Airflow explained in 3 mins

  Рет қаралды 40,001

TechTalkSourav

TechTalkSourav

Жыл бұрын

2 / 2
Welcome to this quick 3-minute tutorial on the fundamentals of Airflow for Data Engineers!
Airflow is an open-source platform that helps manage, schedule, and monitor data pipelines. It provides a way to define workflows as directed acyclic graphs (DAGs) and execute them in a reliable, scalable, and maintainable way.
At its core, Airflow consists of three main components:
DAGs: A DAG is a collection of tasks with dependencies between them. Each task represents a unit of work, and the dependencies between tasks determine the order in which they should be executed.
Operators: An operator is a Python class that represents a single task in a DAG. There are many built-in operators in Airflow, such as BashOperator, PythonOperator, and SQLOperator, but you can also create your own custom operators.
Scheduler: The scheduler is responsible for triggering tasks based on their dependencies and the defined schedule. It manages the state of each task and ensures that they are executed in the correct order.
To use Airflow, you'll typically start by defining a DAG in a Python script. You'll then create tasks by instantiating operator classes and specifying their dependencies. Once you've defined your DAG, you can run it by starting the Airflow scheduler and worker processes.
Airflow provides a rich set of features that make it a popular choice for managing data pipelines, including:
- A web-based user interface for monitoring and managing DAGs
- Built-in support for task retries, logging, and alerting
- Integration with popular data storage and processing systems like Hadoop, Spark, and Kubernetes
An active community of contributors and plugins that extend its functionality.
Overall, Airflow is a powerful tool that helps Data Engineers manage complex data pipelines with ease. I hope this quick tutorial has given you a good overview of its fundamentals.
Thanks for watching!

