
Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
StackRef records 765 monthly visits with +184.4% month-over-month growth and Contact for Pricing pricing. TinyFish records 1,124,952 monthly visits with +199.7% growth and Freemium, Contact for Pricing pricing.
Senior cloud, DevOps and security consulting plus a self-hosted hackathon manager
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | stackref.com | tinyfish.ai |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 765 (765) | 1.12M (1,124,952) |
| MoM Traffic Delta | +496 (+184.4%) | +749.57K (+199.7%) |
| Primary Market & Share | 🇮🇩 Indonesia (100%) | 🇺🇸 United States (27.4%) |
| Direct Visits / mo | 305 | 401.32K |
| User Rating | 4 | 4.4 |
| Supported Platforms | Website | Website |
Senior cloud, DevOps and security consulting plus a self-hosted hackathon manager
Hands-on architecture, security, and cost optimization across AWS, GCP, and Azure, led by a CISSP-certified architect with 20+ years of experience.
Focused engagements on hardening cloud environments and supporting compliance, with an emphasis on robust, well-governed infrastructure.
Practical work to reduce cloud spend and right-size infrastructure without sacrificing reliability.
A self-designed, self-hosted, end-to-end internal hackathon manager covering sandbox environments and AI scoring to run innovation events.

One API key for agent-grade web search, fetch, browsing and automation
Real browser-rendered search that returns structured JSON with fresh, uncached results from the live web, with no search fee.
Convert any URL into token-efficient Markdown, JSON or HTML, stripping navigation bars, cookie banners and ads before they reach your model.
Full cloud browser sessions with persistent state that you drive with Playwright, Puppeteer or the Chrome DevTools Protocol.
Give an agent a goal in plain English and it navigates, fills forms and returns structured results; monitoring fires alerts when a tracked page or topic changes.

Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
Free / Open-sourceProvides cleaner LLM-ready markdown conversion and crawling, but lacks TinyFish's interactive cloud browser automation capabilities.
Free / Open-sourceProvides cleaner LLM-ready markdown conversion and crawling, but lacks TinyFish's interactive cloud browser automation capabilities.

Offers superior neural web search designed for AI agents, but provides less comprehensive raw browser automation tools.

Delivers enterprise-grade proxy networks and scraping infrastructure, but involves a steeper learning curve than TinyFish.
Delivers enterprise-grade proxy networks and scraping infrastructure, but involves a steeper learning curve than TinyFish.

Free / Open-sourceGoogle's batteries-included framework for scalable web apps

Excels at converting URLs into clean markdown and embeddings, but lacks dedicated browser actuation and live search endpoints.
Excels at converting URLs into clean markdown and embeddings, but lacks dedicated browser actuation and live search endpoints.

Gives you robust headless browser automation and control, but requires more custom development than managed agent APIs.
Gives you robust headless browser automation and control, but requires more custom development than managed agent APIs.

SpecialistProvides independent web search and agent grounding, but lacks content fetching and browser automation features.
SpecialistProvides independent web search and agent grounding, but lacks content fetching and browser automation features.
Free / Open-sourceUses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
Free / Open-sourceUses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.

Provides reliable proxy and web scraping endpoints for data extraction, but lacks advanced agentic cloud browser workflows.
Provides reliable proxy and web scraping endpoints for data extraction, but lacks advanced agentic cloud browser workflows.

SpecialistLow-smoke, halogen-free rigid PVC conduit for safer electrical containment
SpecialistLow-smoke, halogen-free rigid PVC conduit for safer electrical containment