Compliance Scanner, Actor Recommender & Comparisons
How to use ApifyForge's compliance risk scanner to assess legal exposure, the actor recommender to find the best tool for your task, and head-to-head comparisons to evaluate competing actors.
ApifyForge includes three tools for evaluating actors before you commit: the Compliance Risk Scanner for legal exposure, the Actor Recommender for finding the right tool, and head-to-head Comparisons for evaluating competing actors. These tools help you make informed decisions about which actors to use and what risks to be aware of.
Compliance Risk Scanner
The Compliance Risk Scanner at apifyforge.com/tools/compliance-scanner assesses the legal and regulatory risk of using specific Apify actors.
What it checks
The scanner evaluates three categories of risk for each actor:
**PII risk** — does this actor collect personally identifiable information? It scans the actor's description and output fields for keywords indicating personal data collection: emails, phone numbers, names, addresses, employee data, salary information, resumes, and similar identifiers. Actors that collect PII trigger obligations under GDPR (EU), CCPA (California), PIPEDA (Canada), and other privacy regulations.
**ToS risk** — does this actor scrape a platform that prohibits automated data collection? The scanner checks against a database of platform-specific rules:
- **HIGH risk**: LinkedIn, Facebook, Instagram — these platforms actively litigate against scrapers - **MEDIUM risk**: Amazon, Google, YouTube, TikTok, Indeed, Glassdoor — these prohibit scraping in their Terms of Service but enforcement varies - **LOW risk**: Reddit, Yelp, Zillow — public data sources with less aggressive enforcement
**Regulation mapping** — based on the identified PII and ToS risks, the scanner lists which specific regulations may apply and links to the relevant legal text. Regulations covered include GDPR, CCPA/CPRA, the Computer Fraud and Abuse Act (CFAA), the ePrivacy Directive, CAN-SPAM, and PIPEDA.
Risk levels
Each actor gets an overall risk score:
- **LOW** (green) — generally safe. Public data, no PII, permissive platform ToS. Proceed with standard caution. - **MEDIUM** (amber) — proceed with care. Review the specific regulations flagged and ensure your use case complies. Consider adding data handling safeguards. - **HIGH** (red) — significant legal exposure. The actor collects PII from platforms that actively litigate against scrapers. Consult legal counsel before using in production.
Important limitations
The scanner provides awareness, not legal advice. It identifies risk factors based on keywords and known platform policies, but it cannot evaluate your specific use case, jurisdiction, or business context. A HIGH risk rating does not mean the activity is illegal — it means there are significant compliance considerations you should review with qualified legal counsel. Similarly, a LOW risk rating does not guarantee compliance — local regulations, industry-specific rules, or contractual obligations may apply.
Practical use
Run the scanner across your actor fleet to identify which actors have the highest compliance exposure. Prioritize legal review for HIGH risk actors. For MEDIUM risk actors, document your lawful basis for data processing and implement appropriate data handling measures. For LOW risk actors, standard data management practices are typically sufficient.
Actor Recommender
The Actor Recommender at apifyforge.com/recommend helps you find the best Apify actor for your task using natural language search.
How it works
Type what you want to accomplish in plain English. Examples:
- "scrape Google Maps business listings with reviews" - "find email addresses for companies" - "monitor Amazon product prices" - "extract TikTok video metadata"
The recommender searches across actor titles, descriptions, and categories to find matches. Results are ranked by a composite score:
- **Keyword relevance** — how well the actor's description matches your query - **Success rate** — actors with higher reliability score higher, because a cheaper actor that fails 30% of the time is not actually cheaper - **Usage volume** — popular actors are battle-tested by many users, reducing the risk of undiscovered bugs - **PPE pricing** — cost-effectiveness at typical volumes
Tips for better results
Be specific about what data you need, not just what website you want to scrape. "Extract business names, phone numbers, and reviews from Google Maps" gets better results than "Google Maps scraper" because it matches against actors that specifically mention those output fields.
