How to build and automate your Python ETL pipeline with Airflow | Data pipeline | Python

BI Insights Inc March 7, 2022
Video Thumbnail
BI Insights Inc Logo

BI Insights Inc

@biinsightsinc

About

Hi, I am Haq, a Data Analyst and Engineer. On this channel I talk/share tips and tricks on Business Intelligence tools, Data, Data Warehouse and Source Control. I have been involved in many Data Analytics and Process Automation projects. I am passionate about finding new ways and techniques to enhance the Data Analysis process. On this channel I create tutorials for people who: • are looking for a way to learn and use the power of Python in their day-to-day work. • are looking to automate Data Analysis processes using PowerBI, Cognos and Python • want to learn Data Analysis & Data Science to perform impactful analysis. • are working with Data and want to find new ways to of doing things • are looking to use Source Control to house their code If this sounds exciting to you, consider subscribing and turning on the notifications, so you don’t miss any content. Happy Coding everyone. May the power of the code be with you!

Video Description

In this video, we will cover how to automate your Python ETL (Extract, Transform, Load) with Apache Airflow. In this session, we will use the TaskFlow API introduced in Airflow 2.0. TaskFlow API makes it much easier to author clean ETL code without extra boilerplate, by using the @task decorator. Airflow organizes your workflows as Directed Acyclic Graphs (DAGs) composed of tasks. In this tutorial, we will see how to design a ETL Pipeline with Python. We will use SQL Server’s AdventureWorks database as a source and load data in PostgreSQL with Python. We will focus on Product's hierarchy and enhance our initial data pipeline to give you a complete overview of the extract, load and transform process. Link to medium article on this topic: https://medium.com/@hnawaz100/how-to-automate-etl-pipelines-with-airflow-62484ee5ef4c Link to previous video: https://www.youtube.com/watch?v=dfouoh9QdUw Link to Pandas video: https://www.youtube.com/watch?v=-jerzfh2bS0 Link to GitHub repo: https://github.com/hnawaz007/pythondataanalysis/blob/main/ETL%20Pipeline/automate_etl_with_airflow.py Link to Cron Expressions: https://docs.oracle.com/cd/E12058_01/doc/doc.1014/e12030/cron_expressions.htm Subscribe to our channel: https://www.youtube.com/c/HaqNawaz --------------------------------------------- Follow me on social media! GitHub: https://github.com/hnawaz007 Instagram: https://www.instagram.com/bi_insights_inc LinkedIn: https://www.linkedin.com/in/haq-nawaz/ --------------------------------------------- #ETL #Python #Airflow Topics covered in this video: 0:00 - Introduction to Airflow 2:49 - The Setup 3:40 - Script ETL pipeline: Extract 5:52 - Transform 7:39 - Load 8:00 - Define Direct Acyclic Graph (DAG) 9:36 - Airflow UI: Dag enable & run 10:09 - DAG Overview 10:29 - Test ETL Pipeline

PC Gaming Upgrade Essentials

AI-recommended products based on this video

Loading...
Skytech Archangel Gaming PC Desktop – AMD Ryzen 5 3600 3.6 GHz, NVIDIA RTX 3060, 1TB NVME SSD, 16GB DDR4 RAM 3200, 600W Gold PSU, 11AC Wi-Fi, Windows 11 Home 64-bit

Skytech Archangel Gaming PC Desktop – AMD Ryzen 5 3600 3.6 GHz, NVIDIA RTX 3060, 1TB NVME SSD, 16GB DDR4 RAM 3200, 600W Gold PSU, 11AC Wi-Fi, Windows 11 Home 64-bit

(31)
$2,657.01$2,656.90
FREE delivery Feb 24 - Mar 3
Loading...
Acer Nitro V 16 AI Gaming Laptop, 16" WUXGA 180Hz Display, AMD Ryzen 5 240, GeForce RTX 5050, 16GB DDR5, 512GB SSD, Backlit Keyboard, Copilot, Wi-Fi 6E, Win 11, Black, 1TB Docking Station Set

Acer Nitro V 16 AI Gaming Laptop, 16" WUXGA 180Hz Display, AMD Ryzen 5 240, GeForce RTX 5050, 16GB DDR5, 512GB SSD, Backlit Keyboard, Copilot, Wi-Fi 6E, Win 11, Black, 1TB Docking Station Set

(40)
$1,399.00
FREE delivery Feb 24 - Mar 5
Loading...
ASUS TUF Gaming A15 Gaming Laptop, 15.6” 144Hz FHD Display, AMD Ryzen 5 7535HS Processor, GeForce RTX 2050, 8GB DDR5 RAM, 512GB PCIe SSD Gen 4, Wi-Fi 6, Windows 11, FA506NF-AS51-CA

