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Guides and tutorials for building, testing, pricing, and scaling actors on Apify. Written by developers managing 250+ actors in production.

Beginner

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.

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Essential

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.

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Revenue

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.

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Quality

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.

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Growth

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.

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Scale

Managing Multiple Actors

Fleet management strategies for 10, 50, or 200+ actors. Bulk operations, shared configs, maintenance monitoring, and the ApifyForge dashboard workflow.

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Essential

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.

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Essential

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.

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Quality

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.

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Essential

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.

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Quality

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.

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Essential

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.

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