What is Data Pipeline | How to design Data Pipeline ? - ETL vs Data pipeline (2024)

What is Data Pipeline | How to design Data Pipeline? - ETL vs Data pipeline
#datapipeline
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Hi Friends, I am Anshul Tiwari, and welcome to our youtube channel I.T. k Funde.
More about this video -
In this video, we will understand what is a data pipeline with the help of a real-life example. Data pipelines are designed to move data from one point to another. In this video, we will cover below topics -
1 - What is a Data Pipeline?
2 - Why you need a data pipeline?
3 - Basic design of a data pipeline
4 - Types of Data Pipeline - Batch, Streaming, Lambda architecture
5 - Advanced data pipeline design
We will also learn about various products that can be used in a data pipeline - SAP BODS, Mongo DB, Apache Kafka, Big Query, MDM, Teradata, SAP Business Objects, Tableau.
Credits & Resources -
Wikipedia
www.alooma.com/blog/what-is-a...
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[@sivanagarajugamidi]

Master piece tutorial for data engineering

[@ITkFunde]

Thanks Siva

[@indexima6517]

hey! don't hesitate to follow us and to take a look at our videos which deal with the same topics :)

[@vijayjayaram606]

@@indexima6517 I guess the videos on ur channel deals with more on, what do we do after receiving the data, analytics if I understand correctly. Here, its more of pumping the data from one place to a common place, and make it available for interested people down the lane

[@gautamdeusa]

@@ITkFunde It's truly one of the finest and easiest video to follow and relate. Many thanks. Will check other videos.

[@lwhieldon1]

Thank you for breaking down concepts that are difficult to understand!

[@nathancarranza9860]

Something I’ve noticed is that Indians are good teachers and give great illustrations. Good work. Greetings from the US.

[@ITkFunde]

Thanks Nathan for making me feel even more proud of being an Indian thank you for the compliment means a lot brother 🙏😊

[@fsfernandes20]

Yes Indians like to make difficult concept easy

[@nathancarranza9860]

I don’t use my real name online, but I do give real compliments.

[@AutitsicDysexlia]

@@nathancarranza9860 Plot Twist: His real name was not Nathan. It was always Vladimir Putin.

[@visionxx8656]

Can't believe Putin is from US

[@ericdasse8174]

That was great! As a data engineer in the making, this is the first time I have understood the concept of data pipelines so clearly. Thank you very much

[@lukmanaliyu7386]

Hello Eric, I'd love to know how it's going for you at the moment with the DE track

[@altamashjawad6691]

Loved this video, probably the best explanation on advanced data pipeline out there. If in your next videos, maybe create a playlist which can show each of the section of this pipeline in detail with little examples using Python or any language etc. Just an idea, brilliant work!

[@MrBignate12345]

Please continue to create videos like these! So easy to understand. Love your visual teaching style and the examples you give.

[@ITkFunde]

Thank you MrBignate...The aim is to simplify these techie jargons for everyone to correlate and enjoy learning.

[@lcsxwtian]

Simply one of the best videos on data pipeline on KZbin. Deserves so much more attention.

[@sid1r]

Thank you so much for a great and easy to understand data pipeline introduction. I love how you focus on the concepts and not jargons, as it allows for people to understand the essence of data pipeline.

[@sy-vf4js]

And again, another easy-to-digest video. Thumbs up!

[@ITkFunde]

Thank you 🙏🙏☺️

[@bigglesharrumpher4139]

Great video - it seems while technology has advanced, the concepts of batch loads and real-time data is actually decades old. Back in early 2000's we controlled all ETL and real-time loads with Unix or DOS or SQL scripts that provided return codes for success/failure which triggered alert emails, and we had KPI's for Data quality, backing-out jobs for failed loads, and many other control systems. It just seems there are more 'out-of-the-box' software to handle these now as opposed to custom-built solutions. Great presentation!

[@Thekingslayer-ig5se]

Nice

[@mardiidking4030]

This topic is so complex as a beginner, but I understand this explanation so well. I didn't even have to go back in the video or rewatch it to understand. This is beautiful.

[@ITkFunde]

Thank you so much for your kind words and support 🙏🙏♥♥

[@jananisri6214]

One of the best tutorials in youtube so far which gives an overview of data engineering process and that too within 10 minutes. Really appreciate your effort and time you put into making this video. Thank you so much. Please keep doing more such tutorials.

[@squarehead6c1]

Great intro, just what I needed. I learned the distinction between ETL and general pipe lines, and Kafka's place in the architecture.