ASUS TUF Gaming A15 Gaming Laptop, 15.6” 144Hz FHD Display, AMD Ryzen 5 7535HS Processor, GeForce RTX 2050, 8GB DDR5 RAM, 512GB PCIe SSD Gen 4, Wi-Fi 6, Windows 11, FA506NF-AS51-CA

(156)
$799.00$759.05
FREE delivery Mon, Feb 16
Loading...
KAMRUI Mini PC E3B, Mini Computer AMD Ryzen 5 7430U (6C/12T, Up to 4.3GHz), 16GB DDR4 512GB M.2 SSD Mini Gaming Pc W11 PRO, 4K Triple Display/WiFi 6/BT5.2/USB3.2 for Home/Business Mini Desktop PC Global Recycled Standard

KAMRUI Mini PC E3B, Mini Computer AMD Ryzen 5 7430U (6C/12T, Up to 4.3GHz), 16GB DDR4 512GB M.2 SSD Mini Gaming Pc W11 PRO, 4K Triple Display/WiFi 6/BT5.2/USB3.2 for Home/Business Mini Desktop PC Global Recycled Standard

(227)
$499.00
FREE delivery Sun, Jan 4Only 8 left in stock.
Loading...
EZDIY-FAB RTX 3000 Series 12 Pin to Dual 8 Pin PCIe Sleeved Extension Cable 300 MM- Connector for NVIDIA Ampere GEFORCE RTX 3060ti 3070 3080 FE Funder Edition- White

EZDIY-FAB RTX 3000 Series 12 Pin to Dual 8 Pin PCIe Sleeved Extension Cable 300 MM- Connector for NVIDIA Ampere GEFORCE RTX 3060ti 3070 3080 FE Funder Edition- White

(122)
$15.99
FREE delivery Mon, Feb 16 on your first order
Loading...
Asus ROG Strix B550-F Gaming WiFi II AMD AM4 (3rd Gen Ryzen) ATX Motherboard (PCIe 4.0,WiFi 6E, 2.5Gb LAN, BIOS Flashback, HDMI 2.1, Addressable Gen 2 RGB Header and Aura Sync)

Asus ROG Strix B550-F Gaming WiFi II AMD AM4 (3rd Gen Ryzen) ATX Motherboard (PCIe 4.0,WiFi 6E, 2.5Gb LAN, BIOS Flashback, HDMI 2.1, Addressable Gen 2 RGB Header and Aura Sync)

(12,062)
$239.91$169.99
FREE delivery Jan 19 - 28
100+ bought in past month
Loading...
Corsair Vengeance LPX 32GB (2 X 16GB) DDR4 3200 (PC4-25600) C16 1.35V Desktop Memory - Black
Best Seller

Corsair Vengeance LPX 32GB (2 X 16GB) DDR4 3200 (PC4-25600) C16 1.35V Desktop Memory - Black

(16,675)
$112.99$101.69
FREE delivery Sun, Aug 10
500+ bought in past month
Loading...
Samsung 990 EVO Plus - 4TB PCIe Gen4. X4, Gen5. X2 NVMe 2.0 - M.2 Internal SSD, Speed Up to 7,250 MBs, Upgrade Storage for PC-Laptops, HMB Technology and Intelligent Turbowrite (MZ-V9S4T0B/AM)

Samsung 990 EVO Plus - 4TB PCIe Gen4. X4, Gen5. X2 NVMe 2.0 - M.2 Internal SSD, Speed Up to 7,250 MBs, Upgrade Storage for PC-Laptops, HMB Technology and Intelligent Turbowrite (MZ-V9S4T0B/AM)

(1,811)
$359.99$341.99
FREE delivery Tue, Jun 17
100+ bought in past month
Loading...
SAMSUNG 870 EVO SATA SSD 500GB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E500B/AM [Canada Version]

SAMSUNG 870 EVO SATA SSD 500GB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E500B/AM [Canada Version]

(41,678)
$74.97
FREE delivery Wed, Jun 18
400+ bought in past month
Loading...
SAMSUNG 870 EVO SATA III SSD 4TB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E4T0B/AM [Canada Version]

SAMSUNG 870 EVO SATA III SSD 4TB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E4T0B/AM [Canada Version]

(41,656)
$399.97
FREE delivery Tue, Jun 17
100+ bought in past month
Loading...
SAMSUNG 990 PRO SSD 4TB PCIe Gen4 NVMe M.2 Internal Solid State Hard Drive, Up to 7,450MB/s, Heat Control, Direct Storage and Memory Expansion, MZ-V9P4T0B/AM [Canada Version]

