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Data Science Environments

Modular, reproducible infrastructure for your data science teams.
Mix and match components to build your ideal platform.

Infrastructure as code. Idempotent deployments. Full customization.

Deployment Environments

Single Server

Perfect for small to medium teams. All components on one or two individual servers.

  • Cost-effective for teams up to 10 users
  • In the cloud or on-premise
  • Installed and configured through Ansible playbooks

Kubernetes

Enterprise-grade, scalable infrastructure for large organizations.

  • Auto-scaling based on workload
  • High availability and fault tolerance
  • Deployment via Helm charts & GitOps

Modular Components

Build your dream data science platform. Choose components that fit your workflow.

Integrated Development Environments

Posit

Posit Workbench

Enterprise

Professional IDE for R and Python with RStudio Pro, JupyterLab, Positron and VS Code.

Parallel Sessions OAuth Integrations Multi-language
Renku

Renku

Open Source

Collaborative data science platform, FOSS. Backed by Swiss Data Science Center.

FOSS Research Driven Data Connectors

Publishing & Deployment

ricochet

Ricochet

Enterprise

Rust-based publishing tool for R, Julia, and Python.

APIs Dashboards Homelab Enterprise Ambiorix Shiny
Posit

Posit Connect

Enterprise

Versatile app to deploy Shiny apps, Plumber APIs, and Python content.

Scheduled Reports APIs Integrations Dashboards
ShinyProxy

ShinyProxy

Open Source

Open source platform for hosting containerized Shiny applications.

Java Auth Support Shiny only No licensing

R/Python Package Management

Posit

Posit Package Manager

Enterprise

Enterprise repository tool with CRAN, PyPI support, version pinning and snapshot management.

CRAN PyPI Snapshots Binaries ManyLinux
RDepot

RDepot

Open Source

Open source R package repository management with approval workflows and quality control.

Java Multi-repo No licensing

Continuous Integration & Deployment

Crow CI

Crow CI

Open Source Our Product

Modern, resource-efficient CI/CD platform built with Go and Vue. Git vendor agnostic.

Container native Built-in secret store No licensing
GitLab Runner

GitLab Runner

Open Source

Scalable CI/CD runner that works with GitLab, supporting multiple executors and auto-scaling.

Docker Executor Kubernetes Executor Auto-scaling

Version Control & Collaboration

Forgejo

Forgejo

Open Source

Lightweight Git platform with integrated CI/CD, issue tracking, and code review. GitHub Actions compatible.

Low Resource Usage LDAP/SSO OAuth2 Package Registry Actions No licensing
Learn more about our Forgejo hosting

Infrastructure as Code

Every deployment is idempotent and reproducible. Your entire infrastructure defined as code.

Ansible Automation

  • • Custom roles for each component
  • • Automated configuration management
  • • Consistent deployments across environments
  • • Built-in security hardening

OpenTofu/Terraform

  • • Cloud-agnostic infrastructure provisioning
  • • State management and drift detection
  • • Modular, reusable configurations
  • • GitOps-ready with version control

Why go with our DSE approach?

Modular Architecture

Mix and match components. Start small, scale as needed. No vendor lock-in.

Enterprise Security

LDAP/AD integration, SSO support, role-based access control, audit logging.

Reproducible Deployments

Infrastructure as code ensures consistent, repeatable installations every time.