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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
69
Ranking in other categories
Hadoop (1st), Compute Service (6th)
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 June 2026, in the Java Frameworks category, the mindshare of Apache Spark is 11.3%, up from 7.9% compared to the previous year. The mindshare of Oracle Application Development Framework is 6.8%, up from 3.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Java Frameworks Mindshare Distribution
ProductMindshare (%)
Apache Spark11.3%
Oracle Application Development Framework6.8%
Other81.9%
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

"Faster time to parse and compute data makes web-based queries for plotting data easier."
"Machine learning, real time streaming, and data processing are fantastic, as well as the resilient or fault tolerant feature."
"The most valuable feature of this solution is its capacity for processing large amounts of data."
"We have 1000x improvement in performance over other techniques."
"I like Apache Spark's flexibility the most. Before, we had one server that would choke up. With the solution, we can easily add more nodes when needed. The machine learning models are also really helpful. We use them to predict energy theft and find infrastructure problems."
"The product's deployment phase is easy."
"It provides a scalable machine learning library."
"Aggregations are very fast in our project since we started to use Spark."
"The single sign-on features applied to Oracle Cloud is a valuable feature."
"The most valuable features of this solution are the business components."
"This is a product that I recommend."
"The best part of Oracle ADF is being able to easily write code in Java with JavaBean files."
"It's database-centric, and it's seemingly easy to use the model–view–controller pattern that's built-in."
"The most valuable feature of the Oracle Application Development Framework is the rapid development and the security it provides."
"The solution enables us to create objects that allow us to develop pages and applications very rapidly."
"Oracle support is great, one of the best that I've seen."
 

Cons

"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 would like to see integration with data science platforms to optimize the processing capability for these tasks."
"It requires overcoming a significant learning curve due to its robust and feature-rich nature."
"The migration of data between different versions could be improved."
"For improvement, I think the tool could make things easier for people who aren't very technical. There's a significant learning curve, and I've seen organizations give up because of it. Making it quicker or easier for non-technical people would be beneficial."
"Like I said scalability is still an issue, also stability."
"Sometimes it is a nightmare on Linux trying to figure out what happened on the configuration and back-end."
"It's not easy to install."
"The performance of this solution needs to be improved because it is very slow."
"Lacks tailoring to geographic regional differences and consistent integration with third parties."
"The technical support should be improved; it's not as good as you get from other solutions and we don't get responses in a timely fashion, so we end up doing workarounds to solve issues."
"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."
"The application needs to be more lightweight and the performance improved."
"The UI is very slow and not up to market standard."
"Oracle ADF needs more components and the layout can be improved."
"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."
 

Pricing and Cost Advice

"The product is expensive, considering the setup."
"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."
"It is an open-source solution, it is free of charge."
"Apache Spark is an expensive solution."
"We are using the free version of the solution."
"Licensing costs can vary. For instance, when purchasing a virtual machine, you're asked if you want to take advantage of the hybrid benefit or if you prefer the license costs to be included upfront by the cloud service provider, such as Azure. If you choose the hybrid benefit, it indicates you already possess a license for the operating system and wish to avoid additional charges for that specific VM in Azure. This approach allows for a reduction in licensing costs, charging only for the service and associated resources."
"On the cloud model can be expensive as it requires substantial resources for implementation, covering on-premises hardware, memory, and licensing."
"It is quite expensive. In fact, it accounts for almost 50% of the cost of our entire project."
"We have yearly licensing costs."
"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."
"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."
"The cost of this solution is approximately $47,000 USD per site."
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Top Industries

By visitors reading reviews
Financial Services Firm
22%
Manufacturing Company
9%
Construction Company
8%
Comms Service Provider
7%
Construction Company
13%
Comms Service Provider
11%
Financial Services Firm
10%
Manufacturing Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business28
Midsize Enterprise16
Large Enterprise33
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise2
Large Enterprise1
 

Questions from the Community

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?
I find that there really lacks the technical depth to do any recommendations for future updates of Apache Spark. I used it for two years for our prototype work and testing things, but because I had...
What is your primary use case for Apache Spark?
I attempted to use Apache Spark in one of our customer projects, but after the initial test, our customer moved to another technology and another database system. I do not have any final remarks on...
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: June 2026.
900,644 professionals have used our research since 2012.