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Bright Data is the largest traditional proxy and web data vendor, built around residential IP infrastructure rather than AI-native developer experience. Most teams who land here are evaluating whether the legacy enterprise contract is still the right fit for an AI product, or whether a newer scraping API can do the same job with cleaner integration and lower per-page cost.
Each alternative below is in the serp.fast directory with its own independent review. Bright Data is not – we don't list traditional proxy-first vendors. The prose summarizes the trade against Bright Data specifically.
Firecrawl is the AI-native default. Single API call returns LLM-ready Markdown plus optional structured fields with JS rendering and anti-bot built in. Per-page pricing starts around $0.001 with no enterprise contract required. The right swap when targets aren't aggressively defended and you want to ship in days, not quarters.
Scrapfly handles the heavily-defended sites that justify Bright Data without the per-GB billing model. Anti-Scraping Protection bypass is the headline feature, and the API is self-serve. Strong fit when you specifically need anti-bot capability but don't want the proxy plumbing visible.
ZenRows is the budget-tier anti-bot scraping API. Concierge Mode resolves Cloudflare and DataDome on the same request, and pricing scales linearly without contract minimums. The right fit if Bright Data's price is the primary blocker.
Apify is the marketplace alternative. Instead of a generic API, you rent or build site-specific Actors that produce structured data. Better than Bright Data when your scraping needs are concentrated on a small set of high-value sites with stable schemas.
Zyte is the most direct enterprise-tier substitute, particularly if you're already invested in the Scrapy ecosystem. Smart Proxy Manager plus AI-aware extraction APIs from the company that maintains Scrapy. Different positioning, similar enterprise reliability.
ScraperAPI is the established mid-market option. Mature, broad site coverage, automatic proxy rotation, and DataPipeline for scheduled bulk extractions. A pragmatic step down from Bright Data when you don't need the largest residential pool.
Crawl4AI is the open-source path. Self-host the scraper and skip per-page fees entirely; pay infrastructure only. The right answer if Bright Data's proxy product is what you actually need, and you want to integrate proxies separately rather than buy them bundled.
ZenRows and ScraperAPI sit at the lowest commercial price tier, both starting around $0.001-0.002 per request with no enterprise contract. Crawl4AI is fully free if you self-host. Firecrawl is a similar low price point with a free tier you can validate without a sales call.
Firecrawl. It's purpose-built for AI use cases, returns LLM-ready Markdown, and has SDKs that drop into the LangChain and LlamaIndex ecosystems. Crawl4AI is the open-source equivalent if you'd rather self-host.
Scrapfly, ZenRows, and Firecrawl all bypass Cloudflare and DataDome on most public pages. Bright Data's Web Unlocker has a higher success rate on the most aggressively defended targets, but the gap is narrower than it was two years ago. Test on your actual target list before committing.
Stay if your targets are aggressively defended, your volume is well above 1M pages per month, and you already have a procurement contract that prices favorably. Bright Data's residential pool is genuinely the broadest, and that matters for the hardest sites. For everything else, the AI-native scraping APIs ship faster and cost less.
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