| Languages Supported | Python, R, and Julia | Python or R | Python | |
| Hosting/Installation Requirements | Cloud or On-Premises | On-Premises | Cloud or On-Premises | |
| Authentication | SSO, Okta, SAML, LDAP, AD, OAuth2, PKI | LDAP, OAuth2, AD, PAM, Proxied | LDAP, AD, SAML, Kerberos | |
| Accessible Datastores | Onboard Redis/Postgres + Private Cloud or On-Premise Databases & Datastores | Redis/Postgres On-Premises | Redis/Postgres, Cloud, On-Premises | |
| High Availability (HA) | ✔️ | ✔️ | ✔️ | |
| Public Publishing Available | ✔️ | | ✔️ | |
| App Users | Unlimited | Licensed | Licensed | |
| App Developers | 10+ | Licensed | Licensed | |
| Network | Private Cloud or On-Premises Firewalled Network | On-Premises Firewalled Network | Private Cloud or On-Premises Firewalled Network | |
| App Manager | ✔️ | | ✔️ | |
| Kubernetes | ✔️ | | ✔️ | |
| Authentication | ✔️ | ✔️ | ✔️ | |
| Job Queue | ✔️ | ✔️ | ✔️ | |
| Design GUI | Design Kit | | | |
| Printable, Sharable PDFs | Snapshot Engine | | | |
| Drag & Drop | Dashboard Engine | | | |
| Web App Embedding | Embedding Middleware | | | |
| ML & AI template apps | ✔️ | | | |
| Built-in Python Connectors | Dask, Databricks, NVIDIA, Snowflake, and more | | Limited | |
| GPU & Dask Acceleration | Local | | Distributed | |
| Onboard Notebook Available | ✔️ | ✔️ | ✔️ | |
