Anakin vs Zyte: one credit, not five pricing tiers

Pull structured data off a product page, a job listing, or a news article, and the first question isn't whether a tool can do it. Most can. The question is whether you know what that call costs before you run it, and whether the same API can also log in and do something once it has the data.

Zyte has been answering the first half of that question since 2010, when it shipped as Scrapinghub and built Scrapy, the open-source crawler now running in more than a million Python projects. For teams evaluating it as a Zyte alternative, Anakin.io answers both halves: one flat-priced API for reading the web, and Wire for acting on it.

Here's an honest look at where the two actually overlap, where Zyte pulls ahead, and where it has nothing to offer at all.

Anakin vs Zyte at a glance

Values are editorial assessments based on available documentation, not independently benchmarked figures.

What Zyte does well

Zyte earned its reputation the slow way. Fifteen years of anti-bot arms races means its request routing has seen almost every defense a target site can throw up, and it shows: Proxyway's 2025 Web Scraping API Report tested a field of scraping APIs against a set of heavily protected sites and put Zyte among the leaders on unblocking success (over 80%, ahead of most of the field), speed, and cost efficiency. That's a third-party benchmark, not a vendor claim, and it should be treated as real signal. On known, well-understood targets, Zyte is both fast and cheap.

The product itself is built around a single endpoint that classifies every request into one of five pricing/complexity tiers automatically, choosing plain HTTP or full browser rendering depending on what the target site needs. Layered on top is AI-powered extraction: send it a product page, an article, or a job listing, and it returns structured JSON using pre-built schemas, no CSS selectors or XPath required. For teams that already run Scrapy spiders, Scrapy Cloud gives them managed hosting with zero migration cost. For teams that just want a proxy layer and prefer to keep their own scraping logic, Smart Proxy Manager sells that piece on its own, starting at $29/month.

That's a real, credible product built by people who understand web scraping better than almost anyone else in the category.

The catch: five tiers, one estimator

The Proxyway result holds for 15 specific, well-characterized sites run at benchmark scale. The harder question is what happens on the other several hundred sites a growing AI pipeline ends up hitting that never made it into anyone's benchmark.

Zyte doesn't publish a flat price list. Every request's cost depends on which of five tiers the target site falls into, and that tier is only knowable by running the URL through Zyte's own cost estimator first. Public third-party pricing surveys put pay-as-you-go HTTP requests somewhere between $0.13 and $1.27 per 1,000, and browser-rendered requests between $1.01 and $16.08 per 1,000 (Use Apify web scraping pricing guide, 2026), a roughly 100x spread depending on which tier a site happens to land in. Monthly commitments of $100, $200, $350, or $500 buy discounts up to about 52% off list, but the underlying unpredictability doesn't go away, it just gets a smaller multiplier.

This isn't a one-off complaint. Proxyway's own report, the same one that ranks Zyte first on unblocking and speed, puts it plainly: Zyte "costs peanuts for basic targets but charges a premium for the toughest websites," with rates scaling by orders of magnitude once tougher protection mechanisms are involved (Proxyway 2025 Web Scraping API Report). For a team trying to budget an AI pipeline that hits dozens of different sites of unknown difficulty, that's a real planning problem, not a minor inconvenience.

Anakin.io takes the opposite bet: one credit per URL Scraper call, one credit per page for Crawl, one credit per Map request, known before the job runs, published on the pricing page, no estimator tool required.

curl -X POST https://api.anakin.io/v1/url-scraper/scrape \
  -H "X-API-Key: $ANAKIN_API_KEY" \
  -H "Content-Type: application/json" \
  --max-time 120 \
  -d '{
    "url": "https://example.com",
    "country": "us",
    "useBrowser": false,
    "generateJson": false
  }'

# Response (200 OK)
{
  "id": "job_abc123xyz",
  "status": "completed",
  "url": "https://example.com",
  "jobType": "url_scraper",
  "country": "us",
  "html": "...",
  "cleanedHtml": "
...
",
  "markdown": "# Page content...",
  "generatedJson": { "data": {} },
  "cached": false,
  "error": null,
  "createdAt": "2024-01-01T12:00:00Z",
  "completedAt": "2024-01-01T12:00:05Z",
  "durationMs": 5000
}

That single call costs one credit, browser rendering or not, regardless of which of Zyte's five tiers the equivalent request would fall into. Failed requests cost nothing. The free tier is 300 credits with no card required, and purchased credits never expire. Zyte's equivalent is a $5 trial credit that expires after 30 days.

Multi-page crawling: built in, or built by hand

Single-URL extraction is only half the job most pipelines actually need. Zyte's answer to "get every product page on this site" is Scrapy Cloud: stand up a Scrapy spider, host it, maintain it. That's a fine option for a team with in-house Python scraping expertise, but it's a project, not an API call.

Anakin's Crawl endpoint pulls up to 100 pages from a site in a single job, with includePatterns and excludePatterns to scope what gets pulled, combining sitemap parsing with link discovery. Map does the same job for URL discovery alone: up to 5,000 URLs per request, sitemap and link extraction, no spider required. Neither needs code hosted anywhere; both are async jobs submitted and polled like the scrape call above, with the same status field moving through pending, processing, completed, or failed.

Autonomous research: a question in, not a URL in

Every Zyte product starts the same way: you give it a URL. That's fine when the target is known, but a lot of what AI agents actually need to do is closer to "find out X" than "fetch this specific page."

Anakin's Agentic Search takes a research question instead of a URL, decomposes it into sub-queries, searches the web, scrapes full content from the top sources, and returns a structured, cited answer in one call, roughly 12 sources synthesized in about 4 seconds. Zyte has no equivalent at any tier. For an agent that needs to answer "who are this company's main competitors" rather than "scrape this one page," Zyte isn't part of the conversation at all, the same way it isn't for authenticated actions.

