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Scrape event data from Meetup.com

Scraping event data from Meetup.com involves extracting information such as event names, dates, locations, descriptions, and attendee counts from Meetup’s public pages. However, it’s important to note:

  1. Legal and ethical considerations: Meetup.com’s terms of service usually prohibit unauthorized scraping. Always check their policies and consider using official APIs.

  2. Use the Meetup API if possible: Meetup provides an API that allows developers to access event data in a structured and authorized way.

  3. If scraping is still necessary: Use web scraping techniques carefully and respectfully, respecting rate limits and avoiding harm to the site.


How to scrape event data from Meetup.com (technical overview)

1. Identify target pages:

  • Meetup event pages follow a URL pattern like https://www.meetup.com/{group-name}/events/{event-id}/.

  • Group pages list events, e.g., https://www.meetup.com/{group-name}/events/.

2. Tools and libraries:

  • Python with requests and BeautifulSoup for static content scraping.

  • selenium or playwright for dynamic content loaded by JavaScript.

  • meetup-api or direct REST API calls (recommended).

3. Example with Python and BeautifulSoup (basic static scraping):

python
import requests from bs4 import BeautifulSoup url = 'https://www.meetup.com/{group-name}/events/' headers = { 'User-Agent': 'Mozilla/5.0 (compatible; YourBot/1.0)' } response = requests.get(url, headers=headers) if response.status_code == 200: soup = BeautifulSoup(response.text, 'html.parser') events = soup.find_all('li', {'class': 'event-listing-container'}) # Example class, inspect the page for actual class names for event in events: title = event.find('h3').get_text(strip=True) date = event.find('time').get('datetime') location = event.find('address').get_text(strip=True) if event.find('address') else 'Online' print(f'Title: {title}nDate: {date}nLocation: {location}n') else: print('Failed to retrieve page')

4. For JavaScript-rendered pages:

Use Selenium to load pages and extract content:

python
from selenium import webdriver from selenium.webdriver.chrome.options import Options from bs4 import BeautifulSoup options = Options() options.add_argument('--headless') driver = webdriver.Chrome(options=options) driver.get('https://www.meetup.com/{group-name}/events/') html = driver.page_source soup = BeautifulSoup(html, 'html.parser') # Parse events as above driver.quit()

Using Meetup API (recommended):

Meetup offers an API to access public group and event data, requiring an API key and OAuth.

Example API endpoint for events:

bash
https://api.meetup.com/{group-name}/events

This returns JSON data with detailed event info, including:

  • Event name

  • Date/time

  • Location

  • Description

  • RSVP counts

Using the API is more reliable, respects the platform’s policies, and is easier to maintain.


If you want, I can help generate a full script using the Meetup API or scraping code based on your specific target groups or event types.

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