Modal vs Nebius
Updated March 10, 2026
Overview
Modal is a serverless cloud platform for running AI workloads with zero infrastructure management. Developers write Python code and Modal handles containerization, GPU provisioning, scaling, and scheduling automatically. The platform supports GPU-accelerated functions, scheduled jobs, web endpoints, and batch processing, making it particularly popular for ML pipelines, model serving, and data processing tasks.
Nebius (Nasdaq: NBIS) is a major GPU cloud provider spun off from Yandex, offering large-scale NVIDIA GPU clusters for AI training and inference. With data centers in Europe and expanding globally, Nebius provides enterprise-grade AI infrastructure with competitive pricing and dedicated support for large-scale AI workloads.
Key features
Core capabilities each platform advertises.
- Serverless cloud for AI
- Python-native container orchestration
- Auto-scaling GPU infrastructure
- Pay-per-second billing
- Built-in web endpoints
Strengths and tradeoffs
What each tool does well, and the limitations to keep in mind.
Pros
- Serverless simplicity without infrastructure management
- Generous USD 30 monthly free credits
- Pay-per-second billing prevents waste
- Easy Python-first development
Cons
- Costs accumulate with heavy GPU usage
- Limited to Python ecosystem
- Cold starts can add latency
Pros
- Massive scale with 2+ GW contracted power, expanding to 3+ GW
- Latest NVIDIA hardware including B200 Blackwell and GB300
- Up to 35 percent savings with reserved capacity
- Strong employee satisfaction (4.5/5) in Amsterdam
Cons
- No free trial makes evaluation difficult without upfront commitment
- Work-life balance concerns cited by some employees
- Over 90 percent Russian language creates barrier for non-Russian speakers
- Newer player compared to established cloud providers
Modal or Nebius — which should you choose?
Choose Modal if you wantChoose if you want
- Serverless model inference
- Data processing pipelines
- Batch jobs with GPU acceleration
- Development environments with GPUs
- Auto-scaling AI APIs
Choose Nebius if you wantChoose if you want
Compare Modal and Nebius on your own traffic
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