Web Scraping34 min read
Security and Safe Scraping
Learn how to keep your scraper secure: protect credentials, avoid injections, handle secrets safely, and prevent accidental data leaks.
David Miller
December 3, 2025
2.7k88
When scrapers move to production, security becomes critical.
You may deal with:
- API keys
- login credentials
- cookies
- private datasets
If leaked, they can cause real damage.
Never hard-code secrets
Bad:
API_KEY = "my-secret-key"
Good: use environment variables
import os
API_KEY = os.getenv("API_KEY")
Run with:
export API_KEY="my-secret-key"
python main.py
Use .env file (local dev)
API_KEY=my-secret-key
DB_PASS=strongpassword
from dotenv import load_dotenv
load_dotenv()
Validate external input
Never trust scraped or user data blindly.
def clean(text):
return text.strip()[:200]
Avoid logging secrets
Do NOT log:
- passwords
- tokens
- cookies
Graph: secure flow
flowchart LR
A[Secrets] --> B[Env Variables]
B --> C[Scraper]
C --> D[Safe Usage]
Remember
- Secrets go in env vars
- Sanitize all data
- Think like an attacker
#Python#Advanced#Security