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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.
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Outline
- Using Python’s Built-in
sched
Module - Utilizing
time.sleep()
in Python - Scheduling with Cron on Unix-based Systems
- Using Task Scheduler on Windows
- Deploying Scheduled Tasks with Celery
- 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,))…