/Scrape-Websites-with-Python-FastAPI-Celery-NoSQL

Learn how to scrape websites with Python, Selenium, Requests HTML, Celery, FastAPI, & NoSQL with Cassandra via AstraDB.

Primary LanguageJupyter NotebookApache License 2.0Apache-2.0

Scrape Websites with Python & NoSQL

Learn how to scrape websites with Python, Selenium, Requests HTML, Celery, FastAPI, & NoSQL.

Here's what each tool is used for:

  • Python 3.9 download - programming the logic.
  • AstraDB sign up - highly perfomant and scalable database service by DataStax. AstraDB is a Cassandra NoSQL Database. Cassandra is used by Netflix, Discord, Apple, and many others to handle astonding amounts of data.
  • Selenium docs - an automated web browsing experience that allows:
    • Run all web-browser actions through code
    • Loads JavaScript heavy websites
    • Can perform standard user interaction like clicks, form submits, logins, etc.
  • Requests HTML docs - we're going to use this to parse an HTML document extracted from Selenium
  • Celery docs - Celery providers worker processes that will allow us to schedule when we need to scrape websites. We'll be using redis as our task queue.
  • FastAPI docs - as a web application framework to Display and monitor web scraping results from anywhere

This series is broken up into 4 parts:

  • Scraping How to scrape and parse data from nearly any website with Selenium & Requests HTML.
  • Data models how to store and validate data with cassandra-driver, pydantic, and AstraDB.
  • Worker & Scheduling how to schedule periodic tasks (ie scraping) integrated with Redis & AstraDB
  • Presentation How to combine the above steps in as robust web application service

Setup your system.

Below is a preflight checklist to ensure you system is fully setup to work with this course. All guides and setup can be found in the setup directory of this repo.

Preflight checklist

  • [] Install Selenium & Chromedriver - setup guide
  • [] Install Redis - setup guide
  • [] Create a virtual environment & install dependencies
  • [] Setup an account with DataStax
  • [] Create your first AstraDB and get API credentials
  • [] Use cassandra-driver to verify your connection to AstraDB