I'm building a small data team scraper and need something low maintenance

If you want low-maintenance scraping for a small data team, the best option is usually to avoid “building a scraper” from scratch unless you truly need full control.

Best low-maintenance approaches

1) Use a managed scraping service

Good if you want reliability with minimal ops.

Examples:

• Apify
• Bright Data
• Zyte
• ScrapingBee
• Oxylabs

Why this is low maintenance:

• Handles proxies, retries, headers, rotation
• Less breakage from rate limits / anti-bot measures
• Often includes scheduling and storage/export

Best for:

• Small teams
• Multiple sites
• Sites that change often

2) Use browser automation only where needed

If the site is mostly static, avoid Playwright/Selenium unless necessary.

Recommended stack:

• Requests/httpx + BeautifulSoup/lxml for simple pages
• Playwright only for JS-heavy pages

Why:

• Simpler scrapers are easier to maintain
• Browser automation is heavier and breaks more often

3) Build a small scraper framework once

If you want to own it, make it boring and modular:

Core pieces:

• Fetch layer
• Parse layer
• Retry/rate-limit layer
• Storage layer
• Monitoring/alerting

Suggested stack:

• Python
• httpx or requests
• lxml / BeautifulSoup
• Playwright only as fallback
• SQLite/Postgres
• Cron / Airflow / Prefect for scheduling
• Sentry / Slack alerts for failures

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What makes a scraper low maintenance

Focus on:

• Stable selectors instead of brittle CSS paths
• Retry with backoff
• Logging + alerts
• Data validation
• Incremental crawling instead of full refreshes
• Clear config per site
• Tests against saved HTML fixtures

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My practical recommendation

For a small team, I’d suggest:

Option A: Managed service

• Fastest to production
• Least maintenance

Option B: Python scraper + Playwright only for exceptions

• Best balance of cost and control
• Good if you have a few sites and some engineering support

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A good default stack

If I had to pick one:

• Python
• httpx
• BeautifulSoup or lxml
• Playwright only for dynamic pages
• Postgres
• Prefect or cron
• Sentry + Slack alerts

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If you want, I can recommend a setup based on:

1. how many sites you’re scraping,
2. whether they’re JS-heavy, and
3. your budget.