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Dagster vs Apify

AI Automation tools comparison · Updated 2026

Choosing between Dagster and Apify? Both are popular AI Automation tools. Dagster starts at Freemium and focuses on Asset-centric orchestration. Apify starts at Freemium and specializes in Actor marketplace. Here's a detailed side-by-side comparison to help you decide.

At a Glance

Dagster Apify
Category AI Automation AI Automation
Pricing freemium freemium
Starting Price Freemium Freemium
Best For data-engineering, orchestration, python web-scraping, automation, data-extraction
Features 6 listed 6 listed

Dagster

Open-source asset-centric data orchestration for building and managing data pipelines.

AI Automation freemium
VS

Apify

Full-stack web scraping and browser automation platform with Actor marketplace.

AI Automation freemium

Feature Comparison

Dagster Apify
Asset-centric orchestration Actor marketplace
Software-defined assets Headless browsers
Built-in testing Proxy management
Observability Cloud infrastructure
Partitions API access
Type system Scheduled runs

Pricing Comparison

Dagster

freemium

Free open source. Dagster Cloud free tier. Plus from $100/mo. Pro custom pricing.

Apify

freemium

Free with $5/mo platform credits. Starter $49/mo. Scale $499/mo. Enterprise custom.

Pros & Cons

Dagster

Pros
  • + Asset-centric approach
  • + Excellent testing
  • + Strong type system
  • + Good documentation
Cons
  • Learning curve
  • Smaller ecosystem than Airflow
  • Python-only
  • Resource intensive

Apify

Pros
  • + Rich Actor marketplace
  • + Scalable infrastructure
  • + Good documentation
  • + Generous free tier
Cons
  • Learning curve for custom actors
  • Compute costs add up
  • Complex pricing
  • Debugging can be hard

The Verdict

Both Dagster and Apify are strong AI Automation tools. Dagster stands out for Asset-centric approach, making it ideal if that's your priority. Apify excels at Rich Actor marketplace, which may be more important for your workflow.

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