[@ITkFunde]

Thanks Ronnie☺️

[@aitemiryeskenov355]

Wonderful explanation. Can't tell you how much I appreciate brilliant tutorials like this one.

[@ci2484]

This was extremely helpful in my new job working in data. Thank you for your approachable and easy to understand teaching style!

[@ITkFunde]

Thanks a lot 🙏

[@MrBignate12345]

Would love to learn more about how to choose the right frameworks/technologies for data pipelines and data warehouses/lakes for differing requirements. It would be nice to see a playlist of you designing or comparing solutions for an analytic stack.

[@ITkFunde]

Thanks MrBignate I have created various playlists one of which is " Crunching Data Series "...I will surely make more videos on similar topic. It is because of encouragement from audience like you which helps me move forward so thanks and really grateful for your positive feedback.

[@chimmenegaius-assor3767]

Great explanation for introduction to data pipelines. Thanks for clarifying the distinction between ETL and data Pipelines.

[@jamesmcmurtry5351]

Great visual layout. Would love to see this applied to an ELT model with Snowflake and it's advantages/disadvantages. Possibly a suggestion on ML complementary tools like Looker and Kraken.

[@prabur4027]

This would be the Best start for the Data Engineers.. A clear precise and short pictorial representation of Data Pipeline (Basics). Best video so far I had seen.. 😊 Thanks.. Much Appreciated.. 👍

[@ITkFunde]

Thanks Prabu 👍☺️🙏

[@vivekjoshi3769]

Do data analysts also use data pipeline creation in their jobs ? Or are they expected to know it ? Asking as some companies write knowledge of ETL in JDs.

[@prabur4027]

@@vivekjoshi3769 knowing any of the ETL tools would help in constructing the pipelines and they can visualize data flow from source to target.. Yes mostly it is used..

[@mitchelleleeuw2266]

☺️I’m new in Data Engineering and man you created a clear picture of what I’ve been learning and trying to understand 🙂love this… definitely subscribing 🤩

[@rajguru1998]

Finally understood the pipeline in 10 mints... thank u

[@ramakrishnachimmani7273]

Thank you. The best way of explanation. I was looking for this kind of video for long time. As a traditional ETL developer, I questioned my self, why people are using a term called 'Data pipeline' though we have ETL process and what is the exact difference between them. Thanks again.

[@ITkFunde]

Thanks Rama for your positive feedback !!

[@chocochipbananasplit]

I got more out of your video than reading 5 articles on the matter! Your content is great!

[@infinitereach46]

Masterclass. Great job!

[@ramakambhampati5094]

You are a real "Data Pipeline Spiderman".... fantastic instructor..please share more videos....thanks

[@ITkFunde]

Thanks Rama ☺️☺️

[@dhritimanbnrj]

best productive 10 minutes of my life.

[@ITkFunde]

Thanks Dhritiman for this super comment you made my day 🙏☺️

[@alexanderulloaopazo6275]

Thank you! I had read a lot of papers about Data Pipeline, but I couldn't get the main idea. However, your video was so easy to understand!! Now I have a better picture of the complete process. Thanks again.

[@ITkFunde]

Thank you Alexander !!!

[@haydarissa9371]

Very elegant way to explain data pipelining and ETL approach. I appreciate the examples given especially the master data management. Well done.

[@GoldJSilverio]

Yes I must say this is very concise and how he names the commercial vendors as examples really augments the value further.

[@juliansihite1289]

This guy really explain everything clearly and simple! Good job brother, keep sharing and contributing! You're a great teacher :)

[@ITkFunde]

Thanks Julian 😊❤️🙏

[@kenford3738]

Great job explaining the difference between Data Pipelines and ETL.

[@ITkFunde]

Thanks Ken 🙏☺️

[@JoeASalter]

This is such a clear and useful explanation. Thank you!

[@gurpreetsmatharu]

Very well explained session on Data Pipeline and comparison with traditional ETL. Thanks so much!

[@K0n5tant]

Your way of explaining these concepts is excellent, thank you!

[@ITkFunde]

Thanks a lot

[@brentcos9370]

Very informative, especially for a non-computer science guy like myself. Thanks!

[@ITkFunde]

Thanks Brent that is the essence of this channel - Making I.T. interesting for everyone.

[@arsaikia02]

Hello Anshul Sir, I do not have any data engineering background, but I am very strong in visualization. You have aided me in finding the missing blocks about data processing and its treatment for final consumption. Keep doing your good job. Thank you again.

