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Define your entire infrastructure - services, networking, storage, and multi-cloud deployment - in one simple compose.yaml file.

Separate task definitions and CloudFormation/Terraform templates required for infrastructure setup.

Deploy to GCP, Akash Network, or multiple providers with the same YAML. Choose geographic regions and data residency requirements.

Locked to AWS infrastructure. Multi-region possible within AWS, but no multi-cloud support.

Automatic mTLS, service discovery, and secure communication across services and regions with HashiCorp Consul.

Optional service mesh requires additional configuration. Locked to AWS ecosystem.

Specify GPU type and count in YAML. Automatic scheduling across providers with different GPU availability.

Must configure GPU-enabled EC2 instances separately. Limited GPU instance types compared to specialized GPU clouds.

Single file with intuitive structure. Most developers productive in hours. No new concepts beyond basic container knowledge.

Requires understanding of task definitions, services, clusters, ALB/NLB, IAM roles, security groups, VPCs, and AWS networking.

Define your entire infrastructure - services, networking, storage, and multi-cloud deployment - in one simple compose.yaml file.

Mix of gcloud commands and service.yaml files. Infrastructure requires separate Terraform/CloudFormation.

Deploy to GCP, Akash Network, or multiple providers with the same YAML. Choose geographic regions and data residency requirements.

Runs exclusively on Google Cloud Platform. No ability to deploy to other cloud providers.

Automatic mTLS, service discovery, and secure communication across services and regions with HashiCorp Consul.

No built-in service mesh. Services communicate over public internet or VPC peering.

Specify GPU type and count in YAML. Automatic scheduling across providers with different GPU availability.

Cloud Run does not support GPU workloads. Must use GKE or Compute Engine for GPU tasks.

Single file with intuitive structure. Most developers productive in hours. No new concepts beyond basic container knowledge.

Need to understand GCP IAM, Cloud Build, Artifact Registry, VPC, and gcloud CLI.

Define your entire infrastructure - services, networking, storage, and multi-cloud deployment - in one simple compose.yaml file.

Nomad job files define tasks, but networking and storage require separate Consul and external configuration.

Deploy to GCP, Akash Network, or multiple providers with the same YAML. Choose geographic regions and data residency requirements.

Can run anywhere, but requires manual setup and configuration for each cloud provider. No built-in multi-cloud orchestration.

Automatic mTLS, service discovery, and secure communication across services and regions with HashiCorp Consul.

Can integrate with Consul, but requires separate installation, configuration, and management.

Specify GPU type and count in YAML. Automatic scheduling across providers with different GPU availability.

Supports GPUs through device plugins, but requires manual configuration and scheduling constraints.

Single file with intuitive structure. Most developers productive in hours. No new concepts beyond basic container knowledge.

Requires learning Nomad, Consul, and Vault for complete setup. Simpler than Kubernetes but still significant learning curve.