Best Bright Data alternative for scraping many APIs

I went to Bright Data once to grab data from a few sites. I expected to make a request. Instead I was choosing between the Web Unlocker and the Scraping Browser, reading up on residential versus datacenter proxies, and filling in a compliance form about what I planned to do with the data.

It's a serious platform built for serious scale. That was the problem. I had a small job, and the front door was built for a large one.

None of that is Bright Data doing something wrong. It's what an enterprise web-data platform looks like: proxies you configure, products you pick between, compliance you clear, and HTML you parse on the other end. It's a lot of machinery when all you want is a list of rows back.

What I wanted was to make one call and get the data. That's the case this post is about. Here's where Bright Data is the right tool, and where calling an API and paying per request wins.

Where Bright Data is strong

Bright Data earns it when collecting data at scale is the job, not a thing you want to be done with quickly.

• Scale and control of the network. It runs one of the largest proxy networks anywhere, residential, ISP, mobile, and datacenter, with fine geo-targeting and session control. If you run big crawls and need to control how requests look on the wire, little else competes.
• It gets through the hard targets. The Web Unlocker and Scraping Browser are built to handle heavy anti-bot defenses, the CAPTCHAs, the fingerprinting, the blocks, at volume. For sites that fight back hard, that's real engineering you'd rather not rebuild.
• Enterprise compliance. A KYC process, a compliance team, a GDPR and CCPA posture, and signed agreements. If you're a company that needs that paperwork before you can scrape anything, Bright Data is set up to hand it to you.
• Raw building blocks. Proxies, a headless browser, scraper APIs, and prebuilt datasets. If you're assembling a custom collection pipeline, the toolbox is deep and you can build exactly what you need.

If that's your job, Bright Data deserves its place. The rest of this is for when you just want the data from a few sources without standing up a collection stack to get it.

Where AnyAPI wins

If you're not running collection at scale, most of that platform is setup you don't need. Here's what changes when you call one API instead.

Nothing to clear before your first call

Bright Data's front door is built for scale, so it asks scale-sized questions up front. You sign up, clear a KYC and use-case review for the residential network, pick which product fits, set up a proxy zone, and then parse what comes back. For a big ongoing operation that setup pays for itself. For a small job it's a wall.

Paying per request skips all of it. You sign up, top up a few dollars, and make the call. There's no minimum to commit to and no review to pass, so your first successful row is minutes away, not an afternoon.

A known price per call

Bright Data's proxies bill per gigabyte, and its scraper products bill per thousand requests or records, depending on which one you used. The proxy bill is the tricky one. Since you pay for bandwidth, the same job costs wildly different amounts depending on how heavy the pages are.

Paying per request takes page weight out of it. You pay a known price per successful call, whatever the page weighs and however many times it had to retry behind the scenes. Multiply it by your call count and you have your bill.

One endpoint, nothing to assemble

With Bright Data you decide the architecture: which product, which proxy type, and how to parse the HTML the Unlocker hands back. That control is the point of the platform, and it's work. Pulling from six sources can mean six different setups.

Call AnyAPI and it's one endpoint per source. Same key, same request pattern, and the response comes back as normalized JSON, so there's no HTML to parse and no selectors to babysit when a site changes its markup. To add a source you change the source name.

If a source breaks, it falls back

Sites change and block, and any single scraper has bad days. With Bright Data, getting unblocked is a thing you tune: rotate proxies, switch products, adjust the browser. That's control when you want it and a chore when you don't.

AnyAPI can fall back to another provider for the same data without you changing your code. A blocked or failed call also costs you nothing, so one upstream having a bad day isn't a line on your bill.

One call, any source

Here's what it looks like. You POST to one URL with the source you want and your key. The data comes back as normalized JSON, at a price you already knew.

curl https://api.getanyapi.com/v1/run/google.search \
  -H "Authorization: Bearer $ANYAPI_KEY" \
  -d '{"query": "wireless earbuds"}'

import os, requests

r = requests.post(
    "https://api.getanyapi.com/v1/run/google.search",
    headers={"Authorization": f"Bearer {os.environ['ANYAPI_KEY']}"},
    json={"query": "wireless earbuds"},
)
print(r.json())

const r = await fetch("https://api.getanyapi.com/v1/run/google.search", {
  method: "POST",
  headers: { Authorization: `Bearer ${process.env.ANYAPI_KEY}` },
  body: JSON.stringify({ query: "wireless earbuds" }),
});
console.log(await r.json());

The same call works for anything in the catalog. To switch sources you change the source and the input, and that's it: same auth, same JSON, same wallet. No proxy to configure, and no product to choose first.

Bright Data vs paying per request, at a glance

Who should switch

Just want the data from a handful of sources? Call an API and pay per request. You don't want to clear a KYC review, size a monthly plan, or pick between five products to fetch a few pages. You want one key, a known price per call in USD, and JSON you don't have to parse.

Running large-scale collection, or need the compliance paperwork and proxy control? Stay on Bright Data. At real volume, against hard targets, with signed agreements, that's what it's built for. Plenty of teams run both: Bright Data for the heavy custom crawls, an API for the common sources they just want pulled.

If you're comparing a scraper marketplace instead of an infrastructure platform, I ran the same comparison for the best Apify alternative and the best RapidAPI alternative. And if you're wiring this up for an AI agent, paying per call is what lets an agent buy data with no account.

Want one key, US dollar pricing per call, and no minimum or KYC to get started across hundreds of data APIs? Browse the catalog or see how pricing works.