Databricks vs Oracle Essbase comparison

The compared Databricks and Oracle solutions aren't in the same category. Databricks is ranked #8 in CDW , with an average rating of 8.3, and holds a 8.5% mindshare in the category. Oracle is ranked #11 in DDM , with an average rating of 8.1, and holds a 0.9% mindshare. Additionally, 96% of Databricks users are willing to recommend the solution, compared to 100% of Oracle users who would recommend it.

Databricks

Read 91 Databricks reviews

23,965 Views
2,157 Comparison Views

96% willing to recommend

Oracle Essbase

Read 18 Oracle Essbase reviews

1,850 Views
130 Comparison Views

100% willing to recommend

Databricks

Oracle Essbase

Comparison Buyer's Guide

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Executive Summary

We performed a comparison between Databricks and Oracle Essbase based on real PeerSpot user reviews.

Find out what your peers are saying about Snowflake Computing, Microsoft, Google and others in Cloud Data Warehouse.

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Buyer's Guide

Cloud Data Warehouse

July 2025

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Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Databricks

Average Rating

8.2

Reviews Sentiment

7.0

Number of Reviews

Ranking in other categories

Cloud Data Warehouse (8th), Data Science Platforms (1st), Streaming Analytics (1st)

Oracle Essbase

Average Rating

8.0

Reviews Sentiment

4.6

Number of Reviews

Ranking in other categories

Database Development and Management (11th)

Mindshare comparison

Databricks and Oracle Essbase aren’t in the same category and serve different purposes. Databricks is designed for Cloud Data Warehouse and holds a mindshare of 8.5%, up 5.1% compared to last year.
Oracle Essbase, on the other hand, focuses on Database Development and Management, holds 0.9% mindshare, down 1.1% since last year.

Cloud Data Warehouse

Database Development and Management

Featured Reviews

ShubhamSharma7

Data Engineer at a engineering company with 1,001-5,000 employees

Capability to integrate diverse coding languages in a single notebook greatly enhances workflow

Databricks offers various courses that I can use, whether it's PySpark, Scala, or R. I can leverage all these courses in a single notebook, which is beneficial for clients as they can access various tools in one place whenever needed. This is quite significant. I usually work with PySpark based on client requirements. After coding, I feed the Databricks notebooks into the ADF pipeline for updates. Databricks' capability to process data in parallel enhances data processing speed. Furthermore, I can connect our Databricks notebook directly with Power BI and other visualization tools like Qlik. Once we develop code, it allows us to transform raw data into visualizations for clients using analysis diagrams, which is very helpful.

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Bhavya N

Senior System Engineer at Infosys

Ensuring efficient data analysis and reporting while identifying areas for calculation and export improvements

The features of Oracle Essbase are valuable, such as its multi-dimensional database used for dynamic calculations and reporting purposes. These features are valuable because they support multi-dimensional data views, allowing users to analyze relationships across various data categories and establish a comprehensive perspective on business operations. Moreover, dynamic calculations allow real-time data analysis, significantly improving the accuracy and depth of financial insights. I have utilized Essbase's data aggregation capabilities. The Oracle Essbase interface provides a good user experience, allowing users to easily navigate and analyze data with fast query performance, effective data visualization tools such as charts, graphs, and tables, and flexibility for customizable analysis and reporting, including the ability to create ad hoc reports. The benefits of the interface include improving productivity and enhancing decision-making.

Read full review

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"The tool helps with data processing and analytics with large-scale data or big data since it is associated with managing data at a large scale."

"Databricks offers various courses that I can use, whether it's PySpark, Scala, or R."

"I haven't heard about any major stability issues. At this time I feel like it's stable."

"Databricks' most valuable features are the workspace and notebooks. Its integration, interface, and documentation are also good."

"Easy to use and requires minimal coding and customizations."

"Databricks is a robust solution for big data processing, offering flexibility and powerful features."

"The solution is an impressive tool for data migration and integration."

"The most valuable feature of Databricks is the notebook, data factory, and ease of use."

More Databricks pros

"Oracle Essbase is a web integration system that integrates with other data systems."

"Essbase is extremely stable and low-maintenance."

"It helps us fetch specific data sets per users' requirements."

