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Rivery vs Tray.io 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
5.1
Rivery improves productivity and efficiency, reducing manual work and cutting costs by enabling independent project management with fewer employees.
Sentiment score
5.8
Tray.io boosts efficiency by reducing redundant tasks, saving 40+ hours weekly, and eliminating the need for engineer integration hours.
It saved my team time and really reduced manual work, so overall, it improved efficiency.
software tester at a consultancy with 11-50 employees
By using Snowflake and Rivery, I was able to set up and complete project goals myself without the necessity to employ additional data engineers or DevOps.
Researcher at a educational organization with 11-50 employees
I have seen a return on investment as the company has been renewing the product for the entire 19 months we have been using it, which indicates that trust is high and they likely see value and advantage in using the system.
Principal AI and Data Science Engineer at a manufacturing company with 10,001+ employees
It has even eliminated a position on our team because that person was no longer needed once we started the automations.
Applications Analyst at a healthcare company with 1,001-5,000 employees
The ROI is clear, as it eliminates hundreds of engineer hours required to build and maintain custom integration connectors, while empowering client partners to manage complex data ingest self-sufficiently.
Dev Ops Engineer at a outsourcing company with 201-500 employees
 

Customer Service

Sentiment score
6.8
Rivery's support is highly rated for personalized assistance, quick feedback, and encouraging user learning despite occasional technical challenges.
Sentiment score
4.3
Tray.io is user-friendly, reducing support needs; feedback highlights adequate direct support and praised newsletters and updates.
One significant challenge was implementing custom-built Python scripts using Rivery for transformations.
CDL at Ycotek
Customer support is great; they are answering really fast.
Manager, Business Intelligence at WalkMe - the Enterprise-Class Online Guidance and Engagement platform.
The customer support for Rivery is excellent.
Manager, Application at a non-profit with 1,001-5,000 employees
I have never used the customer support for Tray.io because the software is very easy to use and we never needed to contact support.
Principal AI and Data Science Engineer at a manufacturing company with 10,001+ employees
 

Scalability Issues

Sentiment score
7.0
Rivery scales effectively, integrating diverse data sources, supporting increased use, and connecting to databases and tools like Snowflake and Tableau.
Sentiment score
7.3
Tray.io is scalable and adaptable, but faces challenges with complexity and data handling in high-load scenarios.
It has handled growing data volumes and additional pipelines without major issues.
software tester at a consultancy with 11-50 employees
The focus is on the ability to connect to different sources and to put all the data together.
Data Analyst at a computer software company with 11-50 employees
We were able to deploy it from a small company within Tata with 200 people to what is now a multinational company with 92,000 people globally.
Principal AI and Data Science Engineer at a manufacturing company with 10,001+ employees
Our company uses it for handling high-volume data ingestion and integration orchestration between our platform and external ad services.
Dev Ops Engineer at a outsourcing company with 201-500 employees
The benefits of it being no-code or low-code started to pale in comparison to the cost of making everything slightly more complicated.
Operations Analyst at a tech vendor with 51-200 employees
 

Stability Issues

Sentiment score
8.4
Rivery is stable and user-friendly, offering reliable performance with excellent support, despite occasional glitches and past slowdowns with large datasets.
Sentiment score
7.9
Tray.io is stable and reliable for workflows, despite setup challenges and memory limitations, enhancing data operations and integrations.
I found the tool very easy to use, allowing me to gain a lot of insights.
Data Analyst at a computer software company with 11-50 employees
The excellent support we received from Rivery team contributes to this perception.
CDL at Ycotek
In my experience, Tray.io is stable, as we have never experienced issues with it failing or being unavailable.
Principal AI and Data Science Engineer at a manufacturing company with 10,001+ employees
The biggest issue we have with Tray.io is that it runs out of memory space and does not process all of our workflows.
Applications Analyst at a healthcare company with 1,001-5,000 employees
Tray.io is highly stable for daily scheduled production runs and event-driven webhooks, provided proper error handling, timeout management, and payload validation are built into the workflow steps.
Dev Ops Engineer at a outsourcing company with 201-500 employees
 

