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Anycloud vs Azure Container Apps for HTTP services

Updated October 2026

Choose Azure Container Apps when you want Azure-managed container infrastructure, autoscaling, and revision traffic splitting. Choose an Anycloud Service when you want a published HTTP container on explicitly selected compute, with a stable URL and the same CLI used for Jobs and VMs.

Compare scaling and updates

Azure Container Apps provides managed HTTPS ingress, multiple application revisions, traffic splitting, and autoscaling based on HTTP traffic or other triggers. Most applications can scale to zero.

Anycloud Services remain running until termination or upgrade. Anycloud currently has no replica autoscaling. A VM-backed Service upgrade preserves its public URL but replaces the workload with downtime. Choose based on those lifecycle requirements as well as the container image.

Launch the HTTP image with Anycloud

Assuming Anycloud and a named Azure credential are configured, replace the placeholders with a Service ID and an available Azure VM type:

anycloud service ghcr.io/example/inference:latest \
  --id <service-id> \
  --credentials <azure-credential> \
  --vm-type <azure-vm-type>
anycloud status <service-id>
anycloud logs <service-id> --follow

The image must start the server by default and listen on 0.0.0.0:$PORT; the default port is 8088. With public ingress, the endpoint is https://<service-id>.anycloud.sh. Keep the compute target in an unattended command; omitting it with a named credential requires an interactive picker.

Use a Service for a managed HTTP endpoint. Use a VM when the main requirement is interactive container and host access.

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