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Most buyers should pick Dremio.
Choose Cloudera Data Platform when hybrid deployment across public clouds, data centers, and edge matters most. Its cloud services charge by CCU-hour or invocation, with rates varying by workload; monthly prices aren't published. Choose Dremio for an open lakehouse and managed cloud analytics, or self-managed deployment, with cloud listed at $0.20 per DCU and a $400 credit for 30 days. The units aren't comparable, so estimate consumption before switching.
01Side by side
| Cloudera Data Platform | Dremio | |
|---|---|---|
| Starting price | Rates vary by workload; monthly prices aren't published | $0.20 per DCU pay-as-you-go; annual contracts unpriced |
| Free plan | No free plan listed | Free plan listed; $400 trial credit for 30 days |
| Best for | Hybrid data and AI across cloud, data centers, and edge | Open lakehouse analytics across enterprise data |
| Core strength | Hybrid deployment, governance, and private AI | Iceberg, semantic layer, and agent connectivity |
| Learning curve | Review ease-of-use score: 5 | Review ease-of-use score: 6.5 |
| Integrations/data | Public clouds, data centers, and edge environments | Federates structured, semi-structured, and unstructured data |
| Team/seat costs | No general seat price; on-prem visualization is $2,000/user/year | No seat price published; consumption-based |
| Support | Review support score: 5 | Review support score: 5 |
Cloudera Data Platform Choose Cloudera Data Platform if
- You need workloads across public clouds, data centers, and edge.
- Private AI must run near governed data.
- You want an Iceberg lakehouse with unified governance.
Dremio Choose Dremio if
- You need open Iceberg analytics without format conversion.
- You want managed cloud at $0.20 per DCU.
- Your team can handle self-management or consumption-based pricing.
02Pricing compared
Cloudera prices cloud services by workload, generally per CCU-hour or invocation. Rates in the pricing information range from $0.04 per CCU-hour for Data Hub to $0.30 per CCU-hour for Data Flow deployments and test sessions; Data Flow Functions start at $0.10 per billable invocation. Monthly billing prices are not published, and on-premises Base pricing requires contacting sales.
Dremio Cloud is listed at $0.20 per DCU pay-as-you-go, with a $400 trial credit for 30 days. Annual committed contract pricing is not published. Dremio Enterprise is consumption-based, with pricing available from sales. The pricing page lists a free plan, but its details are not specified here. CCU and DCU are different units, so these rates are not directly comparable. Estimate your expected workload before choosing on price.
03Features and depth
Cloudera’s main distinction is deployment breadth: it positions its platform for public clouds, data centers, and edge environments. Its feature set includes an Apache Iceberg-powered lakehouse, unified security and governance, real-time processing, and a data fabric for bringing disparate sources together. Private AI is designed to keep models and inference near governed data. Pricing is split across workload services, including data engineering, data warehouse, data flow, and AI inference.
Dremio centers on an open lakehouse for analytics and AI. It combines a query engine, semantic layer, open catalog, and built-in AI agent. Its listed capabilities include federating queries across structured, semi-structured, and unstructured data; native Apache Iceberg processing; fine-grained and role-based access controls; and connections to agents including Claude, ChatGPT, and Gemini. Dremio also lists Reflections, caching, and on-demand scaling for query optimization. Choose based on whether hybrid placement and broad data services or lakehouse querying and semantic context are the bigger requirement.
04Ease of use and learning curve
The deployment model is likely to shape the learning curve more than the feature list. Cloudera spans cloud, data center, and edge environments, while its pricing is divided across multiple workload services. Teams should map the services they need and forecast usage before committing; the listed rates do not provide a single platform-wide monthly price.
Dremio Cloud is managed, with the pricing information listing Dremio-managed infrastructure, automatic upgrades, and scaling. Dremio Enterprise is self-managed, supports Kubernetes and several deployment environments, and lists manual upgrades and scaling. That gives teams a choice between less infrastructure management and more deployment control, but the latter adds operational work. Neither product’s learning requirements are quantified in the available information.
Questions people ask
Which is cheaper, Cloudera or Dremio?
There is no direct price comparison in the listed rates: Cloudera bills different services per CCU-hour or invocation, while Dremio Cloud lists $0.20 per DCU. The units and workloads differ. Compare projected consumption for your use case; Dremio Enterprise and Cloudera on-premises Base pricing are not published.
Do Cloudera and Dremio support Apache Iceberg?
Yes. Cloudera describes an Apache Iceberg-powered open lakehouse. Dremio lists native Apache Iceberg processing without format conversion. The available product information does not provide a like-for-like comparison of their Iceberg capabilities, so confirm the specific workflows and integrations you need.
Can I run either platform on premises?
Both list on-premises deployment options. Cloudera positions its platform across data centers as well as public clouds and edge environments. Dremio Enterprise lists self-managed deployment on premises, Kubernetes, AWS, Azure, or GCP. Dremio Cloud is the managed option; its listed cloud support is AWS, with Azure coming soon.
Does Dremio offer a free trial, and does Cloudera?
Dremio Cloud lists a $400 trial credit for 30 days, and its pricing information also lists a free plan. Dremio Enterprise trial access is by contacting sales. Cloudera’s provided pricing information does not specify a free plan or trial, so availability is not published here.