"It is very fast compared to other normal databases, like SQL and MySQL."

"Essbase is a kind of backbone, or back end, for systems like Hyperion Planning."

"It is highly efficient and easily scalable, particularly for handling large databases."

"It's a very powerful analytical engine with Essbase as the back end. We can analyze, transform, or utilize a big chunk of data for our calculations."

"The solution is scalable."

More Oracle Essbase pros

Cons

"If I want to create a Databricks account, I need to have a prior cloud account such as an AWS account or an Azure account. Only then can I create a Databricks account on the cloud. However, if they can make it so that I can still try Databricks even if I don't have a cloud account on AWS and Azure, it would be great. That is, it would be nice if it were possible to create a pseudo account and be provided with a free trial. It is very essential to creating a workforce on Databricks. For example, students or corporate staff can then explore and learn Databricks."

"Databricks would have more collaborative features than it has. It should have some more customization for the jobs."

"Databricks doesn't offer the use of Python scripts by itself and is not connected to GitHub repositories or anything similar. This is something that is missing. if they could integrate with Git tools it would be an advantage."

"The solution could be improved by adding a feature that would make it more user-friendly for our team. The feature is simple, but it would be useful. Currently, our team is more familiar with the language R, but Databricks requires the use of Jupyter Notebooks which primarily supports Python. We have tried using RStudio, but it is not a fully integrated solution. To fully utilize Databricks, we have to use the Jupyter interface. One feature that would make it easier for our team to adopt the Jupyter interface would be the ability to select a specific variable or line of code and execute it within a cell. This feature is available in other Jupyter Notebooks outside of Databricks and in our own IDE, but it is not currently available within Databricks. If this feature were added, it would make the transition to using Databricks much smoother for our team."

"The biggest problem associated with the product is that it is quite pricey."

"I would like more integration with SQL for using data in different workspaces."

"I have had some issues with some of the Spark clusters running on Databricks, where the Spark runtime and clusters go up and down, which is an area for improvement."

"Doesn't provide a lot of credits or trial options."

More Databricks cons

"The initial setup is pretty complex."

"A significant area for improvement in Oracle Essbase is that financial statement analysis, CAPEX and OPEX analysis, and financial consolidation must be done manually, as Oracle Essbase doesn't include the financial consolidation module that is available in EPM."

"There is room for improvement in terms of cost-effectiveness."

"The ability to drive external reporting out for development could be improved."

"The consolidation engine, which is HFM or FCCS, needs some room for improvement."

"I would like to see an integration with application performance management and a version control management tool."

"Essbase has a programming language, and it has a couple of functions to do forecasting, however, their feature set for that is not that good."

"The reporting tool of Essbase needs improvement."

More Oracle Essbase cons

Pricing and Cost Advice

"The solution is affordable."

"We only pay for the Azure compute behind the solution."

"The billing of Databricks can be difficult and should improve."

"My smallest project is around a hundred euros, and my most expensive is just under a thousand euros a week. That is based on terabytes of data processed each month."

"There are different versions."

"The solution is based on a licensing model."

"Databricks' cost could be improved."

"Whenever we want to find the actual costing, we have to send an email to Databricks, so having the information available on the internet would be helpful."

More Databricks pricing and cost advice

"I believe the licensing is on a monthly base."

"It is a costly solution."

"Essbase is competitively priced."

"The solution is expensive."

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Top Industries

By visitors reading reviews

Financial Services Firm

17%

Computer Software Company

10%

Manufacturing Company

Healthcare Company

Financial Services Firm

22%

Computer Software Company

10%

Insurance Company

Retailer

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

Questions from the Community

Which do you prefer - Databricks or Azure Machine Learning Studio?

Databricks gives you the option of working with several different languages, such as SQL, R, Scala, Apache Spark, or Python. It offers many different cluster choices and excellent integration with ...

See all answers

How would you compare Databricks vs Amazon SageMaker?

We researched AWS SageMaker, but in the end, we chose Databricks. Databricks is a Unified Analytics Platform designed to accelerate innovation projects. It is based on Spark so it is very fast. It...

See all answers

Which would you choose - Databricks or Azure Stream Analytics?

