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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 enhances efficiency and ROI, offering scalable solutions and cost savings over traditional Hadoop with easy setup.
Sentiment score
7.1
Oracle Database Appliance offers long-term value with efficient support and quality, ensuring positive ROI despite variable setup complexity.
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 generally praised for responsiveness, though some note delays, with resources often sufficient for independent problem-solving.
Sentiment score
6.2
Oracle Database Appliance customer service is generally solid but faces criticism for costs, response times, and mixed hardware service experiences.
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.
 

Scalability Issues

Sentiment score
7.5
Databricks is praised for its adaptability, scalability, automation features, and performance across industries but needs improved autoscaling control.
Sentiment score
6.6
Oracle Database Appliance offers scalable CPU and storage options but faces limitations in on-premises scalability and storage scalability.
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 highly rated for stability and performance, with occasional minor issues often due to user or external factors.
Sentiment score
7.5
Oracle Database Appliance is praised for stability and performance, with minor issues resolved by support and high satisfaction ratings.
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 should improve visualization, integration, user experience, and scalability, addressing concerns about pricing, error messages, and onboarding.
Oracle Database Appliance requires improved scalability, flexibility, integration, and pricing, along with AI features and better support.
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.
 

Setup Cost

Databricks offers flexible, often expensive pricing, mitigated by cloud deployment and tiered licensing, with varied user cost experiences.
Oracle Database Appliance is cost-effective for its value, but licensing and support can be expensive compared to alternatives.
It is not a cheap solution.
Oracle is on the higher end of the pricing spectrum, along with SAP.
 

Valuable Features

Databricks offers an intuitive interface for data processing, integrating SQL, Python, and features like Delta Lake and MLflow.
Oracle Database Appliance offers easy deployment, scalability, high performance, and seamless integration, popular for data processing and application hosting.
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.
The most valuable feature is the ease of dashboarding and ease of reporting.
 

Categories and Ranking

Databricks
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Cloud Data Warehouse (8th), Data Science Platforms (1st), Streaming Analytics (1st)
Oracle Database Appliance
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
44
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.
Ahmed-Yehia - PeerSpot reviewer
Enhanced performance and simplified operations with integrated features
All improvements for ODA are already applied or enhanced in Exadata. ODA is mainly for small businesses or limited businesses and is used predominantly for database warehouses and not for OLTP databases. You can only scale storage, not developer nodes. It's priced a little higher, which could be optimized for small or medium businesses.
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Computer Software Company
10%
Manufacturing Company
9%
Healthcare Company
6%
Financial Services Firm
27%
Computer Software Company
12%
Manufacturing Company
9%
Government
7%
 

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 ...
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?
There is room for improvement in better integration with third-party tools, such as Power BI or Redshift. When dealing with federated data sources, this integration can be a challenge.
 

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: June 2025.
859,129 professionals have used our research since 2012.