDzp-uU
β₯ Chapter-24 (Part-1) Snowflake JDBC Driver π https://youtu.be/tzbqj2y_cbw
β₯ Chapter-24 (Part-2) Snowflake ODBC Driver π https://youtu.be/X4uXkGS0dUQ
β₯ Chapter-24 (Part-3) Snowflake Python Connector π https://youtu.be/ZrhTYKuGFbo
β₯ Chapter-25 (Part-1) Snowflake & PowerBI Reporting π coming-soon
β₯ Chapter-25 (Part-2) Snowflake & Tableau Reporting π coming-soon
π π Snowflake Certification Complete Guide & Question Dump π π
β₯ Revised Sep 2020 Syllabus: https://youtu.be/jhNoKeB0CVY
β₯ SnowPro Guide: https://bit.ly/35S7Rcb
β₯ 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)