[@nitinbobde3170]

Crystal clear explanation. Simple but effective way of explaining concepts. Excellent teacher. You rock.

[@kalyanchakri5258]

Love your way of teaching in a simple understandable concepts. Im mad of you..!

[@ITkFunde]

Thanks Kalyan for your feeback it helps a lot..

[@Gridblue]

Thank you for the video, I learnt what data lake hydration projects are, my previous company had no proper KT, I struggled to grasp what I was doing. This was very nicely explained and cleared the doubts that I had.

[@ITkFunde]

Thanks♥️

[@ryunosukefuriya3748]

This was so helpful, thank you very much! Subscribed and will keep learning from you!

[@tektauron]

GREAT explanation, wow. Thank you so much dude! This was incredibly useful. I've subscribed!

[@JibrilLamai]

This is a very good explanation and the best I have seen so far in my quest to understand this concept. Thank you very much. Now I can confidently visualize and explain the same concept with ease and a great understanding of it.

[@ITkFunde]

Thanks Jibril glad it helped 🙏☺️

[@KolawoleAdekoya]

Simplified and clear explanation of the concepts. Great diction and presentation. Well done!

[@ITkFunde]

thanks Kolawale

[@jessicafb5398]

This was very helpful, thank you!

[@komalsharma3856]

You beautifully explained the basics & placements of various technologies in an architectural diagram. Very useful. Pls make more videos clarifying the basics

[@Manoj419419]

Great explanation and examples used. Thanks a ton !!

[@ITkFunde]

Thanks Manny

[@e2xsq]

Excellent high level overview Anshul, I appreciate that you differentiated between batch data and real time data with the Lambda Architecture as it seems most applicable to modern organizations. Your explanation of dashboards as consumers was also very realistic. Your video helped me better understand the general steps in the process. +1 Subscriber.

[@ITkFunde]

Thanks Matthew for supporting ❤️

[@hasmilaomar5562]

It is good that u explain the concept of data pipeline by referring to water pipeline. So much easier to understand and remember. Thank you for your video!!

[@empressbelless3232]

This is meant to be a compliment. I appreciate how articulate your English is with each word you speak! Easy to listen to!

[@vox-populi-vox-dei-]

I think, you'ver covered it all as part of Enterprise Data Architecture. This is from the technology view and bit of functional view as well. Good job!

[@ITkFunde]

Thanks

[@mikebrooks4182]

Thanks for a great overview of how the Lambda architecture can expedite the delivery of data to data consumers. For future videos, it would be helpful to map this to the roles, responsibilities, and skill requirements needed to manage this environment.

[@ITkFunde]

Thanks Mike for suggestion will try to add this

[@gilbertsibomana3081]

Thanks for the video, I like how everything is clear.

[@MegaCha29]

Excellent. Thanks for your courses

[@knorth2386]

Hi Anshul, your video was helpful. I have experience with ETL but didn't know that it was a specific type of data pipeline. Thanks for showing the different type of systems and technologies used for the concept visual that you explained with.

[@ITkFunde]

Thank you Kyle coming from an experienced guy means a lot. Hoping for continued support !!

[@hussamcheema]

Excellent Explanation. Keep making more videos regarding Data Engineering, AI, and Data Science.

[@ITkFunde]

Thanks a lot mate for your feedback and suggestion!!

[@nu7493]

Great job man! Very straight to the point and very informative. Thank you so much!

[@sharmilanadgir5030]

Thank you for this simple and clear explanation of data pipeline. Now I have a clear picture of how data flows from consumer to producer

[@ravinduabeygunasekara833]

This is superb!. I am very strange to Data Engineering, and this video gave me a super insight! Keep up the good work

[@ITkFunde]

Thanks Ravindu ☺️

[@maelherbert321]

Really content. Bravo from France 👏👏👏

[@ITkFunde]

Merci Mael 😊

[@rajivjani8594]

Superb! In 10 minutes, you have put such a clear picture of data pipeline in my mind that I will never forget! Many thanks for your time and sharing this valuable piece!

[@marianamoscosa9747]

Awesome video, thanks so much !

[@sourabhsuri8812]

Thank you so much brother, for clarifying some of the concepts.. Truly appreciate it. Can you suggest - Which way is the Tech Heading now - Data Warehouse Vs. Data Lake? Are DWH a thing of past?