Databricks is an easy-to-set-up and versatile tool for data management, analysis, and business analytics. For analytics teams that have to interpret data to further the business goals of their orga...

See all answers

What is your experience regarding pricing and costs for Oracle Essbase?

It's not that expensive, but also not cheap. I'm not sure because it's a private license.

See all answers

What needs improvement with Oracle Essbase?

Improvements for Oracle Essbase could be made, as there are many tools available now, such as FCCS, TRCS, and ERCS. I find managing the database difficult, especially regarding optimization and dat...

See all answers

What is your primary use case for Oracle Essbase?

I have been using Oracle Essbase for the last thirteen years and I am into this space for thirty years. I am working on the sales-based platform where I work with different clients for GE, Thomson ...

See all answers

Comparisons

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Compared 10% of the time

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Compared 9% of the time

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Compared 7% of the time

Dremio vs Databricks

Compared 6% of the time

Tableau Enterprise vs Databricks

Compared 5% of the time

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Microsoft Power BI vs Oracle Essbase

Compared 24% of the time

SAP Analytics Cloud vs Oracle Essbase

Compared 11% of the time

SAP BusinessObjects Business Intelligence Platform vs Oracle Essbase

Compared 10% of the time

IBM Cognos vs Oracle Essbase

Compared 7% of the time

Workday Prism Analytics vs Oracle Essbase

Compared 4% of the time

More Oracle Essbase Competitors

Product Reports

Buyer's Guide

Databricks

August 2025

Download Databricks product report

Buyer's Guide

Oracle Essbase

August 2025

Download Oracle Essbase product report

Also Known As

Databricks Unified Analytics, Databricks Unified Analytics Platform, Redash

Essbase

Overview

Databricks is utilized for advanced analytics, big data processing, machine learning models, ETL operations, data engineering, streaming analytics, and integrating multiple data sources.

Organizations leverage Databricks for predictive analysis, data pipelines, data science, and unifying data architectures. It is also used for consulting projects, financial reporting, and creating APIs. Industries like insurance, retail, manufacturing, and pharmaceuticals use Databricks for data management and analytics due to its user-friendly interface, built-in machine learning libraries, support for multiple programming languages, scalability, and fast processing.

What are the key features of Databricks?

User-friendly interface: Simplifies operations and usability.
Built-in machine learning libraries: Facilitates machine learning tasks.
Support for multiple programming languages: Enhances flexibility.
Scalability: Efficiently handles growing data needs.
Fast processing: Improves performance and speed.
Automated optimization: Reduces manual efforts.
Data visualization: Provides insightful visuals.
Collaborative features: Enhances teamwork.
Delta Lake performance: Boosts data management.
Seamless cluster management: Simplifies system operations.

What are the benefits or ROI to look for in Databricks reviews?

Efficiency in handling large datasets: Ensures smooth processing.
Interactive workspace environment: Improves user collaboration.
Integration with platforms: Provides connectivity benefits.
Performance optimization: Enhances overall system performance.
Support for data governance and security: Ensures data integrity and protection.

Databricks is implemented in insurance for risk analysis and claims processing; in retail for customer analytics and inventory management; in manufacturing for predictive maintenance and supply chain optimization; and in pharmaceuticals for drug discovery and patient data analysis. Users value its scalability, machine learning support, collaboration tools, and Delta Lake performance but seek improvements in visualization, pricing, and integration with BI tools.

Databricks

Oracle Essbase is an OLAP (Online Analytical Processing) Server that provides an environment for deploying pre-packaged applications or developing custom analytic and enterprise performance management applications.

Oracle

Sample Customers

Elsevier, MyFitnessPal, Sharethrough, Automatic Labs, Celtra, Radius Intelligence, Yesware

CHU de Rennes, Bellco Credit Union, Akindo Sushiro Co. Ltd, Deutsche Telekom AG, Samarco MineraÊo S.A., PCCW Ltd., QDQ media S.A.U., Boiron Italia, Specialized Bicycle Components Inc., Akindo Sushiro Co. Ltd., Air Canada, Daelim Industrial Co. Ltd.

Find out what your peers are saying about Snowflake Computing, Microsoft, Google and others in Cloud Data Warehouse. Updated: July 2025.

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