Bright Data vs Apify 2026: Which Data Collection Platform Should You Choose?
Bright Data and Apify both power large-scale web data collection, but they solve different problems. Bright Data is a proxy network plus managed datasets and Scraping Browser. Apify is an Actor marketplace and cloud scraping platform with an SDK. Choose Bright Data when unblocking and pre-built datasets matter most; choose Apify when you build custom scrapers, want scheduling, or need the 30,000+ Actor ecosystem. Try Bright Data · Try Apify
Summary verdict
| Use case | Better fit |
|---|---|
| Highest-scale enterprise scraping | Bright Data |
| Pre-built datasets (SERP, e-commerce, etc.) | Bright Data |
| Compliance-sensitive, legal-grade data | Bright Data |
| Maximum anti-bot unblocking | Bright Data |
| Custom developer-built scrapers | Apify |
| Actor marketplace ready-made solutions | Apify |
| LLM/AI integration, MCP, scheduling | Apify |
| More accessible entry-level pricing | Apify |
Platform vs infrastructure: the core difference
The cleanest way to frame this choice is that Apify is a platform (PaaS) and Bright Data is infrastructure (IaaS). Apify treats scrapers as software: you build Actors locally with Crawlee, version them in Git, deploy through the CLI, chain them with webhooks, and monitor from a dashboard. Bright Data treats scraping as an infrastructure problem: its core product is the network (residential, ISP, datacenter, and mobile IPs) plus managed unblocking, and the tooling sits on top of that network. That single distinction predicts most of the differences below. Developer workflow and the Actor marketplace favor Apify, while raw proxy scale and managed unblocking favor Bright Data.
For a structured, evergreen feature-by-feature breakdown, see Apify vs Bright Data.
Product overview
Bright Data
Bright Data provides:
- Proxy network — Residential, datacenter, mobile, ISP proxies. Global IP pools for bypassing blocks.
- Managed datasets — Pre-collected SERP, e-commerce, and social data. Subscribe and download; no code.
- Scraping Browser — Cloud Playwright/Puppeteer with built-in unblocking, CAPTCHA solving, fingerprinting. See Bright Data Scraping Browser.
You bring your code or use their APIs. Bright Data handles the network layer. Best for teams that need the strongest unblocking and/or turnkey datasets.
Apify
Apify provides:
- Actor platform — Deploy Docker containers (Actors) that run in the cloud. Write Node/Python with Crawlee or Playwright.
- Actor marketplace — 30,000+ pre-built Actors for Google Search, Amazon, LinkedIn, maps, and more.
- SDK and integrations — Run Actors via API, schedule with cron, wire to Make.com, n8n, and MCP.
You run code in Apify's infrastructure. Best for developers who build custom scrapers or want ready-made solutions with scheduling and webhooks.
Pricing comparison
| Dimension | Bright Data | Apify |
|---|---|---|
| Model | Pay-per-GB (proxies), per-dataset (datasets), per-GB (Scraping Browser) | Compute units (CPU + memory × time) |
| Proxy cost | ~$8–15/GB residential, ~$1–2/GB datacenter | Included in Actor runs; proxy add-on for residential |
| Scraping Browser | ~$5–8/GB | N/A (use Playwright Cloud or own browser) |
| Free tier | Trial credits | $5 free monthly |
| Entry paid | Pay-as-you-go or ~$499/mo (Scraping Browser) | $49/mo |
| Scale | Enterprise custom | $499/mo, custom |
Bright Data's strength is proxy and dataset volume at scale. Apify's strength is predictable compute-based pricing and lower barrier to entry. For custom scrapers on easy targets, Apify is often cheaper. For hard anti-bot targets and pre-built datasets, Bright Data can be more cost-effective.
When Bright Data wins
- Maximum unblocking — Largest proxy network, Scraping Browser with fingerprinting and CAPTCHA. Best for LinkedIn, Amazon, Cloudflare.
- Pre-built datasets — SERP, e-commerce, review data. Subscribe and receive; no scraper maintenance.
- Compliance — Legal frameworks, terms of service, data residency. Enterprise-focused.