What Zyte can't do at all

This is the part worth being direct about: Zyte has no authenticated-action product. Nothing in its lineup logs into a site, fills a form, or clicks a button. It reads pages. That's the entire scope of the business, and it's honest about that scope. It also means for any workflow that needs to do something with an account rather than just extract from a public page, Zyte has nothing to offer, full stop.

Anakin's Browser API and Browser Sessions cover authenticated scraping with encrypted, saved sessions. Wire goes further: a catalog of 5,234 pre-built actions across 954 supported sites, running at the network layer rather than through a rendered browser, with p99 latency under 312ms and 99.95% uptime over the last 90 days (Wire product page). Need a site Wire doesn't cover yet? Submit a build request: Wire auto-tests and publishes on success.

None of this is Zyte's problem to solve. It's worth saying plainly, though, because a team evaluating "Zyte vs Anakin" purely on scraping quality is only looking at half the decision. If the roadmap includes anything beyond reading pages, Zyte isn't in that conversation at all.

AI agent integration: MCP or nothing

Most of the current generation of AI-native scraping tools ship a Model Context Protocol server, so an agent running in Claude Code, Cursor, or any MCP-compatible client can call the scraper directly inside its tool loop without custom glue code. Zyte doesn't currently offer one.

Anakin does. The same remote endpoint, https://mcp.anakin.io/mcp, works across Claude Code, Claude Desktop, Cursor, Cline, Windsurf, Zed, VS Code, and the Anthropic API directly, with OAuth handled at login instead of API keys sitting in config files. It bundles search that returns actual content snippets (not just links and titles), full-page scraping including JavaScript-heavy sites, and Wire's action catalog, all through one URL. (How to give Claude Code and Codex a real web data layer)

Compliance

Both companies hold ISO 27001 certification. Anakin also holds SOC 2 Type II. Zyte's public trust center lists ISO 27001, GDPR, and CCPA compliance, and the company co-authored the FISD Alternative Data Standards, but a SOC 2 report doesn't appear anywhere in its published materials. For teams where a SOC 2 Type II report is a procurement requirement, not a nice-to-have, that's a real gap worth confirming directly with Zyte before assuming it exists.

Cost, worked through

Take a pipeline pulling structured data from 50,000 pages a month, mostly product listings on mid-difficulty sites.

On Anakin, that's 50,000 URL Scraper calls at one credit each. At the Scale plan ($100/month, 120,000 credits), that volume fits comfortably inside the plan with room to spare, before any AI extraction add-ons.

On Zyte, the same volume sits somewhere in its tier system. Third-party pricing surveys suggest browser-rendered requests at a mid-range tier run roughly $2-6 per 1,000 with a $100/month commitment, which would put 50,000 requests somewhere in the $100-300 range depending entirely on which tier those specific sites land in. The honest answer is that the number can't be known precisely without running the actual target URLs through Zyte's estimator, which is itself the point. One of these numbers you can calculate from a pricing page before writing any code. The other requires testing your actual workload against a live tool first.

Values are editorial assessments based on available documentation, not independently benchmarked figures.

When Zyte is the better fit

A team with an existing Scrapy codebase, deep in-house Python scraping expertise, and workloads concentrated on a small, known set of target sites gets real value from Zyte's maturity. Fifteen years of anti-bot tuning is not nothing, and Scrapy Cloud removes the operational burden of self-hosting spiders a team has already written. If the workload never needs to log into anything and the team is comfortable running an estimator before committing to a price, Zyte's depth on the read side is genuine.

When Anakin is the better fit

Any AI agent pipeline that needs to know its cost per call before running it, needs multi-page crawling and URL discovery without hosting a spider, needs autonomous research without a URL, needs to eventually take an authenticated action instead of only reading public pages, or wants to plug into Claude Code or another MCP client without custom integration work. That's the workload Anakin was built for, and it's the workload Zyte doesn't fully cover.

Frequently asked questions

Is Zyte or Anakin cheaper for web scraping?

Anakin uses one flat credit per URL Scraper call regardless of target site, published upfront on its pricing page. Zyte prices per request across 5 tiers determined by the target site and request type, so the exact cost isn't knowable without running Zyte's own cost estimator first.

Does Zyte support authenticated scraping or taking actions on a website?

No. Zyte is a read-only scraping product with no authenticated-action capability. Anakin's Browser API, Browser Sessions, and Wire (a catalog of 5,234 pre-built actions across 954 sites) cover logging in, filling forms, and taking actions that Zyte cannot.

Does Zyte have an MCP server for AI agents?

Not as of August 2026. Anakin offers a remote MCP server at mcp.anakin.io/mcp that works across Claude Code, Claude Desktop, Cursor, and other MCP-compatible clients, bundling search, scraping, and Wire's action catalog behind one URL.

Is Zyte a good alternative to Anakin for teams using Scrapy?

Yes, for teams with existing Scrapy spiders or deep in-house Python scraping expertise, Zyte's Scrapy Cloud offers managed hosting with no migration cost. Zyte also holds a top ranking in Proxyway's 2025 Web Scraping API Report for unblocking success and speed on benchmarked sites.

Can Zyte search the web without a URL, the way Anakin's Agentic Search does?

No. Every Zyte product requires a starting URL. Anakin's Agentic Search takes a research question instead and returns a synthesized, cited answer from multiple sources in one call.

Get started with 300 free credits, no card required, or see the full pricing breakdown for URL Scraper, Crawl, Map, and Wire.