I need something that works better than hand built scrapers

If you want something “better than hand-built scrapers,” the right answer depends on what you’re trying to extract and from where. In many cases, a scraper is actually the wrong tool.

Here are the main alternatives, from most robust to most flexible:

1) Official APIs

Best option if available.

• More stable than scraping
• Less likely to break
• Usually legally safer
• Easier to maintain

Examples: REST APIs, GraphQL APIs, partner feeds, webhooks.

2) Data providers / aggregators

If the target data is already available through a vendor.

• Less engineering effort
• Usually cleaner data
• Often includes normalization and rate limits

3) Browser automation with extraction

If there is no API and the site is highly dynamic.

• Tools: Playwright, Puppeteer, Selenium
• Better than raw HTML scraping for JS-heavy sites
• Still brittle, but often more reliable than classic scrapers

4) Managed scraping platforms

If you need scale and less maintenance.

• Examples: Apify, Zyte, Bright Data, Oxylabs
• Handle proxies, retries, browser rendering, anti-bot measures
• Useful when scraping is unavoidable

5) LLM-assisted extraction

Good when page structures vary a lot and you want flexible parsing.

• Use an LLM to convert messy HTML/text into structured JSON
• Best as a layer on top of fetching, not a replacement for data retrieval
• Can reduce parsing logic, but needs validation

6) Change the source of truth

If you control the data flow, the strongest solution is to avoid scraping entirely.

• Export endpoints
• Internal databases
• Event streams
• Feeds or file drops

What “works better” usually means

If you’re asking for:

• Reliability: APIs or data feeds
• Lower maintenance: managed platforms or APIs
• Dynamic JS sites: browser automation
• Flexibility across messy pages: LLM-assisted extraction
• Scale: managed platforms + orchestration

Practical recommendation

If you’re currently hand-building scrapers, a common upgrade path is:

1. Check for an API or feed
2. If not, use Playwright instead of plain requests/BeautifulSoup
3. Add a managed proxy/scraping service if you’re blocked by anti-bot
4. Use an extraction layer (rules or LLM) to normalize output
5. Add monitoring and tests so failures are detected quickly

If you want, I can recommend a concrete approach based on:

• the site type,
• whether it’s static or JS-heavy,
• your volume,
• and whether you need this for one site or many.