SAMSUNG 990 PRO SSD 4TB PCIe Gen4 NVMe M.2 Internal Solid State Hard Drive, Up to 7,450MB/s, Heat Control, Direct Storage and Memory Expansion, MZ-V9P4T0B/AM [Canada Version]

(12,872)
$499.97$407.80
FREE delivery Tue, Jun 17
300+ bought in past month
Loading...
Corsair RM1000e Fully Modular Low-Noise ATX Power Supply - Dual EPS12V Connectors - 105°C-Rated Capacitors - 80 Plus Gold Efficiency - Modern Standby Support - Black

Corsair RM1000e Fully Modular Low-Noise ATX Power Supply - Dual EPS12V Connectors - 105°C-Rated Capacitors - 80 Plus Gold Efficiency - Modern Standby Support - Black

(41)
$219.19$204.66
FREE delivery Oct 15 - 22
Loading...
Corsair RM1200x Shift Fully Modular ATX Power Supply - Modular Side Interface - ATX 3.1 & PCIe 5.1 Compliant - Zero RPM Fan Mode - 105°C-Rated Capacitors - 80 Plus Gold Efficiency - Black, 1200W

Corsair RM1200x Shift Fully Modular ATX Power Supply - Modular Side Interface - ATX 3.1 & PCIe 5.1 Compliant - Zero RPM Fan Mode - 105°C-Rated Capacitors - 80 Plus Gold Efficiency - Black, 1200W

(25)
$254.98$203.98
FREE delivery Wed, Oct 8
50+ bought in past month
Loading...
Corsair SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply – ATX 3.1 Compliant – PCIe 5.1 Ready – SFX-to-ATX Bracket Included – Black

Corsair SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply – ATX 3.1 Compliant – PCIe 5.1 Ready – SFX-to-ATX Bracket Included – Black

(23)
$284.99
FREE delivery Wed, Oct 8
Loading...
Corsair CP-9020140-UK HX1200 1200 W 80+ Platinum Fully Modular Power Supply Unit - Black

Corsair CP-9020140-UK HX1200 1200 W 80+ Platinum Fully Modular Power Supply Unit - Black

(179)
$1,240.77
FREE delivery Oct 14 - 21
Loading...
Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black
Best Seller

Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black

(17,871)
$27.98$22.38
FREE delivery Tue, Oct 14 on your first order
500+ bought in past month
Loading...
CORSAIR iCUE Link XD5 RGB Elite LCD Pump-Reservoir Unit - D5 PWM Pump - 480x480 IPS LCD Screen - 22 Addressable RGB LEDs - 440ml Nylon Reservoir - White

CORSAIR iCUE Link XD5 RGB Elite LCD Pump-Reservoir Unit - D5 PWM Pump - 480x480 IPS LCD Screen - 22 Addressable RGB LEDs - 440ml Nylon Reservoir - White

(17)
$379.99
FREE delivery Sun, Aug 24
Loading...
CORSAIR iCUE Link XC7 RGB Elite CPU Water Block - Transparent Flow Chamber - 24 RGB LEDs - Fits Intel® LGA 1700, AMD® AM5 and Older - White

CORSAIR iCUE Link XC7 RGB Elite CPU Water Block - Transparent Flow Chamber - 24 RGB LEDs - Fits Intel® LGA 1700, AMD® AM5 and Older - White

(56)
$149.99$125.33
FREE delivery Sun, Aug 24
Loading...
CORSAIR Hydro X Series iCUE Link XH405i Custom Cooling Kit – Hardline Water Cooling Loop – XC7 Elite CPU Water Block – XD5 Elite D5 Pump Res – XR5 360mm Radiator – 3X QX120 RGB Fans

CORSAIR Hydro X Series iCUE Link XH405i Custom Cooling Kit – Hardline Water Cooling Loop – XC7 Elite CPU Water Block – XD5 Elite D5 Pump Res – XR5 360mm Radiator – 3X QX120 RGB Fans

(235)
$879.99
FREE delivery Sun, Aug 24
Loading...
acer Enduro T1 ET108-11A-80PZ Rugged Tablet, 8.0" WXGA IPS Touch, MediaTek MT8385 Octa-Core Processor, 4GB LPDDR4, 64GB eMMC, WiFi-5, Front 2MP Webcam, Rear 5MP Webcam, Handstrap, Android 9 Pie

acer Enduro T1 ET108-11A-80PZ Rugged Tablet, 8.0" WXGA IPS Touch, MediaTek MT8385 Octa-Core Processor, 4GB LPDDR4, 64GB eMMC, WiFi-5, Front 2MP Webcam, Rear 5MP Webcam, Handstrap, Android 9 Pie

