Side by side
Cloudera Data Lake Service vs JFrog ML
Both stand on model registries. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Choose Cloudera Data Lake Service if your workloads need metadata governance, granular access policies and auditing within a data lake environment. Check the pricing terms with Cloudera before planning cloud costs, since the plan is listed as Contact Sales for pricing and cloud prices exclude infrastructure and networking.
Visit Cloudera Data Lake ServiceJFrog ML brings model development, serving, feature management, observability, and governance into one production platform. Deployment architecture and subscription requirements matter when selecting its cloud, hybrid, or self-hosted approach.
Visit JFrog MLThe facts
| Cloudera Data Lake Service | JFrog ML | |
|---|---|---|
| Free plan | Not published | A free trial |
| Open source | Not published | Not published |
| Runs on | API, Web | API, Self-hosted, Web |
| Lowest paid plan | Free or on request | Not published |
| Plans published | 1 | None |
| Maker | Not published | Not published |
| Website | cloudera.com | jfrog.com |
| On model registries | #26 of 38 | #22 of 38 |
Cloudera Data Lake Service: what it does well
- Captures schema and metadata definitions from platform workloads.
- Supports metadata search, lineage, classification, profiling and a business glossary.
- Ranger policies reach database, table, column and file levels.
- Knox provides a protected single sign-on gateway.
- Available for light-duty and enterprise Data Lakes on AWS, Azure and GCP.
What to know first
- There is no free plan.
- The Data Lake Service plan is listed as Contact Sales for pricing.
- Cloud prices exclude infrastructure and networking costs.
JFrog ML: what it does well
- Supports training and fine-tuning models
- REST, batch, and streaming deployment
- Production A/B testing and gradual rollout
- Native AWS, Google Cloud, and Azure support
- Artifactory model registry and Xray scanning
What to know first
- Pricing is available only on request
- SaaS Feature Store supports batch sets only
- Streaming and real-time features require hybrid deployment
- Self-managed service requires Enterprise+ entitlement
Alternatives to Cloudera Data Lake Service Alternatives to JFrog ML The whole list