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
- Fetch → get pages
- Parse → extract data
- 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
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