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
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