If the top recommendation does not fit, look at the 2nd and 3rd results. Actors lower in the ranking might be better for your specific volume, budget, or output format requirements. Use the Cost Calculator and Schema Registry to evaluate each option in detail.
Head-to-Head Comparisons
The comparison pages at apifyforge.com/compare evaluate competing actors side by side across objective metrics.
What each comparison includes
Each comparison page covers a specific category — contact scrapers, lead generation tools, review scrapers, and more. The page shows:
- **Feature matrix** — all competing actors as columns, evaluation criteria as rows - **PPE price per result** — what each actor charges per unit of output - **Success rate** — 30-day reliability percentage - **Total users** — adoption and popularity - **Output field count** — how much data each actor returns per result - **Proxy requirements** — whether each actor needs datacenter, residential, or no proxies - **Special features** — unique capabilities specific to each actor
Editorial context
The comparisons are curated and maintained, not auto-generated from raw data. Each one includes guidance on which actor is best for which scenario. For example:
- "Actor A is best for small batches under 100 results because of its low minimum cost" - "Actor B is more economical for bulk runs over 10,000 results due to volume pricing" - "Actor C has the richest output schema but requires residential proxies, adding to cost"
Currently available comparisons
Browse all comparisons at apifyforge.com/compare. New comparison pages are added as the actor catalog grows and new competitive categories emerge. If you want a comparison for a category that does not exist yet, use the feedback form to request it.
Using comparisons with other tools
The comparison gives you the overview. Then drill deeper with:
- **Cost Calculator** — model exact costs for your specific volume - **Schema Diff** — compare output fields between the top two contenders - **Input Tester** — check what parameters each actor accepts before running
This workflow — compare, estimate cost, check schema, validate input — takes 5 minutes and prevents weeks of regret from choosing the wrong actor.
Related guides
Getting Started with Apify Actors
A complete walkthrough from zero to your first deployed actor. Covers project structure, Actor.main(), input schema, Dockerfile, and your first Apify Store listing.
Understanding PPE Pricing
How Pay Per Event works, how to set prices that attract users while covering costs, and common pricing mistakes that leave money on the table.
How to Monetize Your Actors
Revenue strategies beyond basic PPE. Tiered pricing, free-tier funnels, bundling actors into MCP servers, and tracking revenue with ApifyForge analytics.
Actor Testing Best Practices
Use the ApifyForge test runner and regression suite to validate actors before every deploy. Define test cases, set assertions, and integrate with CI/CD.
Store SEO Optimization
How Apify Store search works, what metadata matters, and how to write READMEs that rank. Includes the quality score breakdown and how ApifyForge tracks it.
Managing Multiple Actors
Fleet management strategies for 10, 50, or 200+ actors. Bulk operations, shared configs, maintenance monitoring, and the ApifyForge dashboard workflow.
Cost Planning Tools: Calculator, Plan Advisor & Proxy Analyzer
How to use ApifyForge's cost planning tools to estimate actor run costs, choose the right Apify subscription plan, and pick the most cost-effective proxy type for each scraper.
AI Agent Tools: MCP Debugger, Pipeline Builder & LLM Optimizer
How to use ApifyForge's AI agent tools to debug MCP server connections, design multi-actor pipelines, optimize actor output for LLM token efficiency, and generate integration templates.
Schema Tools: Diff, Registry & Input Tester
How to use ApifyForge's schema tools to compare actor output schemas, browse the field registry, and test actor inputs before running — preventing wasted credits and broken pipelines.
The ApifyForge Testing Suite
Five cloud-powered testing tools for Apify actors: Schema Validator, Test Runner, Cloud Staging, Regression Suite, and MCP Debugger. How they work together and when to use each one.
The Complete ApifyForge Tool Suite
All 14 developer tools in one guide: testing, schema analysis, cost planning, compliance scanning, LLM optimization, and pipeline building. What each tool does, when to use it, and how they work together.