Comet vs Databricks Notebooks
Comet
comet.comDatabricks Notebooks
databricks.comSide by side
| Figure | Comet | Databricks Notebooks |
|---|---|---|
| Price from | $19/mo | Free |
| Free plan | Yes | Yes |
| Free trial | Yes | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| Windows | Yes | Yes |
| macOS | Yes | Yes |
| Linux | Yes | Yes |
| Android | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | — |
| Plans published | 11 | 11 |
| Spec score · Model registries | 9.5 (#1) | 9.5 (#2) |
| Compliance | The Trust Center lists ISO 9001:2015, ISO/IEC 27001:2022, and SOC 2 Type 2 compliance. | Databricks states offerings for PCI-DSS, HIPAA and FedRAMP and compliance with ISO 27001, ISO 27017, ISO 27018 and SOC 2 Type II. |
| Founded | 2017 | 2013 |
| Headquarters | New York City, United States | San Francisco, California, United States |
| Integrations | Comet advertises integrations with more than 40 AI frameworks, model providers, and gateways, including PyTorch, TensorFlow, Keras, scikit-learn, XGBoost, Hugging Face, LangChain, and OpenAI. | Databricks offers native cloud integrations for AWS, Azure and Google Cloud, including marketplace or console deployment paths. |
| Licence | The core MLOps platform is closed source; the separate Opik project is released under Apache-2.0. | The hosted Databricks software and site content are owned, controlled or licensed by Databricks under its terms, while the platform also incorporates separate open-source projects. |
| Rating on G2 | 4.3 out of 5 from 26 reviews | 4.6 out of 5 from 1,377 reviews |
| Rating on Gartner Peer Insights | 4.8 out of 5 from 4 reviews | 4.7 out of 5 from 389 ratings |
| Rating on TrustRadius | 8 out of 10 from 1 review | 8.9 out of 10 from 115 reviews and ratings |
| SDKs | The documented Python SDK installs with pip or conda and exposes experiment, artifact, optimizer, API, and command-line interfaces. | Official reference links cover Python, R, Java and Go SDKs, plus PySpark, Delta Lake and MLflow APIs. |
| What it does | Comet provides experiment tracking, dataset and model versioning, evaluation, and production monitoring for machine-learning and generative-AI teams. | Databricks notebooks are web-based code editors for interactive data analysis and viewing results. |
Plans
Comet
- Free CloudFree
- MLOps FreeFree
- Open SourceFree
- Opik Free CloudFree
- Opik Open SourceFree
- MLOps Pro$19 a month
- Opik Pro Cloud$19 a month
- Pro Cloud$19 a month
- EnterprisePriced on request
- MLOps EnterprisePriced on request
Databricks Notebooks
- Free EditionFree
- Pay as you goPrice not published
- Pay as you goPriced on request
- Committed Use ContractsPrice not published
- Committed Use ContractsPriced on request
- Free EditionFree
- Free trialFree
- Artificial Intelligence$0.07 a month
- Data Engineering$0.15 a month
- Data Warehousing$0.22 a month
In their own words
Comet
Comet offers two product families on one platform: Opik for observing and evaluating LLM applications and agents, and MLOps for machine-learning workflows. Opik traces execution paths such as context retrieval, model responses and tool calls. Its evaluation tools include test suites, datasets, experiments, LLM-as-a-judge and heuristic metrics. The product lists integrations with more than 40 AI frameworks, model providers and gateways, including LangChain, OpenAI, Google ADK, LangGraph and CrewAI; OpenTelemetry support covers tracking applications in Ruby, Java and other languages. MLOps provides experiment tracking, dataset management, a model registry and production monitoring. Opik's open-source version can be self-hosted, and Enterprise offers flexible deployment options. Free Cloud allows up to 10 team members, 25k spans per month and 60-day data retention. Pro Cloud costs $19 a month and allows up to 50 team members and 100k spans monthly, with the same retention period. MLOps Free is also listed, while MLOps Pro costs $19 per user/month. Enterprise pricing is custom. Comet lists community support for all plans, email support for paid cloud Pro and Enterprise, and dedicated support and SLAs for Enterprise.
Databricks Notebooks
Databricks Notebooks has no write-up on Specifiction yet; its figures are above.