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AWS Database Migration Service vs Pentaho Data Integration and Analytics 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
4.5
Organizations save up to $150,000 annually using AWS Database Migration Service, offering significant cost savings over legacy tools.
Sentiment score
7.2
Pentaho Data Integration offers cost-effective, efficient ETL solutions with significant time savings, enhancing IT processes despite perceived obsolescence.
I can specify savings of around 40 to 60%.
Delivery Head Data Engineering at BAGIC
I have seen a return on investment; my team was able to stay extremely small even though we had a lot of data integrations with many companies.
Principal Software Engineer at a tech vendor with 10,001+ employees
I can testify to the return on investment with metrics regarding time saved; we have increased our efficiency by about 20 to 30 percent due to the swift migration processes facilitated by the tool.
Data Integration Developer at a tech vendor with 201-500 employees
 

Customer Service

Sentiment score
5.3
AWS Database Migration Service support is inconsistent, with helpful expertise but often involves delays, budget considerations, or repeated exchanges.
Sentiment score
5.1
Pentaho's support is praised for knowledge and responsiveness, but response times vary, especially for the community edition.
When working with AWS GovCloud, we often did not get an answer in time because AWS seemed more focused on the commercial side.
Owner at a outsourcing company with 1,001-5,000 employees
I am happy with the technical support from AWS.
Delivery Head Data Engineering at BAGIC
24/7 assistance is available for the Enterprise Edition.
Data architect at a tech vendor with 10,001+ employees
take the time to understand our business requirements, offering appropriate recommendations.
Data Integration Developer at a tech vendor with 201-500 employees
Communication with the vendor is challenging
Data Architecture and Engineering Specialist at coprocenva
 

Scalability Issues

Sentiment score
6.8
AWS Database Migration Service is scalable and adaptable, but may face compatibility and latency issues with large data sets.
Sentiment score
7.2
Pentaho scales well for small to medium data, but may struggle with large datasets, fitting diverse organizational roles.
Even if there was a failure, we could catch it and rerun it.
Software architect at Cognizant
AWS's scalable nature involves a human approach, meaning it is not auto-scalable.
Lead Architect at Fracral
While scalability is good, latency exists due to our business nature.
Delivery Head Data Engineering at BAGIC
It can be scaled well until you reach a point where you need to perform a lot of operations, and the issue arises when it runs out of memory to handle some data.
Data engineer at a educational organization with 1,001-5,000 employees
Pentaho Data Integration handles larger datasets better.
Data Architecture and Engineering Specialist at coprocenva
Pentaho Data Integration and Analytics' scalability is commendable, as it allows us to scale up according to our needs.
Data architect at a tech vendor with 10,001+ employees
 

Stability Issues

Sentiment score
7.2
AWS Database Migration Service is reliable and stable, with occasional manual interventions needed for large data volumes or constant migrations.
Sentiment score
7.1
Pentaho is generally stable and reliable, though occasional memory issues and bugs occur, especially in community editions.
For DMS version upgrades, we schedule downtime during business hours so that midnight workloads are not interrupted and morning business can run smoothly.
Delivery Head Data Engineering at BAGIC
Performance issues arise due to reliance on a flowchart-based mechanism instead of scripts, which can lead to longer execution times.
Data architect at a tech vendor with 10,001+ employees
I find that version 3.1 is the most stable version I have ever used.
Founder-CEO at Ubuntu Analytica
It's pretty stable, however, it struggles when dealing with smaller amounts of data.
Data Architecture and Engineering Specialist at coprocenva
 

Room For Improvement

AWS Database Migration Service needs improved functionality, compatibility, monitoring, and documentation to enhance user experience and platform support.
Pentaho needs improved logging, debugging, user interface, performance, environment management, cloud support, documentation, and user feedback integration.
DMS works within AWS ecosystem, but they also have to look for third party solutions. Now Snowflake is a bigger player, or Databricks.
Delivery Head Data Engineering at BAGIC
Sometimes, those who implement the service face problems and resolve it, but I may not even know what problems they faced.
Owner at a outsourcing company with 1,001-5,000 employees
We should also explore more effective partitioning for parallel processing and fine-tuning database connections to reduce load times and improve ETL speed.
Data Integration Developer at a tech vendor with 201-500 employees
Pentaho Data Integration and Analytics can be improved by working with different environments, specifically the possibility to change the variables, meaning I write my variables only once and can change them for different environments such as production or development.
Founder-CEO at Ubuntu Analytica
I also lack the option to use programming languages beyond Python and SQL, and a provision to incorporate Scala code in the scripting component would be beneficial.
Data architect at a tech vendor with 10,001+ employees
 

Setup Cost

AWS Database Migration Service is cost-effective long-term, with pricing varying by usage, migration complexity, and regional differences.
Pentaho Data Integration provides free and paid versions, with users valuing cost-effectiveness despite rising Enterprise Edition prices.
I use the community version of Pentaho Data Integration and Analytics, and I do not need additional costs.
Project Manager at Laberit
The setup cost was minimal, and the pricing experience was pretty good.
Data engineer at a educational organization with 1,001-5,000 employees
 