- Scale — Billions of requests. Built for high-volume extraction.
When Apify wins
- Custom scrapers — Full control with Crawlee/Playwright. Deploy, run, schedule.
- Actor marketplace — 30,000+ ready-made scrapers. Run from UI or API.
- LLM/AI integration — MCP server, webhooks, integrations. Fits AI pipelines.
- Accessible pricing — $5 free tier, $49/mo. Easier to start without large commitment.
Feature comparison
| Attribute | Bright Data | Apify |
|---|---|---|
| Proxy network | ✓ Largest, residential/datacenter/mobile/ISP | ✓ Apify Proxy (residential, datacenter) |
| Managed datasets | ✓ SERP, e-commerce, social, etc. | ✗ No; Actors produce datasets |
| Code environment | Your infra or their APIs | ✓ Cloud Actors (Node, Python) |
| Marketplace | Datasets, not scrapers | ✓ 30,000+ Actors |
| Scraping Browser | ✓ Cloud Playwright with unblocking | Playwright Cloud (separate) |
| AI / MCP integration | API-based | ✓ MCP server, webhooks |
| Pricing model | Per GB, per dataset | Compute units |
| Best for | Enterprise, unblocking, datasets | Developers, custom scrapers, scheduling |
Can you use both?
Yes. Many teams run Apify Actors with Bright Data proxies. Configure Bright Data as a custom proxy in your Actor input. Apify executes the logic; Bright Data provides the IPs. See Apify proxy configuration for how to wire external proxies.
Use Bright Data when:
- Your target blocks Apify Proxy
- You need Scraping Browser for hard sites
- You want managed datasets
Use Apify when:
- You need scheduling and webhooks
- You want Actor marketplace scrapers
- You build custom logic with Crawlee/Playwright
Decision flowchart
- Do you need pre-built datasets (SERP, e-commerce) without running scrapers? → Bright Data
- Are you building custom scrapers and want scheduling? → Apify
- Is your target heavily anti-bot (LinkedIn, Cloudflare)? → Bright Data Scraping Browser or Bright Data proxies
- Do you want the Actor marketplace and MCP? → Apify
- Need both? → Apify Actors + Bright Data proxies
Migration and hybrid patterns
Teams often start with one platform and add the other:
- Apify-first — You run Actors on Apify. Targets block Apify Proxy. Add Bright Data as a custom proxy. No code change beyond proxy config.
- Bright Data-first — You use datasets and Scraping Browser. You need scheduling and webhooks. Trigger Bright Data APIs from Make.com, n8n, or a small Apify Actor that acts as an orchestrator.
- Side-by-side — Use Bright Data for the hardest targets (LinkedIn, Amazon) and Apify for everything else. Unify outputs in a data warehouse or downstream pipeline.
If unblocking is the main blocker, start with Bright Data. If you need custom logic and scheduling, start with Apify. You can add the other later.
Depends on use case. Bright Data is stronger for unblocking, managed datasets, and enterprise scale. Apify is stronger for custom scrapers, scheduling, and the Actor marketplace.
Yes. Configure Bright Data as a custom proxy in your Apify Actor. Pass the proxy URL in Actor input or proxy configuration.
Apify is often cheaper for custom scrapers on easier targets (compute units). Bright Data can be more cost-effective for hard anti-bot targets and when you need their proxy scale.
Apify has Playwright Cloud for browser execution. Bright Data Scraping Browser has stronger built-in unblocking and CAPTCHA solving.
Apify has 30,000+ Actors. Bright Data has managed datasets (pre-collected data) rather than scrapers.
Use Apify Actors with Bright Data proxies when Apify Proxy is blocked but you want Apify's scheduling, Actors, and integrations.
Bright Data's Web Unlocker is a managed service that handles IP rotation, fingerprint management, and CAPTCHA solving transparently so you get the unblocked page back without managing the anti-bot layers yourself. Apify offers a comparable managed unblocking product, but for the hardest targets (Cloudflare Turnstile, DataDome) Bright Data's Web Unlocker and Scraping Browser remain the more specialized option.