# Apache Zeppelin vs Deepnote

**Leader by Vioscale score:** Deepnote

| Attribute | Apache Zeppelin | Deepnote |
|---|---|---|
| **Vioscale score** | 48.7 (22% (low)) | 72.2 (55% (medium)) |
| activity.commits_last_30d | 73 | - |
| adoption.dependent_repos | 67 | - |
| adoption.github_stars | 6,655 | - |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | Apache Zeppelin is a web-based notebook platform for interactive data analysis and team collaboration. It supports multiple programming languages and data processing frameworks including Spark and Flink, with built-in visualization and flexible deployment options. | Deepnote is a data science and analytics platform enabling teams to explore data, create interactive dashboards and apps, and automate analysis with built-in integrations and real-time collaboration. |
| features.capabilities | - | `{"free_tier":true,"gpu_tpu_access":false,"ai_copilot_assist":true,"local_or_self_host":true,"reactive_execution":true,"diffable_versioning":true,"realtime_collaboration":true,"data_warehouse_connectors":true,"notebook_to_app_dashboard":true,"scheduled_parameterized_runs":true}` |
| integrations.count | 15 | 100 |
| integrations.list | `[{"name":"Apache Spark"},{"name":"Apache Flink"},{"name":"Python"},{"name":"R"},{"name":"Scala"},{"name":"SQL"},{"name":"Spark SQL"},{"name":"Spark R"},{"name":"PySpark"},{"name":"JDBC"},{"name":"Markdown"},{"name":"Shell"},{"name":"Matplotlib"},{"name":"Conda"},{"name":"Pandas"}]` | `[{"name":"Google Workspace"},{"name":"Okta"},{"name":"Anthropic"},{"name":"OpenAI"},{"name":"Slack"},{"name":"GitHub"},{"name":"Azure"},{"name":"Streamlit"},{"name":"LangChain"},{"name":"Codex"}]` |
| language.primary | Java | - |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","summary":"Free and open source","freeTier":true,"sourceUrl":"https://zeppelin.apache.org/","retrievedAt":"2026-08-19T22:48:34.244Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free with limited AI requests per month","components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"ai_requests":"limited per month"}},{"free":false,"name":"Team","summary":"Per editor and admin seat, monthly or annual billing","commitment":"monthly","contactSales":false},{"free":false,"name":"Enterprise","contactSales":true},{"free":true,"name":"Education","summary":"Completely free with educational email address","features":["Almost all features of Team plan"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For students, teachers, and researchers","contactSales":false}],"addOns":[{"name":"AI Usage"}],"summary":"Free and Education plans available. Team plan per-seat pricing (monthly or annual). Enterprise custom pricing.","currency":"USD","freeTier":true,"sourceUrl":"https://deepnote.com/docs/pricing","retrievedAt":"2026-08-25T12:05:32.286Z","billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.transparent | yes | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.scorecard | 6.2 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=npm&package_name=zeppelin-vis&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (ML Notebooks)

| Capability | Apache Zeppelin | Deepnote |
|---|:--:|:--:|
| **Capabilities** |  |  |
| GPU tpu access | - | ✗ |
| Realtime collaboration | - | ✓ |
| Reactive execution | - | ✓ |
| Diffable versioning | - | ✓ |
| Scheduled parameterized runs | - | ✓ |
| Notebook to app dashboard | - | ✓ |
| AI copilot assist | - | ✓ |
| Data warehouse connectors | - | ✓ |
| Local or self host | - | ✓ |
| Free tier | - | ✓ |

*Source: Vioscale. Generated 2026-09-01T14:45:46.196Z. "-" = undocumented, not absent.*