Room For Improvement

Rivery needs better dependency analysis, user-friendly interface, AI integration, and competitive pricing with improved analytics and visualization.
Tray.io poses challenges for non-technical users with complex workflows, high costs, and limited integration and customization options.
As an end-to-end solution for ETL with Snowflake, Rivery has proven to be reliable and efficient in my day-to-day work.
software tester at a consultancy with 11-50 employees
Agentic AI with open source tools can be used to build all configurations automatically for pipelines.
Researcher at a educational organization with 11-50 employees
One feature that stood out in Informatica was the ability to see data flowing through each transformation step while debugging, which I felt was missing in Rivery.
CDL at Ycotek
When an automation fails, it usually provides the JSON format, and if Tray.io could include a summary of what the actual error entails, that would be quite beneficial.
IT Engineer at a consumer goods company with 51-200 employees
I believe Tray.io can be improved by offering integration with Tableau, which is still not available.
Principal AI and Data Science Engineer at a manufacturing company with 10,001+ employees
There is a steep learning curve in user accessibility; the builder is highly developer-centric, making it difficult for a non-technical team member to modify or troubleshoot workflows.
Automation Engineer at a educational organization with 11-50 employees
 

Setup Cost

Rivery's pricing is competitive but can be steep for small businesses, with complex integrations increasing costs significantly.
I found myself asking my stakeholder to make it only five times a day because it was really expensive.
Manager, Application at a non-profit with 1,001-5,000 employees
I found the pricing and licensing to be fair and competitive compared to other solutions I have seen.
Manager, Business Intelligence at WalkMe - the Enterprise-Class Online Guidance and Engagement platform.
No one has complained in the finance department, and it is very rare for Tata Motors to refrain from complaining about pricing.
Principal AI and Data Science Engineer at a manufacturing company with 10,001+ employees
 

Valuable Features

Rivery excels in seamless integration, user-friendly design, and efficient data processing, appealing to various technical skill levels.
Tray.io enhances automation with low-code options, robust tools, vast API connections, and insightful logging for improved workflow efficiency.
Rivery saved time and money because everything was handled in one place by only one or two data people instead of using the resources of a development team, which is great, and all the knowledge is handled in one team.
Manager, Application at a non-profit with 1,001-5,000 employees
The main benefit Rivery brought to my organization was the time we were able to save on development.
Researcher at a educational organization with 11-50 employees
Rivery has positively impacted my organization by reducing the need for a big team of data engineers and speeding up the work when we need to connect to a new data source; this can happen really fast.
Manager, Business Intelligence at WalkMe - the Enterprise-Class Online Guidance and Engagement platform.
The connector SDK is also very nice; it has a large library of pre-built connectors that can connect a lot of proprietary internal tools directly into Tray.io, allowing the developer to build, test, and deploy custom connectors using Node.js and integrate the data directly into Tray.io.
Automation Engineer at a educational organization with 11-50 employees
The best features Tray.io offers include the visual workflow builder and HTTP client blocks that enable rapid prototyping and deployment of complex API interactions, including raw HTTP requests, data mappers, and dynamic token generation.
Dev Ops Engineer at a outsourcing company with 201-500 employees
The logging and debugging features in Tray.io have helped us considerably, especially when dealing with APIs that return errors sometimes.
Operations Analyst at a tech vendor with 51-200 employees
 

Categories and Ranking

Rivery
Ranking in Cloud Data Integration
16th
Average Rating
8.0
Reviews Sentiment
6.5
Number of Reviews
8
Ranking in other categories
Data Integration (26th), Migration Tools (2nd), Cloud Migration (12th)
Tray.io
Ranking in Cloud Data Integration
17th
Average Rating
7.2
Reviews Sentiment
5.4
Number of Reviews
7
Ranking in other categories
Process Automation (16th), Low-Code Development Platforms (19th), Integration Platform as a Service (iPaaS) (15th)
 

Mindshare comparison

As of August 2026, in the Cloud Data Integration category, the mindshare of Rivery is 1.5%, up from 0.7% compared to the previous year. The mindshare of Tray.io is 1.4%, up from 0.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Data Integration Mindshare Distribution
ProductMindshare (%)
Rivery1.5%
Tray.io1.4%
Other97.1%
Cloud Data Integration
 

