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CloverETL vs Pyramid Analytics comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Jan 1, 2025

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
Ranking in Data Visualization
34th
Average Rating
7.0
Reviews Sentiment
6.8
Number of Reviews
2
Ranking in other categories
Data Integration (61st)
Pyramid Analytics
Ranking in Data Visualization
9th
Average Rating
8.0
Reviews Sentiment
5.4
Number of Reviews
23
Ranking in other categories
BI (Business Intelligence) Tools (8th)
 

Mindshare comparison

As of October 2026, in the Data Visualization category, the mindshare of CloverETL is 0.9%, up from 0.4% compared to the previous year. The mindshare of Pyramid Analytics is 1.5%, down from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Visualization Mindshare Distribution
ProductMindshare (%)
Pyramid Analytics1.5%
CloverETL0.9%
Other97.6%
Data Visualization
 

Featured Reviews

it_user856614 - PeerSpot reviewer
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…
Ynazif Nazif - PeerSpot reviewer
CEO & Principal Consultant at Pyramid Analytics & Consulting
Unified data workflows have improved reporting quality and now support better decisions
The best features Pyramid Analytics offers include a broad range of features, which I think is one of the advantages of it. It has a lot of connectors and a lot of different capabilities. I would say end-to-end capabilities is one of the nice features of it. Regarding the end-to-end capabilities and lots of connectors, I found the connectors most valuable. If you are trying to do Snowflake, SQL server, or any of the normal database platforms that you see in the cloud or on-premises, it has those connectors built in. You don't have to worry about writing custom drivers. That is a nice feature to have. Pyramid Analytics has impacted my organization positively in that I use it for my clients' organizations. For my organization, it is great because it gives me a technology platform that clients enjoy using and I am proficient with. For my clients, it is about delivering on their aspirations in terms of what they want to do with their data and where they want to head in their organization. This is definitely a tool that we can use in order to get there. After implementing Pyramid Analytics for my clients, I have seen measurable outcomes and specific improvements, such as having a single platform that gets them from the raw data to the endpoint reporting. I think that streamlining has a positive effect on the quality of the outputs. The quality of the outputs definitely leads to better decision making.

Quotes from Members

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

Pros

"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.​​"
"Connectivity to various data sources: The ability to extract data from different data sources gives greater flexibility."
"Server features for scheduler: It is very easy to schedule jobs and monitor them. The interface is easy to use."
"Key features include wealth of pre-defined components; all components are customizable; descriptive logging, especially for error messages."
"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."
"Management decided to change from Power BI to Pyramid Analytics, and this decision has been very beneficial because cost is lower for hundreds of users while maintaining data security, accuracy, and reliability, leading to improved sales, acquisition of many new clients, project expansion, and better operations through consolidated agriculture activities and easier compliance reporting."
"Pyramid Analytics is the core for reporting from a non-technical or slightly technical perspective, and it makes reporting simple."
"It seems quite performant in analyzing multi-dimensional information sets and presenting them."
"Pyramid Analytics has positively impacted our organization in these areas."
"Pyramid Analytics positively impacts my organization by enabling me to communicate effectively with my direct supervisor, who sometimes does not fully understand the scope of my program, by allowing me to demonstrate data that showcases my contribution and proves that I provide good, cost-effective care while maintaining the lowest rates of amputation, re-amputation, and revision rates in the nation, which is value that transcends mere appointment counts."
"This solution is convenient and works well with simple data sets."
"Using Pyramid Analytics, I believe we can save a lot of time in reporting."
"It offers a wide range of analytics options including statistics and visualizations, as well as prediction capabilities, allowing users to make forecasts based on the latest data."
 

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 or filled-in code for components, and easier or more automated sync between CloverETL Designer and CloverETL Server."
"Its documentation could be improved.​"
"The general amount of negative comments that I am hearing from my team makes me very wary."
"I think the graphic number of charts and components could be higher, at least comparable to Brain Power BI."
"From my experience so far, I would not recommend Pyramid Analytics."
"Getting accustomed to the latest AI technologies is something I feel Pyramid Analytics should be able to address."
"There is room for improvement in terms of the user interface, particularly when it comes to modifying connections between filters and visual components in a dashboard."
"Pyramid Analytics could be improved to be more user-friendly. I thought the most difficult reporting tool was Tableau, but I found Pyramid Analytics to be somewhat more complex."
"As for how Pyramid Analytics can be improved, I wish that there was a greater degree of customization available."
"Pyramid Analytics could improve by speeding up data refresh, especially for large datasets."
 

Pricing and Cost Advice

Information not available
"The licensing cost is not excessively expensive, but it does increase with the addition of new features and modules."
report
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915,341 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Construction Company
26%
Manufacturing Company
13%
Comms Service Provider
13%
Computer Software Company
7%
Financial Services Firm
14%
Construction Company
11%
Outsourcing Company
8%
Manufacturing Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business14
Midsize Enterprise4
Large Enterprise8
 

Questions from the Community

Ask a question
Earn 20 points
What is your experience regarding pricing and costs for Pyramid Analytics?
As a junior, I can share developer perspective information, but I do not have information about pricing, setup costs, and licensing.
What needs improvement with Pyramid Analytics?
I think Pyramid Analytics can be improved by easing access for multiple users to one workspace.
What is your primary use case for Pyramid Analytics?
My main use case for Pyramid Analytics is reporting. An example would be if I am looking into data for our workforce for the Department of Veteran's Affairs; we have cubes for HR employee informati...
 

Overview

 

Sample Customers

IBM, Oracle, MuleSoft, GoodData, Thomson Reuters, salesforce.com, Comcast, Active Network, SHOP.CA
US Department of Veterans Affair, Volkswagen, Siemens, Blackboard, Hallmark, Orange, CDW, LA Fitness, Atelier GS, Memorial Healthcare, Acadia Insurance, BancoBic, Advanced Learning, Microsoft, Drake University
Find out what your peers are saying about CloverETL vs. Pyramid Analytics and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.