Web Scraping30 min read

Scraping Architecture

Design a clean scraping system: separation of fetch, parse, and store layers for maintainable and scalable scrapers.

David Miller
November 24, 2025
2.4k61

As scrapers grow, one-file scripts become messy.

Good scrapers are designed like systems.

Three main layers

  1. Fetch → get pages
  2. Parse → extract data
  3. Store → save results

Why separate layers

  • easier debugging
  • reusable code
  • easy changes when site updates

Example structure

def fetch(url):
    return requests.get(url, headers=headers).text

def parse(html):
    soup = BeautifulSoup(html, "html.parser")
    return soup.select_one(".title").text

def store(data):
    print(data)  # or save to file/db
html = fetch(url)
data = parse(html)
store(data)

Graph: architecture

flowchart LR
  A[Fetch] --> B[Parse]
  B --> C[Store]

Real projects add

  • retries
  • logging
  • error handling
  • queues

Remember

  • Design early, save pain later
  • Clean layers make scrapers robust
#Python#Advanced#Architecture