# Amazon SageMaker Studio Notebooks vs Apache Zeppelin

| Attribute | Amazon SageMaker Studio Notebooks | Apache Zeppelin |
|---|---|---|
| **Vioscale score** | 40.2 (42% (low)) | 48.7 (22% (low)) |
| activity.commits_last_30d | - | 73 |
| adoption.dependent_repos | - | 67 |
| adoption.github_stars | - | 6,655 |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | A cloud-based development platform that enables data scientists and ML engineers to prepare data, build, train, and deploy AI models using their preferred IDEs and tools, all within a managed AWS infrastructure. | 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. |
| integrations.count | 22 | 15 |
| integrations.list | `[{"name":"JupyterLab"},{"name":"Code Editor"},{"name":"RStudio"},{"name":"Visual Studio Code"},{"name":"GitHub"},{"name":"Amazon EMR"},{"name":"AWS Glue"},{"name":"Claude Code"},{"name":"Gemini"},{"name":"OpenCode"},{"name":"Codex"},{"name":"Asana"},{"name":"Brave"},{"name":"Pokee AI"},{"name":"Tailscale"},{"name":"TrendMicro Vision One"},{"name":"Orca Security"},{"name":"Suger"},{"name":"Aurora Endpoint Defense"},{"name":"Cast AI"},{"name":"LucidLink"},{"name":"Vanta"}]` | `[{"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"}]` |
| language.primary | - | Java |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"hybrid","summary":"Pay-as-you-go usage pricing with optional commitment discounts and flat-rate plans; free tier available","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","retrievedAt":"2026-08-19T14:40:39.092Z","billingPeriods":["month"]}` | `{"type":"open_source","summary":"Free and open source","freeTier":true,"sourceUrl":"https://zeppelin.apache.org/","retrievedAt":"2026-08-19T22:48:34.244Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | open_source |
| pricing.price_level | low | free |
| pricing.transparent | no | yes |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.pci | yes | - |
| security.scorecard | - | 6.2 |
| 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 | Amazon SageMaker Studio Notebooks | Apache Zeppelin |
|---|:--:|:--:|
| **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 2026-09-01T16:28:56.694Z. "-" = undocumented, not absent.*