CloverETL vs Tray.io comparison

Javlin and Tray.io are both solutions in the Cloud Data Integration category. Additionally, 100% of Javlin users are willing to recommend the solution, compared to 100% of Tray.io users who would recommend it.

CloverETL

Read 2 CloverETL reviews

1,146 Views
699 Comparison Views

100% willing to recommend

Tray.io

Read 3 Tray.io reviews

826 Views
240 Comparison Views

100% willing to recommend

CloverETL

Tray.io

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Executive Summary

We performed a comparison between CloverETL and Tray.io based on real PeerSpot user reviews.

Find out what your peers are saying about Amazon Web Services (AWS), Informatica, Salesforce and others in Cloud Data Integration.

To learn more, read our detailed Cloud Data Integration Report (Updated: March 2026).

Buyer's Guide

Cloud Data Integration

March 2026

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Helped 885,376 peers since 2012

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

CloverETL

Average Rating

7.0

Reviews Sentiment

6.8

Number of Reviews

Ranking in other categories

Data Integration (57th), Data Visualization (34th)

Tray.io

Average Rating

7.4

Reviews Sentiment

5.9

Number of Reviews

Ranking in other categories

Process Automation (55th), Cloud Data Integration (30th), Low-Code Development Platforms (74th), Integration Platform as a Service (iPaaS) (24th)

Featured Reviews

it_user856614

Lead Programmer at a healthcare company with 10,001+ employees

Very easy to schedule jobs and monitor them, however we run out heap space even with a high allocation

Flexibility: We can bring in data from multiple sources, e.g., databases, text files, JSON, email, XML, etc. This has been very helpful Connectivity to various data sources: The ability to extract data from different data sources gives greater flexibility. Server features for scheduler: It is…

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Samuele Sois

Principal AI and Data Science Engineer at a manufacturing company with 10,001+ employees

Marketing A/B tests have gained deeper insights from user behavior and unified global reporting

The best features Tray.io offers include excellent visualization capabilities and a dashboard, which stand out to me the most. I appreciate that it is very easy to convert the data we receive from Tray.io into dashboards from Power BI, which is extremely useful. I would also appreciate if in the future Tray.io provides a way to natively convert the data to Tableau. Tray.io has positively impacted my organization as it provides a trusted way to organize data results and share them throughout the company at once. As a multinational and very large company, it is definitely beneficial that those of us in the UK can use the same format that colleagues use in India, and the entire data architecture is framed within a trusted system from an established organization. As far as I know, Tray.io has been operating for the last 12 years, making it a very reliable system.

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Quotes from Members

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

Pros

"Familiar, intuitive GUI coming from a Java development background, in-depth, descriptive, and well-laid-out documentation, responsive support through forums directly from Clover staff, a wealth of customizable pre-defined components, descriptive logging for error messages, and ease of install with a light footprint make it very effective to use."

"We switched to CloverETL because of its flexibility to connect to various data sources and no dependence on native language and ease of use."

"No dependence on native language and ease of use."

"Server features for scheduler: It is very easy to schedule jobs and monitor them. The interface is easy to use."

"Connectivity to various data sources: The ability to extract data from different data sources gives greater flexibility."

"Key features include wealth of pre-defined components; all components are customizable; descriptive logging, especially for error messages."

"Tray.io has positively impacted my organization by reducing the amount of redundant tasks that our team performs by approximately 80%, and the numbers are quite significant with the workflows alone, as we are working towards creating and utilizing AI within these workflows as well."

"Tray.io has positively impacted my organization by helping us keep our internal database and this third-party service in sync, and it has really helped us automate a lot of that work because it is fairly straightforward to maintain and develop."

"Tray.io has positively impacted my organization as it provides a trusted way to organize data results and share them throughout the company at once."

Cons

"Resource management: We typically run out of heap space, and even the allocation of high heap space does not seem to be enough."

"Needs: easier automated failure recovery; more, and more intuitive auto-generated/filled-in code for components; easier/more automated sync between CloverETL Designer and CloverETL Server."

"Resource management: We typically run out of heap space, and even the allocation of high heap space does not seem to be enough."

"Its documentation could be improved."

"Needs easier automated failure recovery, more and more intuitive auto-generated or filled-in code for components, and easier or more automated sync between CloverETL Designer and CloverETL Server."

"One way Tray.io could be improved, especially for people coming in with no real coding experience, is with more comprehensive error messages."

"As our product got more complex, we needed to add more and more complexity to Tray.io in terms of our setup, and that is when the benefits of it being no-code or low-code started to pale in comparison to the cost of making everything slightly more complicated."

"I have found that the error management in my main use case with Tray.io is not as effective as we would prefer."

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Top Industries

By visitors reading reviews

Construction Company

27%

Manufacturing Company

13%

Computer Software Company

10%

Retailer

Computer Software Company

13%

Construction Company

12%

Outsourcing Company

10%

Wholesaler/Distributor

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

Questions from the Community

Ask a question

Earn 20 points

What needs improvement with Tray.io?

It was not always easy to test our changes in Tray.io. In a software engineering context, you might imagine there being different branches and different environments to make changes where you can m...

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What is your primary use case for Tray.io?

We run automation workflows with Tray.io to take data from our internal databases and update a third-party software that we use. Specifically, my company offers digital trade credit, and we use tha...

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What advice do you have for others considering Tray.io?

I think in general it has been a positive experience with Tray.io, and while there are areas where it can be improved, overall it is a good product. I rate Tray.io a seven out of ten.

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Product Reports

Buyer's Guide

Data Integration

March 2026

Download CloverETL product report

Buyer's Guide

Integration Platform as a Service (iPaaS)

March 2026

Download Tray.io product report

Overview

CloverETL is a rapid, end-to-end data integration solution. Businesses choose CloverETL for its usability and intuitive controls, along with its lightweight footprint, flexibility, and processing speed. Achieving true, rapid data integration means much more than just raw data processing power. Rapid refers to an end-to-end process that begins the moment a data-related problem is recognized to the point when the data is in the right place and form to be analyzed and monetized.

Javlin

The Tray Platform is the leading General Automation Platform, whose modern, serverless architecture empowers users to take full control of their data by automating mission-critical processes and integrating their entire tech stack.

Tray.io

Sample Customers

IBM, Oracle, MuleSoft, GoodData, Thomson Reuters, salesforce.com, Comcast, Active Network, SHOP.CA

Copper, DigitalOcean, Udemy, AdRoll, FICO, Outreach

Buyer's Guide

Cloud Data Integration

March 2026

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