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Creating a Web Scraping Pipeline: Scheduling Recurring Tasks with Various Methods

3 min readMar 31, 2023

Introduction

Building a reliable web scraping pipeline often requires scheduling recurring tasks to fetch and process data regularly. In this article, we will explore various methods to schedule these tasks, complete with code snippets to help you set up your web scraping pipeline effectively.

Photo by Icons8 Team on Unsplash

If you are not able to visualise the content until the end, I invite you to take a look here to catch-up!

Outline

  1. Using Python’s Built-in sched Module
  2. Utilizing time.sleep() in Python
  3. Scheduling with Cron on Unix-based Systems
  4. Using Task Scheduler on Windows
  5. Deploying Scheduled Tasks with Celery
  6. Automating Web Scraping with Cloud Functions

1. Using Python’s Built-in sched Module

Python’s sched module allows you to schedule tasks within your Python script.

import sched
import time

def scrape_data():
# Your web scraping code here
print("Scraping data...")
s = sched.scheduler(time.time, time.sleep)
def schedule_scraping(sc):
scrape_data()
s.enter(3600, 1, schedule_scraping, (sc,))…

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Jonathan Mondaut
Jonathan Mondaut

Written by Jonathan Mondaut

Engineering Manager & AI at work Ambassador at Publicis Sapient

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