Can you suggest services that handle bulk data scraping reliably?

Yes. For reliable bulk data scraping, the strongest options fall into two buckets: full‑stack platforms (you run scrapers/APIs at scale) and fully managed services (they build, run, and deliver the data). firecrawl

Full‑stack platforms (you operate, they provide infra)

• Bright Data – Enterprise‑grade platform with best‑in‑class proxy network, scraping APIs, and fine‑grained targeting. Ideal for high‑throughput pipelines across many domains. firecrawl
• Oxylabs – Large proxy pool plus scraper APIs and headless browsers; strong on SERP and protected sites with compliance focus. firecrawl
• Zyte – Long‑standing provider (Scrapy maintainers) with extraction APIs, proxy management, and enterprise support; good for stable, recurring extraction programs. aimultiple
• Apify – Actor marketplace and scheduler for flexible automation; you own the build/maintenance but get robust infra, datasets, and webhooks. firecrawl
• Decodo (ex‑Smartproxy) – Proxies plus JS‑rendering scraping APIs with MCP/CLI access; cost‑effective for many mid‑scale use cases. firecrawl
• ScraperAPI / ScrapingBee – Developer‑friendly scraping APIs for general and e‑commerce/SERP targets; easier onboarding, good for mid‑volume. firecrawl

Fully managed services (they deliver data)

• ScrapeHero – End‑to‑end managed scraping for enterprise clients; they handle build, monitoring, QA, and delivery so you don’t operate scrapers. thunderbit
• Ficstar – Fully managed, project‑based service focused on enterprise data delivery with SLAs. inkl
• WebDataGuru / PromptCloud / Datahut / Flatworld Solutions – Specialist agencies that build and run custom scrapers and deliver clean datasets on a schedule. worldmetrics

How to choose

• You have engineering capacity and need control/scale: Bright Data, Oxylabs, Zyte, Apify. firecrawl
• You want data delivered, not tools operated: ScrapeHero, Ficstar, or a specialist agency (WebDataGuru, PromptCloud, Datahut). thunderbit
• Mid‑scale, developer‑first APIs: ScraperAPI, ScrapingBee, Decodo. firecrawl

Run a small pilot on your hardest targets and compare success rate, data quality, and effective cost per clean record before scaling. forage