Valuable Features

AWS Database Migration Service offers scalable, cost-effective migration with easy administration, real-time synchronization, and high data security.
Pentaho offers intuitive data integration with extensive customization, supporting rapid ETL development, big data, and minimal coding.
AWS offers a way to build jobs that are scalable, expandable for new and current tables, and can be deployed quickly.
Lead Architect at Fracral
You can copy the database at first without impacting your current database, and then use CDC to copy incremental changes.
Owner at a outsourcing company with 1,001-5,000 employees
The scalability option is another valuable feature because AWS provides its own compute behind it, so I can scale up and scale down at any given point.
Delivery Head Data Engineering at BAGIC
Pentaho Data Integration and Analytics has positively impacted my organization because it meant we didn't have to write a lot of custom API back-end processing logic; it did the majority of that heavy lifting for us.
Principal Software Engineer at a tech vendor with 10,001+ employees
It automates the data workflow, including extraction, cleansing, and loading into warehouses for BI reporting purposes, while also removing duplicates, validating data, and standardizing formats, enabling real-time decision-making.
Data Integration Developer at a tech vendor with 201-500 employees
Pentaho Data Integration and Analytics has positively impacted my organization because it is easier to use, and my knowledge about this work facilitates the translation from the source to my final system.
Project Manager at Laberit
 

Categories and Ranking

AWS Database Migration Service
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
34
Ranking in other categories
Cloud Data Integration (2nd)
Pentaho Data Integration an...
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
59
Ranking in other categories
Data Integration (11th)
 

Featured Reviews

AG
Delivery Head Data Engineering at BAGIC
Streamlines data migration across platforms with cost-effective and scalable solutions
We have the continuous data integration feature, but it does not work very well in our given ecosystem because we have huge data volume, and it reads from archive log rather than the redo sequence. That is where it lacks, so we are not able to do continuous streaming data injection. The ability to handle heterogeneous migrations for our organization is adequate. I do not see a major value add, or see it as a marquee feature. It is a good tool, but we do not have that sort of uses requirement. In my 10 plus years of experience, I do not see that kind of requirement where I have to replicate it in real time. I leverage AWS CloudWatch for addressing migration issues. The major challenges come across CDC. We have created latency filter and everything, but there is no way to control it. Due to the nature of our business, the transactions increase during month end and year end. My transactions are supposed to increase, my workloads on my core system increases, but my DMS is not able to keep up with them, even if I increase it to a higher side. Improvements could be made in AWS Database Migration Service. Because of that, I am moving out of DMS now to a STRIIM solution. DMS works within AWS ecosystem, but they also have to look for third party solutions. Now Snowflake is a bigger player, or Databricks. Something that could be possible as a connector, whether paid or free, but giving as a connector to that ecosystem as well.
Michelle Lawson - PeerSpot reviewer
Principal Software Engineer at a tech vendor with 10,001+ employees
Streamlines complex data workflows and has supported automated customer payment notifications
I haven't used Pentaho Data Integration and Analytics in a couple of years, so I don't know how it can be improved. I was pretty pleased with it and was self-taught on it, working a lot with their team at various times, but they were surprised that I was able to learn it all by myself. The documentation is not bad, and documentation is the main thing that any product can do to make themselves better because the easier it is to find examples of what you're trying to do improves the learning curve. I think it took me the longest to learn how to do the asynchronous processing and have things wait for other things to finish processing before continuing on in the workflow. I choose 8 out of 10 because the one reason that it's been rejected at T-Mobile is that everything has to go through a provisioning process and has to get approved, meaning the actual code base has to be investigated by T-Mobile before they'll allow us to use tools of that nature. For whatever reason, we just haven't been able to get that approval; I don't know if it's on Pentaho Data Integration and Analytics' side or if it's on our side. The more you can make it easier for companies to feel comfortable that your product is secure, robustly tested and bug-free, and free of any other kind of negative hacks, the more quickly it will get accepted.
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Top Industries

By visitors reading reviews
Financial Services Firm
21%
Computer Software Company
13%
Manufacturing Company
6%
Government
6%
Financial Services Firm
14%
Educational Organization
9%
Computer Software Company
8%
Government
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise8
Large Enterprise17
By reviewers
Company SizeCount
Small Business18
Midsize Enterprise18
Large Enterprise29
 

Questions from the Community

What resources can you use to learn how to utilize AWS Database Migration Service?
As with all AWS products, you are given very useful documentation with AWS Database Migration Service. Before we started using this product, we went over it and we were able to learn the basics an...
Would you recommend AWS Database Migration Service as a cloud data integration tool?
My current company started using AWS Database Migration Service upon my recommendation, and I continue telling people how good of a product it is. However, users should keep in mind a few things. ...
Is AWS Database Migration Service an affordable solution?
Compared to similar solutions, AWS Database Migration Service falls somewhere in the middle price-wise, at least from my experience. This being said, it is not a very affordable solution, especial...
Which ETL tool would you recommend to populate data from OLTP to OLAP?
Hi Rajneesh, yes here is the feature comparison between the community and enterprise edition : https://www.hitachivantara.com/en-us/pdf/brochure/leverage-open-source-benefits-with-assurance-of-hita...
What do you think can be improved with Hitachi Lumada Data Integrations?
In my opinion, the reporting side of this tool needs serious improvements. In my previous company, we worked with Hitachi Lumada Data Integration and while it does a good job for what it’s worth, ...
What do you use Hitachi Lumada Data Integrations for most frequently?
My company has used this product to transform data from databases, CSV files, and flat files. It really does a good job. We were most satisfied with the results in terms of how many people could us...
 

Also Known As

AWS Data Migration Service
Hitachi Lumada Data Integration, Kettle, Pentaho Data Integration
 

Overview

 

Sample Customers

Veoci, Trimble, Nasdaq, shaadi.com, Hotelbeds, SysAid, Verizon, Expedia, Pega
66Controls, Providential Revenue Agency of Ro Negro, NOAA Information Systems, Swiss Real Estate Institute
Find out what your peers are saying about AWS Database Migration Service vs. Pentaho Data Integration and Analytics and other solutions. Updated: December 2025.
880,685 professionals have used our research since 2012.