Beam vs Denvr Dataworks

Only charged when your code runs, no charges for cold starts or server spin-up

Memory snapshots and GPU checkpoint restore bring containers back in seconds, which Beam reports as up to 35x faster than a traditional cold boot

Run untrusted code safely in isolated environments for AI agents and code interpreters

Pause and resume sessions while maintaining filesystem, memory, and running processes

Scale to zero when idle, burst to thousands of containers in seconds

Bring your own Docker images for full environment control, including running the Docker daemon inside containers

NVIDIA Blackwell, Hopper and Ampere GPUs alongside Intel Gaudi 2 accelerators

Granular billing for on-demand workloads in addition to reserved contracts

Provision managed applications, virtual machines in 1x to 8x GPU configurations, or direct bare-metal hosts

Up to 1,024 GPU clusters connected by 3,200 Gbps non-blocking InfiniBand with tenant-isolated VPC networking

Deploy foundation or custom models on dedicated GPU endpoints with OpenAI API compatibility

Fully managed NVMe shared storage and petabyte-scale shared filesystems for AI workloads and large datasets