(29)
$549.34
Loading...
Acer PM161Q Bbmiuux 15.6" Full HD (1920 x 1080) Widescreen Portable IPS Display | AMD FreeSync Technology | 4ms (G to G) | 2 Speakers | USB Type-C Cable and Mini HDMI Cable

Acer PM161Q Bbmiuux 15.6" Full HD (1920 x 1080) Widescreen Portable IPS Display | AMD FreeSync Technology | 4ms (G to G) | 2 Speakers | USB Type-C Cable and Mini HDMI Cable

(149)
$157.04$119.76
FREE delivery Mon, Aug 11
100+ bought in past month
Loading...
NEW POW 65W 18V-20V Universal Ultrathin AC Adapter Laptop Charger Power Supply for HP Lenovo Dell Asus Acer IBM Toshiba Samsung Sony Fujitsu Gateway Compatible Models Cord (15 Tips,Black)

NEW POW 65W 18V-20V Universal Ultrathin AC Adapter Laptop Charger Power Supply for HP Lenovo Dell Asus Acer IBM Toshiba Samsung Sony Fujitsu Gateway Compatible Models Cord (15 Tips,Black)

(962)
$26.99
FREE delivery Tue, Jun 17 on your first order
100+ bought in past month
Loading...
acer Chromebook 315 Laptop | Intel Pentium Silver N6000 | 15.6" Full HD IPS Touch | Intel UHD Graphics | 8GB LPDDR4X | 64GB eMMC | Wi-Fi 6 | DTS Audio | Protective Sleeve | Chrome OS | CB315-4HT-P8PQ

acer Chromebook 315 Laptop | Intel Pentium Silver N6000 | 15.6" Full HD IPS Touch | Intel UHD Graphics | 8GB LPDDR4X | 64GB eMMC | Wi-Fi 6 | DTS Audio | Protective Sleeve | Chrome OS | CB315-4HT-P8PQ

(35)
$449.99
FREE delivery Sun, Jun 15
Loading...
PC Gaming Headset Headphone Hook Holder Hanger Mount, Headphones Stand with Adjustable & Rotating Arm Clamp, Under Desk Design, Universal Fit, Built in Cable Clip Organizer EURPMASK
Best Seller

PC Gaming Headset Headphone Hook Holder Hanger Mount, Headphones Stand with Adjustable & Rotating Arm Clamp, Under Desk Design, Universal Fit, Built in Cable Clip Organizer EURPMASK

(26,414)
$9.57
FREE delivery Sat, Jun 14 on your first order
500+ bought in past month
Loading...
Ozeino Gaming Headset for Ps5 Ps4 PC, Over Ear Gaming Headphones with Noise Cancelling Microphone RGB Light, Deep Bass Stereo Sound Headset for Xbox Series X/S, Switch, Laptop, Mac, Phone

Ozeino Gaming Headset for Ps5 Ps4 PC, Over Ear Gaming Headphones with Noise Cancelling Microphone RGB Light, Deep Bass Stereo Sound Headset for Xbox Series X/S, Switch, Laptop, Mac, Phone

(6,291)
$33.99
Prime
500+ bought in past month
Loading...
Turtle Beach Stealth 600 Wireless Multiplatform Amplified Gaming Headset for Xbox Series X|S, Xbox One, PC, PS5, PS4, Nintendo Switch, & Mobile – Bluetooth, 80-Hr Battery, Noise-Cancelling Mic – Black
Best Seller

Turtle Beach Stealth 600 Wireless Multiplatform Amplified Gaming Headset for Xbox Series X|S, Xbox One, PC, PS5, PS4, Nintendo Switch, & Mobile – Bluetooth, 80-Hr Battery, Noise-Cancelling Mic – Black

(3,680)
$99.96
FREE delivery Tue, Oct 14
800+ bought in past month
Loading...
NEW SteelSeries Arctis Nova 3 Multi-Platform Gaming Headset - Signature Arctis Sound - ClearCast Gen 2 Mic - PC, PS5/PS4, Xbox Series X|S, Switch, Mobile

NEW SteelSeries Arctis Nova 3 Multi-Platform Gaming Headset - Signature Arctis Sound - ClearCast Gen 2 Mic - PC, PS5/PS4, Xbox Series X|S, Switch, Mobile

(9,500)
$99.98$67.37
PrimeFREE delivery Sat, Jun 14
100+ bought in past month