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Apache Spark vs Oracle Application Development Framework 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:
 

Categories and Ranking

Apache Spark
Ranking in Java Frameworks
2nd
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
68
Ranking in other categories
Hadoop (1st), Compute Service (5th)
Oracle Application Developm...
Ranking in Java Frameworks
9th
Average Rating
7.8
Reviews Sentiment
6.0
Number of Reviews
9
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of February 2026, in the Java Frameworks category, the mindshare of Apache Spark is 9.3%, up from 7.5% compared to the previous year. The mindshare of Oracle Application Development Framework is 4.9%, up from 3.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Java Frameworks Market Share Distribution
ProductMarket Share (%)
Apache Spark9.3%
Oracle Application Development Framework4.9%
Other85.8%
Java Frameworks
 

Featured Reviews

Devindra Weerasooriya - PeerSpot reviewer
Data Architect at Devtech
Provides a consistent framework for building data integration and access solutions with reliable performance
The in-memory computation feature is certainly helpful for my processing tasks. It is helpful because while using structures that could be held in memory rather than stored during the period of computation, I go for the in-memory option, though there are limitations related to holding it in memory that need to be addressed, but I have a preference for in-memory computation. The solution is beneficial in that it provides a base-level long-held understanding of the framework that is not variant day by day, which is very helpful in my prototyping activity as an architect trying to assess Apache Spark, Great Expectations, and Vault-based solutions versus those proposed by clients like TIBCO or Informatica.
Asad Ur Rehman - PeerSpot reviewer
ERP Manager | Implementation Head at Tharsol
Eases the writing of code in Java with JavaBeans; easy to set up
My advice to anyone who intends to use ADF for the first time is that you must make sure that you have powerful enough hardware in order to run everything smoothly, especially when it comes to JDeveloper. If your hardware is adequate, you can get by without a problem in terms of speed, but be advised that it can use a lot of resources. However, even though ADF is a good product with great scalability that has really helped me out in hard times since 2014, I would ultimately recommend that new users look toward Oracle APEX instead of ADF. I would rate Oracle Application Development Framework a nine out of ten.

Quotes from Members

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

Pros

"One of the key features is that Apache Spark is a distributed computing framework. You can help multiple slaves and distribute the workload between them."
"AI libraries are the most valuable. They provide extensibility and usability. Spark has a lot of connectors, which is a very important and useful feature for AI. You need to connect a lot of points for AI, and you have to get data from those systems. Connectors are very wide in Spark. With a Spark cluster, you can get fast results, especially for AI."
"The product is useful for analytics."
"The scalability has been the most valuable aspect of the solution."
"Spark is used for transformations from large volumes of data, and it is usefully distributed."
"The data processing framework is good."
"Apache Spark can do large volume interactive data analysis."
"There's a lot of functionality."
"The best part of Oracle ADF is being able to easily write code in Java with JavaBean files."
"The most valuable feature of the Oracle Application Development Framework is the rapid development and the security it provides."
"The power of Oracle ADF is in the business components."
"The most valuable feature is the ease of integration with other Oracle products."
"The single sign-on features applied to Oracle Cloud is a valuable feature. All parts of this application are compatible with single sign-on, where you have a security feature that is very good in Oracle Cloud."
"We can create objects that allow us to develop pages and applications very rapidly."
"The most valuable features of this solution are the business components."
"There are several valuable features. First is the fast deployment. Also the ease of use."
 

Cons

"The Spark solution could improve in scheduling tasks and managing dependencies."
"Apache Spark could improve the connectors that it supports. There are a lot of open-source databases in the market. For example, cloud databases, such as Redshift, Snowflake, and Synapse. Apache Spark should have connectors present to connect to these databases. There are a lot of workarounds required to connect to those databases, but it should have inbuilt connectors."
"Technical expertise from an engineer is required to deploy and run high-tech tools, like Informatica, on Apache Spark, making it an area where improvements are required to make the process easier for users."
"I know there is always discussion about which language to write applications in and some people do love Scala. However, I don't like it."
"The logging for the observability platform could be better."
"Apache Spark provides very good performance The tuning phase is still tricky."
"Apart from the restrictions that come with its in-memory implementation. It has been improved significantly up to version 3.0, which is currently in use."
"They could improve the issues related to programming language for the platform."
"Lacks tailoring to geographic regional differences and consistent integration with third parties."
"The application needs to be more lightweight and the performance improved."
"I use JDeveloper along with ADF and, unfortunately, JDeveloper is a very slow tool. It takes a lot of time to accomplish things with it during both development and deployment. I hope that Oracle will improve JDeveloper to make it run faster."
"Oracle Application Development Framework is set to go out of support over the next three years but they should provide support for the solution for the longer term. Additionally, there needs to be more overall optimization and specifically in webpage rendering. The solution uses a lot of resources, and in order for them to move forward, they would have to create a smaller resource impact."
"The model layer could be improved for performance because once that part gets bloated, the performance is lacking. So, there is room for performance optimization."
"Oracle ADF needs more components and the layout can be improved."
"The UI is very slow and not up to market standard."
"The performance of this solution needs to be improved because it is very slow."
 

Pricing and Cost Advice

"On the cloud model can be expensive as it requires substantial resources for implementation, covering on-premises hardware, memory, and licensing."
"It is an open-source solution, it is free of charge."
"Apache Spark is not too cheap. You have to pay for hardware and Cloudera licenses. Of course, there is a solution with open source without Cloudera."
"I did not pay anything when using the tool on cloud services, but I had to pay on the compute side. The tool is not expensive compared with the benefits it offers. I rate the price as an eight out of ten."
"It is an open-source platform. We do not pay for its subscription."
"It is quite expensive. In fact, it accounts for almost 50% of the cost of our entire project."
"The solution is affordable and there are no additional licensing costs."
"Apache Spark is an open-source solution, and there is no cost involved in deploying the solution on-premises."
"The solution has an annual licensing cost and there are only standard fees. If you want Oracle support this is charged extra on top of the licensing fees."
"We use a lot of Oracle products and in total, we pay about £5 million ($6.1 million USD) per year."
"The cost of this solution is approximately $47,000 USD per site."
"We have yearly licensing costs."
"Oracle ADF is an expensive product. I don't know the actual figures, but our licensing costs for the year 2020, for example, were very high."
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Top Industries

By visitors reading reviews
Financial Services Firm
25%
Computer Software Company
8%
Manufacturing Company
7%
University
6%
Insurance Company
13%
Manufacturing Company
12%
Comms Service Provider
10%
Financial Services Firm
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business28
Midsize Enterprise15
Large Enterprise32
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise2
Large Enterprise1
 

Questions from the Community

What do you like most about Apache Spark?
We use Spark to process data from different data sources.
What is your experience regarding pricing and costs for Apache Spark?
Apache Spark is open-source, so it doesn't incur any charges.
What needs improvement with Apache Spark?
Areas for improvement are obviously ease of use considerations, though there are limitations in doing that, so while various tools like Informatica, TIBCO, or Talend offer specific aspects, licensi...
Ask a question
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Also Known As

No data available
Oracle ADF
 

Overview

 

Sample Customers

NASA JPL, UC Berkeley AMPLab, Amazon, eBay, Yahoo!, UC Santa Cruz, TripAdvisor, Taboola, Agile Lab, Art.com, Baidu, Alibaba Taobao, EURECOM, Hitachi Solutions
Financial Regulatory Authority (FRA) of Egypt, Red Samurai, ChB Jelly House
Find out what your peers are saying about Apache Spark vs. Oracle Application Development Framework and other solutions. Updated: December 2025.
881,707 professionals have used our research since 2012.