[@ITkFunde]

Thanks Sourabh, DWH is here to stay its not going anywhere. Today data world has become enormously huge and there is space for DWH and DL to co exist also Datalake can not solve all business problem. There is a hybrid approach coming up wherein you have your DWH on top of your Datalake

[@vivek1joshi]

Data Mesh

[@obiradaniel7391]

Thank you very much, very elaborate and concise, this import for everyone in the technical data cycle, data engineer, analyst, administrator and data scientist.

[@Nmmmmmmy]

Thanks for the video - found the comparison to an actual water pipeline very intuitive. Really enjoyed the video !

[@TheGhumanz]

Very neat and simplified approach. Cleared my doubts about the need for data pipeline vs ETL. Thanks for sharing!

[@sandeepbhardwa9719]

Excellent Video, clear all doubts in one go. Keep sharing.

[@edsonsabino]

Great! The part that I liked the most was the one in wich he explained the difference between ETL and data pipeline

[@sofiyaj.3011]

Such a good video, so well explained! Amazing job!

[@TheSocialDrone]

An excellent and yet simple explanation of the topic! Thanks a lot for creating and uploading!

[@johnsonmaurice98]

Thanks for posting this. You are a gifted teacher. I am an experienced ETL Data Ops professional and I am prepping for a an interview for a junior Data Engineering position and I feel much more confident having studied your video !!!

[@theososanna5096]

There will be another tech company IPOing soonish. Keep an eye out for shares, and a open career position.

[@gajini1001]

Simple, easy introduction. Thanks for your patience to explain the concepts.

[@puneettiwari2251]

Great

[@formulaRoot]

Beautiful! Thanks for this!

[@girishsoragavi7973]

Wonderful 👍 this is exactly what I thought the data pipeline would look like and you hit the nail on the head there! Spot on!

[@ITkFunde]

Thanks Girish

[@jackieyou445]

There is a lot of value in explaining technology in lay man terms like this. Thanks very much!

[@DevOps-AWS55]

Awesome Explaination of Data Pipeline

[@ITkFunde]

Thanks bhai

[@sam007sd]

Very well explained with a perfect example in the end.

[@vigneshvicky3481]

Ua very clear wid d subject. No hurry, no messy... Content delivery is ultimate... Clarified all my misunderstandings ... kudos 😍😍

[@RolandoLopezNieto]

Awesome explanation, thanks

[@DanishAnsari-hw7so]

Such an awesome explanation, short, crisp and to the point. Great!

[@djmenon21]

Superb video

[@georgesmith9178]

That was incredible. Thank you so much for this crisp, yet encompassing explanation of a data pipeline. I feel I totally understand it after watching for only 10 min.

[@arunachalampalani4321]

Couldn't have asked for more. Very well explained, Thank you mate.

[@AbelAkeni]

Succinct, presented with clarity! Beginners, get in here! 👏🏾👏🏾👏🏾

[@WizOWash]

Thanks so much! Just subscribed! My knowledge just increased 100 fold.

[@ITkFunde]

Thanks a lot

[@rohidaskumbharkar7277]

This was extremely helpful for understanding to Real and batch data streaming and also lambda architecture.

[@ITkFunde]

Thanks Rohidas

[@jessechichi5609]

This is great stuff, welldone, keep it up!!!

[@muthuk72]

Excellent glimpse !!! thanks lot

[@ITkFunde]

Thanks Muthu 😊

[@bimpenwoko8229]

Thank you, that was easy to digest

[@MarcosDF_DPF]

Thanks for share!

[@parryismful]

Super Awesome video. Very well done !

[@ajeet23790]

Your teaching technique is amazing. Thank you for sharing the knowledge on data pipeline. My all doubts related to data pipeline is clear now.

[@Troy20111000]

Phenomenal work

[@vjnt1star]

Top quality presentation, it was very clear. Thank you

[@sathyamurthithangaraj9054]

Clear Crisp Video

[@KESHA1982]

So glad, that I've found your channel on KZbin. Thanks a lot!

[@othmanbelmouzouna3893]

Very good tutorial with valuable explanations. Thanks.

[@ITkFunde]

Thanks Othman

[@issamfakhari3152]

Great explication!!!!

[@andregomesdasilva]

You've made it simple and clear, thanks for sharing!

[@ITkFunde]

Thanks Andre :)

[@ssbsathish]

Awesome thanks for sharing your interest

[@ITkFunde]

Thanks Sathish

[@eliaszeray7981]

clear! Thank you.