Best Apify Alternatives for AI Agent Web Scraping (2026)

By the fastCRW team · Published 2026-05-11 · Last reviewed 2026-05-11

Disclosure: This roundup is written by the fastCRW team. fastCRW is included in the comparison below. We have tried to be accurate about competitor strengths and weaknesses; verify pricing and feature claims independently before making a purchasing decision.

How we evaluated these tools

This isn't a vendor-blind shootout — we run fastCRW. To keep the comparison honest, every claim about a competitor is anchored in primary sources (their pricing page, docs, GitHub repo, or first-party announcements). Where we describe fastCRW's performance, we point to our public benchmark — full latency distribution and a one-command repro on AGPL-3.0 self-host (see benchmark methodology) — rather than restating frozen numbers here. Where we cite competitor numbers, the source is linked inline. We do not publish head-to-head latency comparisons we haven't measured ourselves on the same hardware. Pricing and feature lists were last verified on 2026-05-11 — vendors change these often, so confirm before deciding.

What changed in 2026 (read this first)

On 14 April 2026, Apify announced it would sunset rental Actor pricing within six months. Teams that depended on rental-tier Actors must either rebuild their integrations on Apify's standard pay-per-compute pricing, port to an Actor maintainer's own service, or move to an alternative platform. This post is for the third group.

If you're not affected by the rental pricing change and just want a faster, lighter, or cheaper scraper, the rest of this post still applies — the alternatives below were already valid choices before April.

Short Answer

Apify is a powerful managed scraping platform with a deep Actor marketplace. After the rental pricing sunset, teams that liked the marketplace's "click-to-scrape" model are looking at three categories of alternatives: simpler scraping APIs, code-first scraping libraries, and enterprise proxy networks. Here's the quick breakdown:

• fastCRW — Best for AI agents. Firecrawl-compatible on the /scrape, /crawl, /map, /search overlap surface, built-in MCP server, single small Rust binary, local-first low latency, AGPL-3.0 self-host. The lightweight our Apify comparison's heavyweight platform.
• Firecrawl — Best feature-complete scraping API with screenshots, PDF parsing, and a mature SDK matrix (Python, JavaScript, Go, Rust). Self-host is a Docker Compose stack.
• Crawl4AI — Best for Python teams that want deep extraction customization. Apache-2.0 licensed; heavier footprint than fastCRW.
• ScrapingBee — Best simple rendering API with managed proxies and CAPTCHA solving.
• Bright Data — Best enterprise proxy network with the largest IP pool (72M+).
• Octoparse — Best no-code visual scraping tool for non-developers.
• Zyte — Best for e-commerce scraping with automatic data extraction.

If you want a 1:1 deep comparison of fastCRW vs Apify (migration path, request-shape differences, pricing math), see Apify vs fastCRW: When to migrate (2026). This post is the broader category landscape.

Why Look for Apify Alternatives?

Apify has real strengths — the Actor marketplace, managed infrastructure, and the open-source Crawlee framework. But several factors push teams to look elsewhere:

• Rental Actor sunset (April 2026): The 14 April announcement gave teams six months to migrate off rental pricing. Some Actor maintainers are absorbing the change; others are not. If your integration depends on a rental Actor whose maintainer isn't migrating, you need an alternative.
• Cost at scale: Pay-per-compute pricing means costs grow linearly with usage. For continuous scraping workloads, self-hosted tools like fastCRW are dramatically cheaper.
• Platform lock-in: Actors that use Apify-specific APIs (storage, queues, datasets) are hard to migrate. You're building on their platform, not your own.
• Overkill for AI scraping: Most AI agent and RAG use cases need "URL → markdown" — not a full scraping platform with marketplaces and cloud runtimes.
• API design: Apify has its own API design that does not match Firecrawl-style endpoints. Switching to or from Apify means rewriting client code; switching between Firecrawl-compatible tools is far cheaper.
• JavaScript-first: Crawlee (Apify's open-source framework) is JavaScript-first. Python or Rust teams need to maintain a separate runtime.

Comparison Table

1. fastCRW — Best for AI Agent Scraping

fastCRW is a Rust-based scraping and search server that takes the opposite approach from Apify. Instead of a full platform with marketplaces and cloud runtimes, fastCRW gives you a single statically-linked binary with a tiny idle footprint and fast cold start that turns URLs into clean markdown with low, local-first latency — see the full latency distribution and one-command repro on our public benchmark.

Why fastCRW Over Apify

• Purpose-built for AI: Built-in MCP server (crw_search, crw_scrape, crw_crawl, crw_map, crw_check_crawl_status), markdown output optimized for LLMs, structured JSON extraction via /v1/scrape with formats: ["json"]. Designed for the use case most AI teams need.
• Self-host for free: One Docker command, tiny idle footprint, runs on a $5/month VPS. No per-request fees, no compute metering.
• Firecrawl-compatible on overlap surface: If you're moving off Apify but already had a Firecrawl-shaped client (LangChain's FirecrawlLoader, the official firecrawl Rust/JS SDKs), fastCRW accepts the same calls after a base-URL swap plus minor field-name and error-envelope adjustments. See the compatibility matrix for row-level diff.
• No vendor lock-in: Standard REST API. Your client code works with fastCRW, Firecrawl, or any compatible service.
• Low local-first latency: Runs next to your own workloads instead of going through Apify's cloud runtime — see the full latency distribution on our public benchmark.

