Knowage vs Sigma comparison

Knowage and Sigma Computing are both solutions in the BI (Business Intelligence) Tools category. Knowage is ranked #34, while Sigma Computing is ranked #16 with an average rating of 7.2. Knowage holds a 1.1% mindshare in BIT, compared to Sigma Computing’s 1.4% mindshare. Additionally, 85% of Knowage users are willing to recommend the solution, compared to 100% of Sigma Computing users who would recommend it.

Knowage

Read 18 Knowage reviews

3,099 Views
2,262 Comparison Views

85% willing to recommend

Sigma

Read 12 Sigma reviews

3,997 Views
3,198 Comparison Views

100% willing to recommend

Knowage

Sigma

Comparison Buyer's Guide

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Executive SummaryUpdated on Jan 1, 2025

Knowage and Sigma offer business intelligence solutions and compete in the analytics tools category. Sigma often has the upper hand due to its advanced features and perceived value.

Features: Knowage is recognized for its open-source platform allowing extensive customization and integration, making it suitable for tailored solutions. It provides flexibility in modifying and integrating new modules. Sigma provides real-time analytics and an intuitive experience designed for seamless data exploration and collaboration. It includes advanced analytics and collaboration tools making it feature-rich.

Ease of Deployment and Customer Service: Knowage, available on-premises, requires adequate deployment support and might be complex to set up due to its customizable nature. Sigma, with a cloud-based deployment, offers straightforward setup with extensive and responsive customer service.

Pricing and ROI: Knowage, with its cost-effective open-source model, appeals to budget-conscious buyers with lower initial costs but may involve extra costs for customization. Sigma requires a higher initial investment but promises substantial long-term ROI owing to its robust analytics capabilities.

To learn more, read our detailed Knowage vs. Sigma Report (Updated: August 2026).

Buyer's Guide

Knowage vs. Sigma

August 2026

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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

Knowage

Ranking in BI (Business Intelligence) Tools

34th

Average Rating

7.6

Reviews Sentiment

6.7

Number of Reviews

Ranking in other categories

Reporting (21st)

Sigma

Ranking in BI (Business Intelligence) Tools

16th

Average Rating

7.8

Reviews Sentiment

6.7

Number of Reviews

Ranking in other categories

Data Visualization (15th)

Mindshare comparison

As of August 2026, in the BI (Business Intelligence) Tools category, the mindshare of Knowage is 1.1%, up from 0.5% compared to the previous year. The mindshare of Sigma is 1.4%, down from 1.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.

BI (Business Intelligence) Tools Mindshare Distribution
Product	Mindshare (%)
Sigma	1.4%
Knowage	1.1%
Other	97.5%

BI (Business Intelligence) Tools

Featured Reviews

Albert Masanja

Margin Assurance Analyst at a comms service provider with 1,001-5,000 employees

A stable open source suite for modern business analytics with a useful replication feature

It would be better if more resources were available to help us learn how to use it. I wanted to use Knowage for a more extended period, but learning materials around the product were not really available and were not really straightforward. I've also seen inconsistencies between versions. For example, under the tools, especially in the cockpit, the way you create reports is now different. You will also find some configurations within a particular state, like a line chart, which differs from version to version. I think consistency is an essential feature in a product, especially for business intelligence products.

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reviewer2729628

Lead Analytics Consultant at a outsourcing company with 51-200 employees

Great collaboration with intuitive interface and dynamic visualization capabilities

As we are exploring multiple features in Sigma, I think Sigma can add more functionality. As Power BI gives multiple modeling options in its interface with the query editor, those features can be added in Sigma for intuitiveness or for making the data very clean. From the dashboarding perspective, it performs well. However, from the modeling perspective, it requires more capabilities that can be added in Sigma. The main improvement needed is in data modeling capabilities. If they add those features in the near future, it would be very helpful for us to implement the same or do the data cleansing part in the Sigma tool itself.

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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

"In terms of ROI, much better than any other solution when it offer full fledged features in open source, planned to have direct contact with SpagoBI for better support."

"Instead of just relying on emails to disperse our reports, having a central server to do this for us has helped our organization and has pushed us into a better place."

"It's a great product. It has a lot more features than many other BI tools. You can get the most out of machine learning, the best connectivity to Python, and it cuts across enterprise sections."

"Customer Service: Excellent."

"SpagoBI makes delivering reports to our clients very easy."

"I would use SpagoBI if a company wants to use a free tool that has enough features."

"It's very easy to get the historical reports you need based on the business requirements and this helps our executives for taking decisions."

"Unified interface, a lot of tools for BI, easy configuration, standalone SDK."

More Knowage pros

"Sigma has positively impacted my organization by creating a culture that we are trying to add to all processes, simplifying our processes and improving our analysis effort."

