Best Bright Data Alternatives for Structured B2B Company Data in 2026

The most important thing to clarify when looking for a Bright Data alternative is what you’re actually trying to replace. Bright Data (founded 2014 as Luminati Networks, rebranded 2021) is a web data infrastructure company offering proxy networks, scraping APIs, and browser automation tools for collecting raw web data. It reports over $300M in annual revenue and serves more than 20,000 customers.


If what you need is web scraping infrastructure (proxies, bot-detection bypass, structured extraction from specific websites) there are direct Bright Data alternatives. But if what you actually need is structured B2B company data without building and maintaining scrapers yourself, that’s a different category entirely.

Two types of Bright Data alternatives

Most teams searching for a Bright Data alternative fall into one of two camps:

Camp 1: You need web scraping infrastructure – You’re building a data pipeline that collects from specific websites. You want proxy networks, anti-bot solutions, or structured extraction tools. In that case, you’re looking for a direct Bright Data alternative in the infrastructure sense.

Camp 2: You need structured B2B company data – You were using Bright Data to collect job postings, company news, or technology signals, and you want that data ready to use without building scrapers. In that case, what you actually need is a data provider, not another infrastructure tool.

PredictLeads: the Bright Data alternative for structured company signals

PredictLeads is a data provider delivering structured B2B company signals via API, flat files, webhooks, and MCP, with no scraping infrastructure required. If your goal is to have job openings, news events, technographics, and financing data available to query and enrich with, PredictLeads is a direct Bright Data alternative for that use case.

AreaPredictLeadsBright Data
Product typeStructured B2B data providerWeb scraping infrastructure
Engineering to get startedIntegrate API or load flat filesBuild and maintain scrapers
Job openings2.8M+ companies, 9.2M+ active, ready to queryMust build and run job scrapers
News events9.6M+ structured events in 37 categoriesRaw web crawl — no categorization
Technologies50,000+ technologies, multi-sourceNo structured tech dataset
Financing events204,000+ structured funding recordsNot available as a product
Data qualityDeduplicated, normalized, categorizedRaw — cleaning is your responsibility
DeliveryAPI, Flat Files, Webhooks, MCPProxies, APIs, browser automation
Time to first dataHoursWeeks to months (pipeline build time)

All PredictLeads statistics in this article reflect June 2026 data.

Example: A sales intelligence startup wants to power their product with job openings data and company news. Using Bright Data, they’d need to build crawlers for millions of career pages and thousands of news sources, manage proxy rotation, deduplicate results, and normalize job titles (months of engineering work). With PredictLeads, they integrate the API and have clean, structured data the same day. Engineering effort shifts from data collection to product building.

Direct Bright Data alternatives (infrastructure)

If you do need scraping infrastructure specifically, these are worth evaluating:

Oxylabs: proxy networks and web scraping APIs, similar positioning to Bright Data. Residential, datacenter, and ISP proxies with structured extraction capabilities.

Apify: open-source scraping platform with a marketplace of pre-built scrapers. More developer-friendly, lower cost entry point than Bright Data for many use cases.

ScrapingBee: headless browser API for JavaScript-heavy pages. Simpler pricing and easier integration than Bright Data for teams that don’t need enterprise proxy scale.

When Bright Data is still the right tool

If you need to collect data from a specific website that no structured provider covers, Bright Data’s infrastructure is genuinely well-suited. PredictLeads covers job openings, news events, technographics, financing events, similar companies, and key customers. If your data need falls outside those datasets, you may still need scraping infrastructure.

How to choose

NeedBest fit
Structured job openings data, ready to use todayPredictLeads
Company news events with categories and timestampsPredictLeads
Technographic signals from multiple sourcesPredictLeads
Custom web scraping for a specific siteBright Data, Oxylabs, or Apify
Proxy networks for large-scale crawlingBright Data or Oxylabs
Open-source scraping with pre-built actorsApify

Create a free PredictLeads account and test the job openings and news events datasets. 100 free API credits per month, no contract required.

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