Predibase offers Virtual Private Cloud (VPC) deployments that give you complete control over your data:

  • The dataplane is deployed in your own Virtual Private Cloud and data never leaves your environment.
  • You maintain control while benefiting from SaaS agility
  • Supported clouds: Amazon Web Services (AWS) and Microsoft Azure

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Architecture

Predibase uses a dual-plane architecture consisting of:

  1. Controlplane: Handles business logic and orchestration
  2. Dataplane: Manages operations related to customer-sensitive data

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Key Components

  • Controlplane: Multi-tenant architecture managed by Predibase
  • Dataplane: Secure environment deployed within your AWS or Azure cloud account
  • Private Link: Optional direct connection between your applications and the Predibase dataplane

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Deployment Options

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1. Predibase Cloud (Fully Managed)

  • Instant access to model training
  • Complete infrastructure management by Predibase
  • Includes both controlplane and dataplane operations
  • Available as a free trial with limited features

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2. VPC Deployment

  • Dataplane runs in your Virtual Private Cloud (VPC)
  • Data never leaves your environment
  • Simple deployment via CloudFormation or Azure Resource Manager
  • Automatic updates and upgrades
  • Recommended: Create a dedicated cloud account for the Predibase dataplane

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VPC Features

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Direct Ingress

As a best practice, we recommend creating a new cloud account to host the Predibase dataplane. To further reduce latency and improve performance, we recommend setting up direct ingress. If you require private internet connectivity between your Predibase dataplane and internal VPCs, then we can help you configure a private link between the two accounts. We support the following options:

  • AWS PrivateLink
  • Azure Private Link
  • GCP DirectConnect

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Cloud Providers and Regions with GPU Availability

Users can deploy Predibase into Amazon Web Services (AWS) or Microsoft Azure. While both cloud providers have a number of regions, the curated list below are regions that have our recommended GPUs available.

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AWS Regions

us-east-1

N. Virginia - Available

us-east-2

Ohio - Available upon Request

us-west-2

Oregon - Available

ap-northeast-1

Tokyo - Available upon Request

eu-central-1

Frankfurt - Available upon Request

eu-south-2

Spain - Available upon Request

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Azure Regions

us-east

East US - Available upon Request

us-west-2

West US 2 - Available

us-south-central

South Central US - Available upon Request

europe-west

West Europe - Available upon Request

australia-east

Australia East - Available upon Request

Need deployment in another cloud provider (e.g., Google Cloud Platform) or region? Contact us at support@predibase.com.

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Next Steps