Where Apify Is Still Better

• Pre-built scrapers: Apify's marketplace had hundreds of Actors for specific websites (Amazon, LinkedIn, Google). fastCRW gives you a general-purpose API — you write the logic for specific sites. After the rental sunset, the marketplace's relative strength has narrowed but is still real for the standard pay-per-compute Actors.
• Managed infrastructure: Apify handles servers, scaling, and monitoring. With fastCRW, you manage the server (or use the fastCRW Cloud managed plan).
• Browser automation: Apify/Crawlee has mature Playwright integration for complex SPAs. fastCRW uses a lighter browser-fallback path that handles most sites but isn't at Playwright-level for complex interactions.
• Data storage: Apify provides datasets, key-value stores, and request queues. fastCRW is stateless — you store data in your own infrastructure.

Best for: AI agents, RAG pipelines, and teams that want a fast, lightweight scraping API without platform lock-in. For the deep 1:1 fastCRW vs Apify comparison see Apify vs fastCRW: When to migrate (2026). For Rust-specific evaluation see Firecrawl self-hosted Rust crate — two paths in 2026.

2. Firecrawl — Best Feature-Complete API

Firecrawl is one of the most feature-rich scraping APIs on the market. If you're leaving Apify because you want a simpler API (not a simpler platform), Firecrawl gives you the same breadth of features in a cleaner REST interface.

Pros

• Screenshots, PDF/DOCX parsing, structured extraction
• Mature SDKs in Python, JavaScript, Go, Rust
• Self-hosted option (AGPL-3.0)
• Cloud-only Fire-engine anti-bot for cloudflare-protected JS-heavy SPAs
• /v1/agent Spark models and /v1/deep-research on the Cloud surface
• Active development with regular releases

Cons

• Higher per-request latency than a local-first Rust engine — see the head-to-head distribution on our public benchmark
• Self-host is a Docker Compose stack: API + workers + Postgres + Redis, with a much larger memory baseline and slower cold start
• Hosted pricing per page adds up at scale ($83/mo Standard for 100k credits vs fastCRW $69/mo for 100k)

Best for: Teams that need a complete scraping API with features like screenshots, PDF parsing, or Fire-engine anti-bot. For the head-to-head see Firecrawl alternative; for Rust-specific paths see Firecrawl self-hosted Rust crate.

3. Crawl4AI — Best Python Extraction Library

Crawl4AI is a Python scraping library focused on AI extraction. If you're leaving Apify because you want more control over extraction logic in Python, Crawl4AI gives you custom hooks, chunking strategies, and a Pythonic API. Apache-2.0 licensed (more permissive than AGPL-3.0).

Pros

• Deep Python integration — extraction hooks in your language
• LLM-optimized chunking strategies
• Screenshot support via Playwright
• Apache-2.0 license
• Good documentation for AI use cases

Cons

• ~2 GB Docker image, 300 MB+ idle RAM
• Python-only — no language-agnostic REST API as primary interface
• No Firecrawl-compatible API surface
• REST server mode less mature than the Python library
• No built-in horizontal scaling

Best for: Python teams that want custom extraction logic and don't mind the heavier footprint. For the head-to-head see CRW vs Crawl4AI.

4. ScrapingBee — Best Simple Rendering API

ScrapingBee takes the simplest possible approach: send a URL, get rendered HTML back. It handles browser rendering, proxy rotation, and CAPTCHAs behind a single endpoint. Much simpler than Apify for teams that don't need a full platform.

Pros

• Extremely simple API — one endpoint for rendered HTML
• Built-in proxy rotation and CAPTCHA solving
• No infrastructure to manage
• Screenshot support
• Good JavaScript rendering

Cons

• No self-hosting option
• Returns raw HTML, not markdown — conversion is your problem
• Per-credit pricing at scale
• No AI-specific features (no extraction, no MCP)
• No crawl or map endpoints — single pages only

Best for: Teams that just need rendered HTML from an API without the complexity of a scraping platform. See ScrapingBee alternatives.

5. Bright Data — Best Enterprise Proxy Network

Bright Data is the largest proxy network provider (72M+ residential IPs). If you're leaving Apify because you need better proxy coverage or enterprise-grade anti-bot bypass, Bright Data is the next step up.

Pros

• 72M+ residential IPs across 195 countries
• Enterprise-grade anti-bot bypass
• Web Scraper IDE for visual scraper building
• Pre-built datasets for common targets
• SOC 2 compliant, enterprise support contracts

Cons

• Expensive — enterprise pricing with minimum commitments
• Complex pricing model (per GB, per request, per IP type)
• No self-hosting
• No Firecrawl-compatible API or MCP server
• Overkill for most AI scraping use cases

Best for: Enterprise teams that need massive proxy coverage and compliance certifications. See Bright Data alternatives.