Featured Reviews

AD
CDL at Ycotek
Training has boosted custom ETL scripting and now debugging complex incremental loads needs work
The best feature Rivery offers is the ability to build custom or user-defined functions. You can even develop Python scripts to perform transformations on your data frames. This flexibility allows you to implement custom requirements, making Rivery more versatile than relying solely on in-built functions. Regarding features such as the interface, scheduling, or connectors, I found that as of 2022 when I last used it, the monitoring was good, although the debugging process for custom scripts was somewhat challenging. If we encountered issues with custom-built scripts, debugging was difficult since it used to send standard errors rather than specific ones. From what I recall, monitoring worked well, and we could connect to multiple relational and other sources, which was advantageous. A few of my colleagues and I were able to earn certifications on Rivery, which motivated us, even though we could not pursue or implement Rivery project for clients. The learning experience was very valuable as we had around seven or eight resources participating in those trainings, and they were all excited to learn about this new tool for us at the time.
Amrit Dash - PeerSpot reviewer
Automation Engineer at a educational organization with 11-50 employees
Automated student enrollments have reduced manual work and now free our team for higher-value support
Tray.io is definitely a highly powerful tool, but there are three main areas that I feel could be improved. There is a steep learning curve in user accessibility; the builder is highly developer-centric, making it difficult for a non-technical team member to modify or troubleshoot workflows. Introducing a more intuitive visual interface similar to what we have in make.com right now would make the platform much more collaborative and easier to work with for any non-technical folks or newly onboarded engineers, allowing them to be briefed faster. Visual debugging is another area where troubleshooting complex nested loops can feel very abstract. Having clearer, more visual step-by-step data tracking during test runs would speed up the development and testing process. The pricing model is geared heavily towards enterprise budgets; offering more flexible mid-market pricing tiers would make it more accessible for a growing organization that wants a small start and scale up gradually. The core platform security is highly robust and easily meets our requirements for SOC 2 and GDPR compliance. However, when utilizing their AI features such as Merlin AI with sensitive student data, we maintain a very cautious approach. While Tray.io provides enterprise-grade governance guardrails and data masking capabilities, our internal compliance policies prevent us from passing any personally identifiable student information directly through AI-driven processors. We trust Tray.io's underlying infrastructure security, but we believe organizations must still enforce strict data filtering protocols on their end to ensure student privacy is maintained. During our evaluation, we tested the AI capabilities in a sandbox environment, primarily using it to generate workflow drafts and natural language prompts from web data schemas. Strength-wise, it is highly capable when it comes to translating simple text descriptions into functional workflow templates. It serves as a great accelerator, helping to map standard files quickly and reducing the initial setup time for basic integrations. For issues, in the case of highly custom APIs or deeply nested data structures, accuracy declines. We noticed occasional misinterpretation of complex schemas, meaning our developers still had to manually review and correct the outputs. It is a highly helpful productivity booster but still requires human oversight for enterprise-grade reliability.
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Top Industries

By visitors reading reviews
Construction Company
17%
Comms Service Provider
15%
Manufacturing Company
13%
Financial Services Firm
7%
Construction Company
14%
Comms Service Provider
13%
Outsourcing Company
11%
Healthcare Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Midsize Enterprise1
Large Enterprise3
By reviewers
Company SizeCount
Small Business4
Midsize Enterprise1
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for Rivery?
I do not know about the experience with pricing, setup cost, and licensing as it was not part of my job.
What needs improvement with Rivery?
I think Rivery could be improved by having more analytical features inside. I do not know if in the latest updates there are some AI tools to use or something related to that. Sometimes I wish for ...
What is your primary use case for Rivery?
My main use case for Rivery involves collecting data from different sources, and with Rivery, I am able to put them together and load the data directly in Snowflake.
What needs improvement with Tray.io?
To improve Tray.io, I wish that there was an easier way to download the information of our workflows to have it in some form of an Excel file that explains our workflows that we built, because we h...
What is your primary use case for Tray.io?
My main use case for Tray.io is creating workflows to work with our Zendesk and our other application services. A specific example of a workflow I have set up with Tray.io is that we use our employ...
What advice do you have for others considering Tray.io?
Honestly, I am not sure that we have used anything that really shows how AI helps us with Tray.io at this point. We are still at the basic level of just doing the very basics and have not used any ...
 

Comparisons

 

Overview

 

Sample Customers

Information Not Available
Copper, DigitalOcean, Udemy, AdRoll, FICO, Outreach
Find out what your peers are saying about Rivery vs. Tray.io and other solutions. Updated: August 2026.
909,725 professionals have used our research since 2012.