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Anaconda Business vs Pentaho Business 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
6.2
Anaconda Business enhances efficiency and decision-making, leading to reduced costs and improved project delivery for significant ROI.
Sentiment score
5.4
Pentaho Business Analytics mixed ROI perceptions highlight efficiency gains but unclear returns compared to competitors like QlikView and Tableau.
Everyone being able to work smoothly without unnecessary delays.
tester at a tech vendor with 10,001+ employees
I have seen a return on investment; specifically, when we talk about efficiency, it's both time-saving and money-saving.
Product managaer at Zidio development
I have seen a return on investment with time saved by 50% and less downtime, allowing the team to deliver projects faster with fewer errors.
Analyst at Tata consultancy services
 

Customer Service

Sentiment score
5.4
Anaconda Business offers prompt, helpful customer support, with users relying more on documentation and community resources like Stack Overflow.
Sentiment score
6.5
Pentaho Business Analytics receives mixed reviews for customer support, with users relying heavily on forums and community assistance.
Anaconda Business customer support is very active with a quick response time.
System Engineer at a tech vendor with 10,001+ employees
Overall, support was reliable when we needed it, just not super-fast every single time.
tester at a tech vendor with 10,001+ employees
The customer support for Anaconda Business provides a better approach.
Product managaer at Zidio development
 

Scalability Issues

Sentiment score
6.7
Anaconda Business efficiently supports scalability, seamless expansion, and smooth performance for growing projects and teams in organizations.
Sentiment score
7.0
Pentaho Business Analytics is scalable with good performance but occasionally needs professional help for complex data handling.
As more environments or users get added, it still runs smoothly without major slowdowns.
tester at a tech vendor with 10,001+ employees
Anaconda Business scales very well because it is built around centralized environment and package management.
System Engineer at a tech vendor with 10,001+ employees
Anaconda does not have scalability restrictions as it depends on the type of machine running it.
VP Product at Medint
 

Stability Issues

Sentiment score
7.4
Anaconda Business is stable and efficient, offering reduced setup time and performance improvements despite minor memory and update issues.
Sentiment score
6.5
Pentaho Business Analytics is stable but may face Java caching issues, impacting performance and requiring careful cache management.
Earlier, setting up or troubleshooting conflicts could take anywhere from thirty minutes to an hour, but now most setups just work.
tester at a tech vendor with 10,001+ employees
Anaconda Business is stable to an extent, but it sometimes crashes on systems with insufficient RAM.
Software Engineer at a financial services firm with 51-200 employees
It can handle large datasets.
DBA at Federal University of Uberlândia
 

Room For Improvement

Anaconda Business needs OS compatibility updates, user interface improvements, better documentation, and enhanced performance, stability, and functionality.
Pentaho Business Analytics lacks an intuitive interface, robust integration, self-service features, and requires technical expertise, limiting usability.
It would also be nice to have clearer error messages when something fails, so it is easier to understand what went wrong without digging too much.
tester at a tech vendor with 10,001+ employees
They should enhance the security point of view; it's good, but it needs some more advanced features.
Product managaer at Zidio development
The pricing should be a little lower for a single person to use, as it might be affordable for an organization, but for my single use, it is difficult.
Product Engineer at a tech vendor with 10,001+ employees
Pentaho Business Analytics is hard to learn and not suited for initial users as it requires knowledge of operating systems, Java, and other technical skills.
DBA at Federal University of Uberlândia
 

Setup Cost

Anaconda Business offers reasonable costs and broad compatibility, despite additional hardware expenses, maintaining satisfaction with free tool access.
Enterprise buyers find the free Pentaho Community Edition cost-effective, while the Enterprise Edition offers value with support and features.
Anaconda is an open-source tool, so I do not pay anything for it.
VP Product at Medint
My experience with pricing, setup cost, and licensing is that it is a little costly, but it is useful.
Automation Test Engineer at Tata Consultancy services Limited
My experience with pricing, setup cost, and licensing indicates that it is a bit costly, but it is useful.
Analyst at Tata consultancy services
Pentaho Business Analytics is priced similarly to other competitors such as QlikView and Tableau.
DBA at Federal University of Uberlândia
 

Valuable Features

Anaconda Business enhances productivity with centralized management, security, multi-language support, and seamless Python and R integration.
Pentaho Business Analytics provides easy data integration, customizable dashboards, extensive connectivity, and supports efficient data transformation and delivery.
Anaconda Business has positively impacted my organization because, when discussing the security point of view, it's exceptional; when comparing it to other solutions, Anaconda Business is superior.
Product managaer at Zidio development
We find the advanced security, governance, and collaborative features for organizations using Python and R particularly useful.
Product Engineer at a tech vendor with 10,001+ employees
Anaconda Business positively impacts our organization by protecting us from compliance and security risks while keeping the environment consistent, allowing our team to focus on insight and innovation instead of worrying about setups, security, and software issues.
Analyst at Tata consultancy services
It is a stable product, and it can handle large datasets.
DBA at Federal University of Uberlândia
 

Categories and Ranking

Anaconda Business
Average Rating
8.2
Reviews Sentiment
6.8
Number of Reviews
29
Ranking in other categories
Data Science Platforms (7th)
Pentaho Business Analytics
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
45
Ranking in other categories
BI (Business Intelligence) Tools (19th), Cloud Operations Analytics (2nd), Reporting (14th)
 