6. Octoparse — Best No-Code Scraping

Octoparse is a visual, point-and-click scraping tool. If you're leaving Apify because your team doesn't write code, Octoparse provides a GUI for building scrapers without programming.

Pros

• Visual point-and-click interface — no coding required
• Template scrapers for popular websites
• Scheduled scraping with cloud execution
• Export to CSV, Excel, databases
• IP rotation built in

Cons

• No REST API for programmatic access
• Desktop application required for scraper building
• No markdown output or AI-specific features
• Subscription pricing
• Limited customization compared to code-based tools
• Not suitable for AI agent integration

Best for: Non-technical teams that need data extraction without writing code.

7. Zyte — Best for E-Commerce Scraping

Zyte (formerly Scrapinghub) is the company behind Scrapy. They offer a managed scraping platform with automatic data extraction that's particularly strong for e-commerce — product pages, pricing, reviews. If Apify's e-commerce Actors aren't cutting it, Zyte's automatic extraction is worth evaluating.

Pros

• Automatic data extraction — handles layout changes without reconfiguration
• Strong e-commerce extraction (products, prices, reviews)
• Built on Scrapy — mature crawl foundation
• Smart proxy rotation (Zyte Proxy Manager)
• API and Scrapy plugin interfaces

Cons

• Per-request pricing
• Less flexible than general-purpose tools for non-e-commerce use cases
• No Firecrawl-compatible API
• No MCP server or AI agent integration
• Steeper learning curve for the full platform

Best for: Teams focused on e-commerce data extraction that need automatic handling of layout changes.

Which Apify Alternative Should You Choose?

Self-Hosting vs Managed: The Cost Math

Apify charges based on compute units. For continuous scraping workloads, this adds up:

• Apify: A moderate workload (10,000 pages/day) costs roughly $49-149/month on their platform, depending on Actor complexity and compute needs. After the rental sunset, costs may shift further depending on which standard Actors you use.
• fastCRW self-hosted: The same workload runs on a $5-12/month VPS. fastCRW's tiny idle footprint means you can handle significant throughput on minimal hardware. AGPL-3.0 license — you pay for the server, not the software.
• fastCRW Cloud: 500 free credits to start, then $69/mo Standard for 100k credits — generally cheaper than Apify for continuous workloads because there's no compute overhead.

The break-even point is low. If you're scraping more than a few hundred pages per day, self-hosting fastCRW (or moving to fastCRW Cloud) saves money immediately.

Migrating off rental Actors — quick checklist

1. Inventory rental Actor dependencies. Check Apify Console → Actors → Filter by pricing model. Note which Actors are rental, who maintains them, and what they do (scrape a specific site, run a workflow, etc.).
2. For each rental Actor, classify the migration path:
   • Site-specific scraper (e.g., Amazon product) → either move to a maintainer's standalone service, or write the equivalent against fastCRW / Firecrawl using the site-specific selectors.
   • Generic crawler / mapper → move to fastCRW /v1/crawl or /v1/map.
   • LLM extraction Actor → fastCRW /v1/scrape with formats: ["json"] + JSON schema, or Firecrawl /v1/extract.
   • Workflow / dataset orchestration → Apify's standard pay-per-compute pricing still applies; or move the orchestration to your own scheduler (Cron, Airflow, Temporal) calling fastCRW.
3. Estimate cost. Compare projected fastCRW Cloud cost ($69/mo Standard for 100k credits) vs Apify standard pricing for the same workload. For most teams the migration pays for itself in 1-2 months.
4. Pilot with 5% of traffic. Run fastCRW alongside Apify for the highest-volume rental Actor first. Validate output parity before cutover.
5. Cutover before the six-month deadline. Don't wait. Pricing changes are a forcing function — better to migrate on your schedule than the vendor's.

Getting Started

Self-Host fastCRW for Free

docker compose up

AGPL-3.0 licensed. No per-request fees. GitHub · Docs

Try fastCRW Cloud

Don't want to manage servers? fastCRW is the managed version — 500 free credits, no credit card required. Same API, no infrastructure to maintain.

Sources

• Apify rental Actor pricing sunset announcement (14 April 2026): blog.apify.com
• Apify pricing: apify.com/pricing
• Firecrawl pricing: firecrawl.dev/pricing
• Crawl4AI repository (Apache-2.0): github.com/unclecode/crawl4ai
• ScrapingBee pricing: scrapingbee.com
• Bright Data product overview: brightdata.com
• Octoparse: octoparse.com
• Zyte: zyte.com
• fastCRW verified benchmarks and raw data: benchmarks/firecrawl-dataset
• fastCRW ↔ Firecrawl capability matrix (overlap surface, divergences): COMPATIBILITY-firecrawl.md

Pricing and feature claims verified on 2026-05-11. If you spot stale information, please open an issue on github.com/us/crw.

Also see: Apify vs fastCRW: When to migrate (2026) · Firecrawl alternative · Firecrawl self-hosted Rust crate · Firecrawl vs Crawl4AI vs CRW · CRW vs Crawl4AI · Best self-hosted scrapers