Compare

Modal vs Railway

Railway offers easy app deployment but lacks fine-grained GPU pricing and AI-specific tooling

Which to pick

Pick Modal if you want…

  • Serverless GPU-accelerated AI workloads
  • Integrations with Python or GCP Marketplace (on Modal's list, not Railway's)

Pick Railway if you want…

  • All-in-one cloud deployment and scaling
  • Simple app deployment
  • Integrations with GitHub, Docker or Railway CLI (on Railway's list, not Modal's)

Side by side

What it is
Modal:Modal provides serverless cloud infrastructure for building, training, and serving Python AI workloads with on-demand GPU and CPU compute.
Railway:Railway is a full-stack cloud platform that lets developers deploy apps, databases and services with automatic scaling, monitoring and networking.
Best for
Modal:Serverless GPU-accelerated AI workloads
Railway:All-in-one cloud deployment and scaling
Who it’s for
Modal:AI engineers and data scientists building scalable Python models and pipelines
Railway:Developers and teams who want to ship web apps and services without managing infrastructure.
Pricing
Modal:Freemium
Railway:Freemium
Plans
Modal:Starter $0 + compute · Team $250 + compute
Railway:Free Free · Hobby Free
Works with
Modal:Python, GCP Marketplace
Railway:GitHub, Docker, Railway CLI

Modal features

  • Pay-per-second billing. Charges only for actual CPU, GPU, memory, and network usage, billed by the second.
  • Instant autoscaling. Containers spin up/down in 1-2 seconds based on request volume.
  • GPU-focused compute. Supports a range of Nvidia GPUs (A100, H100, RTX PRO 6000, etc.) with per-second pricing.
  • Python-first containers. Deploy any containerized Python app, ideal for inference, training, and data pipelines.
  • Integrated notebooks & sandboxes. Serverless notebooks and sandboxes that burst resources only when needed.
  • Enterprise features. Custom domains, static IP proxy, RBAC, SSO, audit logs, and HIPAA compliance.

Railway features

  • One-click Deploy. Connect a repo and Railway auto-configures, builds and deploys the app instantly.
  • Visual Project Canvas. See and edit the entire stack, networking and resources on a visual canvas.
  • Instant Networking. Private connections, public endpoints, SSL and load balancing are provisioned automatically.
  • Auto Scaling & Replicas. Scale CPU, RAM or add replicas with load balancing, globally.
  • Built-in Observability. Logs, metrics, traces and alerts are available in a single dashboard.
  • Preview Environments. Every pull request gets an isolated preview environment with one-click rollbacks.

Modal vs Railway FAQ

Is Modal or Railway free?+

Modal has a free plan (Starter) and paid plans. Railway has a free plan and paid plans.

Do Modal and Railway integrate with the same tools?+

Their integration lists don't overlap: Modal lists Python and GCP Marketplace; Railway lists GitHub, Docker and Railway CLI.

On DevHunt

Based on each tool's website and DevHunt data. Details may change; check the official sites.