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Databricks vs Oracle Database Appliance comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

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

ROI

Sentiment score
6.5
Databricks efficiently lowers costs with cloud services, though ROI varies by sector and integration, particularly with Azure.
Sentiment score
6.1
Oracle Database Appliance provides strong ROI through efficient deployment, quality support, and long-term value, despite higher initial costs.
When it comes to big data processing, I prefer Databricks over other solutions.
For a lot of different tasks, including machine learning, it is a nice solution.
 

Customer Service

Sentiment score
7.2
Databricks support is praised for prompt, professional service, comprehensive resources, and effective communication, enhancing overall user satisfaction.
Sentiment score
6.3
Users appreciate Oracle Database Appliance's support for expertise and responsiveness, but report issues with response time and costs.
As of now, we are raising issues and they are providing solutions without any problems.
Whenever we reach out, they respond promptly.
I rate the technical support as fine because they have levels of technical support available, especially partners who get really good support from Databricks on new features.
I would rate Oracle support nine or ten out of ten because you can always open a ticket and describe any problems, and the feedback is very quick.
 

Scalability Issues

Sentiment score
7.4
Databricks is praised for its scalability, enabling easy adaptation to large data and user loads with efficient resource management.
Sentiment score
6.4
Oracle Database Appliance is scalable and well-suited for small to medium setups, but has mixed reviews for larger enterprises.
Databricks is an easily scalable platform.
I would rate the scalability of this solution as very high, about nine out of ten.
The patches have sometimes caused issues leading to our jobs being paused for about six hours.
All enterprise-grade analytics tools allow rapid scaling, making our business more competitive.
 

Stability Issues

Sentiment score
7.7
Databricks is stable and robust, with minor issues, handling large data volumes and earning high stability ratings.
Sentiment score
7.5
Oracle Database Appliance is stable, with minor setup issues, improved reliability in recent versions, and scalability limitations.
Although it is too early to definitively state the platform's stability, we have not encountered any issues so far.
They release patches that sometimes break our code.
Databricks is definitely a very stable product and reliable.
 

Room For Improvement

Databricks requires visualization improvements, pricing clarity, user-friendliness, expanded integrations, and simplification for non-technical users to enhance usability.
Oracle Database Appliance needs faster implementation, scalability improvements, unified admin commands, better support, and increased affordability and integration.
We could use their job clusters, however, that increases costs, which is challenging for us as a startup.
This feature, if made publicly available, may act as a game-changer, considering many global organizations use SAP data for their ERP requirements.
If I could right-click to copy absolute paths or to read files directly into a data frame, it would standardize and simplify the process.
There is room for improvement in better integration with third-party tools, such as Power BI or Redshift.
For the cloud version, there could be better storage options or more storage for lower prices.
 

Setup Cost

Enterprise buyers view Databricks as moderately pricey, with high setup costs, though discounts and licensing flexibility are available.
Enterprise buyers find Oracle Database Appliance costly, but its stability, fast implementation, and included support justify the price.
It is not a cheap solution.
Oracle is on the higher end of the pricing spectrum, along with SAP.
 

Valuable Features

Databricks excels in scalability, integration, and user-friendly features, making it ideal for data processing and AI across industries.
Oracle Database Appliance ensures easy deployment, scalability, and high performance with seamless Oracle Cloud integration and flexible licensing.
The Unity Catalog is for data governance, and the Delta Lake is to build the lakehouse.
The platform allows us to leverage cloud advantages effectively, enhancing our AI and ML projects.
Databricks' capability to process data in parallel enhances data processing speed.
Oracle excels in providing actionable insights and flexible access to data.
The automated provisioning feature helps speed up the database deployment process because you can use one command or option to resize all the disks or increase memory, depending on the occasion.
 

Categories and Ranking

Databricks
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Cloud Data Warehouse (9th), Data Science Platforms (1st), Streaming Analytics (1st)
Oracle Database Appliance
Average Rating
8.0
Reviews Sentiment
6.6
Number of Reviews
45
Ranking in other categories
Data Warehouse (5th)
 

Featured Reviews

ShubhamSharma7 - PeerSpot reviewer
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.
Rubens Oliveira - PeerSpot reviewer
Automated provisioning simplifies deployment and integration
The Oracle Database Appliance is customizable and has excellent features.I don't have any problems with Oracle Database Appliance because this product is very automated, with scheduler and automatic processes throughout. You can make small inferences and changes for creating all the specific modifications. The automated provisioning feature helps speed up the database deployment process because you can use one command or option to resize all the disks or increase memory, depending on the occasion. The Oracle Database Appliance has integration in OCI Cloud. The same services simplify all the manager work regarding backups, configuration, resizing disks, and other services. Deploying the Oracle Database Appliance both on-premises and in the cloud offers the same simplification. You simply input your database name and specify memory quantity, CPU quantity, and database size. The process is identical for both on-premises and cloud deployments. The flexibility of Oracle Database Appliance has helped grow business needs for many customers. Using the Oracle Database Appliance has positively impacted my organization because I can deliver it much more comfortably. Creating a database involves many processes, but with this solution, you just input the name and configure the network and other parameters. It is very similar to RDS in AWS services, where you specify the name, choose the engine, indicate parameter groups, VPC, subnet groups, and proceed. Both Oracle Database Appliance and RDS have greatly simplified the work.
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Computer Software Company
9%
Manufacturing Company
9%
Healthcare Company
6%
Financial Services Firm
24%
Computer Software Company
10%
Government
8%
Manufacturing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business25
Midsize Enterprise12
Large Enterprise56
By reviewers
Company SizeCount
Small Business20
Midsize Enterprise9
Large Enterprise15
 

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 ...
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...
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...
What do you like most about Oracle Database Appliance?
Oracle Database Appliance provides high stability.
What is your experience regarding pricing and costs for Oracle Database Appliance?
While I'm somewhat familiar with standard licensing, pricing isn't really my area of expertise. However, Oracle is on the higher end of the pricing spectrum, along with SAP.
What needs improvement with Oracle Database Appliance?
For the cloud version, there could be better storage options or more storage for lower prices. However, for on-premises, this is not possible because you have physical disks. In the cloud, more opt...
 

Also Known As

Databricks Unified Analytics, Databricks Unified Analytics Platform, Redash
X5-2
 

Overview

 

Sample Customers

Elsevier, MyFitnessPal, Sharethrough, Automatic Labs, Celtra, Radius Intelligence, Yesware
LifeLock, Incarlopsa, Al Yusur Industrial Contracting
Find out what your peers are saying about Databricks vs. Oracle Database Appliance and other solutions. Updated: September 2025.
868,759 professionals have used our research since 2012.