# Amazon SageMaker Experiments vs DVCLive

**Leader by Vioscale score:** Amazon SageMaker Experiments

| Attribute | Amazon SageMaker Experiments | DVCLive |
|---|---|---|
| **Vioscale score** | 57 (42% (low)) | 26 (3% (low)) |
| deployment.options | `{"cloud":true,"hybrid":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | An integrated machine learning service that combines data discovery, model development, generative AI capabilities, and analytics in a fully managed cloud environment. Provides serverless notebooks, data processing, and model deployment infrastructure. | A Python API for logging training metrics and artifacts during ML experiments, designed to work seamlessly with Git repositories and multiple cloud storage backends for reproducible, tracked machine learning workflows. |
| integrations.count | 9 | 7 |
| integrations.list | `[{"name":"Apache Spark"},{"name":"Apache Flink"},{"name":"Trino"},{"name":"Apache Airflow"},{"name":"Amazon S3"},{"name":"Amazon Redshift"},{"name":"Amazon EMR"},{"name":"Amazon EKS"},{"name":"Amazon MWAA"}]` | `[{"name":"Hydra"},{"name":"GitHub"},{"name":"AWS S3"},{"name":"Microsoft Azure"},{"name":"Google Cloud"},{"name":"Google Drive"},{"name":"Alibaba Cloud OSS"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"mac":true,"linux":true,"windows":true}` |
| pricing | `{"type":"usage","summary":"Pay-as-you-go pricing; 1 or 3-year Savings Plans available for compute services","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/pricing/?nc2=h_pr_pr","retrievedAt":"2026-08-19T09:08:39.241Z","billingPeriods":["month"]}` | - |
| pricing.free_tier | yes | - |
| pricing.model | freemium | - |
| pricing.price_level | low | - |
| pricing.transparent | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.pci | yes | - |

## Capabilities (Experiment Tracking)

| Capability | Amazon SageMaker Experiments | DVCLive |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Deployment model | - | - |
| Open source | - | - |
| Metrics and artifact logging | - | - |
| Native hyperparameter sweeps | - | - |
| Run comparison diffing | - | - |
| Model registry bundled | - | - |
| Data versioning integration | - | - |
| Distributed multi node tracking | - | - |
| Team collaboration workspaces | - | - |
| LLM genai eval tracking | - | - |
| RBAC governance | - | - |
| SOC2 | - | - |
| Pricing model | - | - |

*Source: Vioscale. Generated 2026-09-01T17:34:28.422Z. "-" = undocumented, not absent.*