Mindshare comparison

While both are Business Intelligence solutions, they serve different purposes. Anaconda Business is designed for Data Science Platforms and holds a mindshare of 2.4%, up 2.1% compared to last year.
Pentaho Business Analytics, on the other hand, focuses on BI (Business Intelligence) Tools, holds 0.6% mindshare, up 0.5% since last year.
Data Science Platforms Market Share Distribution
ProductMarket Share (%)
Anaconda Business2.4%
Databricks9.3%
KNIME Business Hub7.5%
Other80.8%
Data Science Platforms
BI (Business Intelligence) Tools Market Share Distribution
ProductMarket Share (%)
Pentaho Business Analytics0.6%
Microsoft Power BI8.9%
Tableau Enterprise6.2%
Other84.3%
BI (Business Intelligence) Tools
 

Featured Reviews

reviewer2775498 - PeerSpot reviewer
tester at a tech vendor with 10,001+ employees
Isolate environments and switch package versions efficiently for smoother testing workflows
Overall, it works well, but there are a few things that could be better. Sometimes the environment creation or package installation feels a bit slow, especially with bigger libraries. Another thing I would appreciate is a cleaner, more intuitive interface for managing environments. It works, but a smoother UI could make the workflow faster. It would also be nice to have clearer error messages when something fails, so it is easier to understand what went wrong without digging too much. The documentation could be a bit clearer, especially for troubleshooting specific errors or setup issues. Sometimes I need to search extensively to find the exact steps. Also, having quicker or more detailed support responses would help when something unexpected comes up. These are not major problems, but improving them would definitely make the overall experience smoother. One small improvement I would add is smoother integration with IDEs. It works fine right now, but having even tighter or more automated syncing with tools such as VS Code or PyCharm would make the workflow faster. Perhaps also a few more built-in examples or quick-start guides for common setups would be helpful. Nothing major, just things that would make the experience even more user-friendly.
JB
Founder at SJT Consult
Solution enables effective ETL processes and exhibits high satisfaction
From an integration perspective, Pentaho Business Analytics is not the best tool on the market. There are things done by Apache that are better, though I am not the one implementing them, so this is based on what I have heard about novelties in the market. I do not see the need to extend the coverage of Pentaho Business Analytics's domain. For things that it does not do, there are better solutions on the market, and it would be costly to implement them. Pentaho Business Analytics is a very great tool for very specific standardized scenarios. If you need more complex elastic solutions because the process is different, there are better tools available.
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Comparison Review

it_user6978 - PeerSpot reviewer
Co-Founder at Helical IT Solution (Jaspersoft, Pentaho, Talend, Kettle, DWBI, ETL, Ctools, iReport, Jasper Report)
Jun 10, 2013
Jaspersoft vs. Pentaho – Which one to use & is there any need to purchase the commercial edition
Any company (be it technology, manfucaturing, human resource, ecommerce, SME etc) always has the need for Business Intelligence to some or the other extent. If cost is one of the consideration factor, then the 2 BI tools which are at the forefront are Pentaho and Jaspersoft. But, often the same…
 

Top Industries

By visitors reading reviews
Financial Services Firm
16%
University
11%
Manufacturing Company
8%
Computer Software Company
7%
Financial Services Firm
12%
Computer Software Company
10%
Manufacturing Company
8%
Educational Organization
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise2
Large Enterprise19
By reviewers
Company SizeCount
Small Business22
Midsize Enterprise7
Large Enterprise15
 

Questions from the Community

What do you like most about Anaconda?
The tool's most valuable feature is its cloud-based nature, allowing accessibility from anywhere. Additionally, using Jupyter Notebook makes it easy to handle bugs and errors.
What is your experience regarding pricing and costs for Anaconda?
My experience with pricing, setup cost, and licensing is that it is a little costly, but it is useful.
What needs improvement with Anaconda?
I believe Anaconda Business can be improved in terms of performance and speed, particularly regarding the installation process and efficiency to avoid system freezing.
Seeking lightweight open source BI software
There are many...It would rather depend what System BI architecture or Enterprise legacy you have at your end...I would recommend as follows: 1) If you have legacies of SAP, Oracle - look for SAP...
What is your experience regarding pricing and costs for Pentaho Business Analytics?
Pentaho Business Analytics offers the best value for money. While improvements can be made in some areas, particularly with more cloud-based solutions, it is not in their domain because they do not...
What needs improvement with Pentaho Business Analytics?
From an integration perspective, Pentaho Business Analytics is not the best tool on the market. There are things done by Apache that are better, though I am not the one implementing them, so this i...
 

Also Known As

No data available
Pentaho, Kettle, Hitachi Pentaho Business Analytics
 

Overview

 

Sample Customers

LinkedIn, NASA, Boeing, JP Morgan, Recursion Pharmaceuticals, DARPA, Microsoft, Amazon, HP, Cisco, Thomson Reuters, IBM, Bridgestone
Cargo 2000 Lufthansa, Marketo, ModCloth, Cardiac Science, Telefonica, ExactTarget, Active Broadband Networks, and Brussels Airport.
Find out what your peers are saying about Databricks, Amazon Web Services (AWS), Knime and others in Data Science Platforms. Updated: February 2026.
881,757 professionals have used our research since 2012.