Пікірлер: 49
@user-hu4sk5bu5o
@user-hu4sk5bu5o 8 ай бұрын
This is very efficient communication of Airflow. Its excellent high level summary of Airflow that otherwise would be covered in 40min - 2h. Thanks Sourav!
@souravtechie
@souravtechie 8 ай бұрын
No problem at all. Thank you for watching
@DavidAyvar
@DavidAyvar Жыл бұрын
best explanation I've found. Thank you!
@souravtechie
@souravtechie Жыл бұрын
You're very welcome!
@omnia_ex_nihilo
@omnia_ex_nihilo 10 ай бұрын
A really good video! Short, clear and to the point! Hope you'll make more videos like that!
@souravtechie
@souravtechie 10 ай бұрын
Thanks a lot! If you have any Data Engineering topics you'd like me to cover, please feel free to let me know. I will try my best
@belyaev_maks
@belyaev_maks Жыл бұрын
Thanks and keep on improving your video presentation skills. Wish you best.
@michaelmartinez436
@michaelmartinez436 9 ай бұрын
Noooice! Very useful!! Thanks for sharing!!!
@souravtechie
@souravtechie 9 ай бұрын
Happy to help! 🙏
@rohitchauhan1497
@rohitchauhan1497 10 ай бұрын
You earned 1 sub. Thank you for this, keep posting videos
@souravtechie
@souravtechie 10 ай бұрын
Thank you for the support. Yes I will!
@anilkinikar
@anilkinikar 4 ай бұрын
Nice and quick introduction of the Airflow. Thank you.
@souravtechie
@souravtechie 4 ай бұрын
You're very welcome Anil! Glad you enjoyed it.
@fabienjoubert
@fabienjoubert 3 ай бұрын
I like. It's very clear. Thanks !
@souravtechie
@souravtechie 3 ай бұрын
You are very welcome!
@merhaiakshay9625
@merhaiakshay9625 Жыл бұрын
Hey Sourav, Thanks for this video. if possible, please consider making a complete airflow tutorial including installation, Advanced setup/configuration and hands -on projects :)
@souravtechie
@souravtechie Жыл бұрын
Hi @merhaiakshay9625! Thank you for the suggestion. I have an installation video on my channel. Here is the link kzbin.info/www/bejne/fZ6xYpijespngNE Sure, I can make a part 2 for it. If you have any particular recommendation for a hands-on project, please do let me know.
@abhimanyukarkara4218
@abhimanyukarkara4218 10 күн бұрын
short, sweet and crisp!
@souravtechie
@souravtechie 9 күн бұрын
Thanks you!
@user-jx4gv6zf1z
@user-jx4gv6zf1z 7 ай бұрын
Good job, Sourav. This helped a bit.
@souravtechie
@souravtechie 7 ай бұрын
For sure! I'm always happy to help out
@gpu_poor
@gpu_poor 4 ай бұрын
Loved the video!
@souravtechie
@souravtechie 4 ай бұрын
Thank you Anshuman!
@scullyjolie4268
@scullyjolie4268 10 ай бұрын
Hello. And thanks, that was very helpful.
@souravtechie
@souravtechie 10 ай бұрын
You're welcome 🙏 🙏 🙏
@nikjojo
@nikjojo 9 ай бұрын
0:44 wtf is that img search lmao
@user-lk2dz3mw9h
@user-lk2dz3mw9h Ай бұрын
Wow so amazing really simple and precise
@souravtechie
@souravtechie Ай бұрын
Thank you!
@CodeVeda
@CodeVeda 27 күн бұрын
good explaination
@souravtechie
@souravtechie 27 күн бұрын
Thanks you!
@raphaelprates1500
@raphaelprates1500 6 ай бұрын
Thank you for the nice video!
@souravtechie
@souravtechie 6 ай бұрын
You are very welcome. If you would like me to make a video on any other Data Engineering topic, please do let me know
@ronakshah7241
@ronakshah7241 8 ай бұрын
Hey Sourav ! You have an excellent communication skills. Keep it up bro. Soon you will rock!
@souravtechie
@souravtechie 8 ай бұрын
Thanks a ton Ronak! I will try my best
@hrishikeshparanjape
@hrishikeshparanjape Ай бұрын
thanks bro helped a lot
@souravtechie
@souravtechie Ай бұрын
Always welcome 🙏
@kusumaoruganti5815
@kusumaoruganti5815 10 ай бұрын
hi please consider making a complete airflow tutorial please help
@souravtechie
@souravtechie 10 ай бұрын
Hi @kusumaoruganti5815 yes I will make a full Airflow tutorial. I got few requests from other folks too. So, I will definitely make it sooner. And please feel free to let me know if you have any specific questions, I'm happy to help! Thank you
@aligharaeini5971
@aligharaeini5971 Ай бұрын
perfect
@navneeth9
@navneeth9 6 ай бұрын
Super,
@souravtechie
@souravtechie 6 ай бұрын
Thank you Navneeth
@stuartfarmer9544
@stuartfarmer9544 3 ай бұрын
Bruh this video is 4 minutes
@mjp96
@mjp96 3 ай бұрын
But only 3 min is pure Airflow
@Guruk18
@Guruk18 6 ай бұрын
narendra modi you had searched
@souravtechie
@souravtechie 6 ай бұрын
You got it! Haha
@bennylerner4462
@bennylerner4462 21 күн бұрын
turn down that music bro
@souravtechie
@souravtechie 17 күн бұрын
Thanks for the feedback! I will go back in time and fix it in a bit
Don't Use Apache Airflow
16:21
Bryan Cafferky
Рет қаралды 87 М.
Универ. 10 лет спустя - ВСЕ СЕРИИ ПОДРЯД
9:04:59
Комедии 2023
Рет қаралды 2,4 МЛН
Sigma Girl Past #funny #sigma #viral
00:20
CRAZY GREAPA
Рет қаралды 15 МЛН
3 wheeler new bike fitting
00:19
Ruhul Shorts
Рет қаралды 46 МЛН
Final muy increíble 😱
00:46
Juan De Dios Pantoja 2
Рет қаралды 28 МЛН
Начало работы с apache airflow -  "Школы Больших Данных" г. Москва
17:55
Apache Airflow Tutorial for Data Engineers
55:32
TechTalkSourav
Рет қаралды 3,6 М.
Apache Kafka in 6 minutes
6:48
James Cutajar
Рет қаралды 959 М.
What is Apache Airflow? For beginners
11:50
Data with Marc
Рет қаралды 16 М.
Airflow for Beginners - Run Spotify ETL Job in 15 minutes!
16:38
Karolina Sowinska
Рет қаралды 138 М.
Database vs Data Warehouse vs Data Lake | What is the Difference?
5:22
Alex The Analyst
Рет қаралды 727 М.
Introduction to Machine Learning with MLFlow and Airflow!
16:10
The Data Guy
Рет қаралды 3,3 М.
What is Ansible?
11:06
IBM Technology
Рет қаралды 167 М.
Универ. 10 лет спустя - ВСЕ СЕРИИ ПОДРЯД
9:04:59
Комедии 2023
Рет қаралды 2,4 МЛН