"Sigma has excellent features, such as lookup tables where you can easily bring data that are not interrelated or at different granularity."

"Sigma is a great software for non-technical business users. If someone's familiar with pivot tables or Excel or Google Sheets, they should be able to pick up Sigma pretty quickly. There is a very low bar for onboarding."

"Sigma serves as the visualization and reporting front end."

"Sigma has positively impacted my organization because I think it has been a huge impact, and we use it for all our reporting and our dashboards for tracking."

"The most valuable feature of Sigma is the detailed reports."

"Our finance team now runs entirely off of Sigma Computing for their monthly financial reporting."

"Having those dashboards set up in Sigma has made things easier for me and my team because it's just going into one report."

More Sigma pros

Cons

"We had stability issues."

"Development of SpagoBI has now been moved to Knowage. Users interested in further developments of the platform will have to look there."

"Tomcat configuration was tricky in earlier versions."

"When it comes to Knowage, it's a bit heavy, it's time-consuming sometimes, it's not very fast, and definitely not as fast as other business intelligence tools in terms of getting graphical reports."

"Many things need to be improved, most of all robustness."

"We expected the community to be bigger than what it currently is."

"The demands of some jobs would slow Spago and lock the site, preventing any other job from processing."

"The dashboard components could be better. They could do a lot more."

More Knowage cons

"Sigma lacks a versioning feature to track changes. There is a need for better structuring, like a folder system, to organize diagrams efficiently."

"The product's roadmap regarding introducing new features in the solution or new versions of the tool can be made better in the future."

"I think Sigma can be improved because, for the last ten months since I first started here, this is my first time ever using it, and I think there is a steep learning curve."

"It felt like it was a little bit limited in ability because there were very specific functions and specific mathematical computations that Sigma allows you to do, and if you want to do something outside of that, it did not seem like it was possible."

"The only minor area for improvement lies in handling highly complex visualizations."

"I think Sigma's dashboarding has room for improvement."

"Sigma could have better reports."

"The main improvement needed is in data modeling capabilities. If they add those features in the near future, it would be very helpful for us to implement the same or do the data cleansing part in the Sigma tool itself."

More Sigma cons

Pricing and Cost Advice

"Knowage is open-source, and an enterprise edition is also available."

"It allows the implementation of an effective reporting system using internal skills at a limited upfront cost."

"The retail price is set at one thousand dollars per creator per year."

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Top Industries

By visitors reading reviews

Construction Company

24%

Manufacturing Company

University

Retailer

Financial Services Firm

12%

Manufacturing Company

10%

Healthcare Company

Outsourcing Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	7
Midsize Enterprise	6
Large Enterprise	6

By reviewers
Company Size	Count
Small Business	7
Midsize Enterprise	3
Large Enterprise	2

Questions from the Community

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What is your experience regarding pricing and costs for Sigma?

I do not know much about my experience with pricing, setup cost, and licensing because I am not heavily involved in that.

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What needs improvement with Sigma?

I think Sigma can be improved by continuing to do what they are doing in leaning into AI and leaning into the Snowflake integration with AI. All of the conversational features that they have recent...

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What is your primary use case for Sigma?

My main use case for Sigma is for enterprise dashboards, which is originally why I brought it in, and self-service analytics. A quick and specific example of how I used Sigma for enterprise dashboa...

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Comparisons

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Compared 8% of the time

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Compared 7% of the time

Procurify vs Knowage

Compared 7% of the time

Microsoft Power BI vs Knowage

Compared 5% of the time

ElegantJ BI vs Knowage

Compared 5% of the time

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Omni vs Sigma

Compared 15% of the time

Hex vs Sigma

Compared 10% of the time

ThoughtSpot vs Sigma

Compared 7% of the time

Apache Superset vs Sigma

Compared 6% of the time

Tableau Enterprise vs Sigma

Compared 6% of the time

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Product Reports

Buyer's Guide

Knowage

August 2026

Download Knowage product report

Buyer's Guide

Sigma

July 2026

Download Sigma product report

Also Known As

SpagoBI

No data available

Overview

Knowage is an open-source business intelligence suite offering features like engine concepts and report customization. It's favored for its integration capabilities and self-service BI functionality, allowing users to leverage cross-platform access and conduct comprehensive data analysis.

Knowage stands out in the BI landscape by providing tools that facilitate autonomous data exploration, with an emphasis on flexibility and extensive integration options. With capabilities for embedding reports and dynamic dashboards, it supports various analysis needs through integration with databases and tools like Jasper and BIRT. Despite its technical complexity and interface limitations, Knowage's features such as GIS integration and big data visualization enhance operational efficiency and profitability analysis.

What are the key features of Knowage?

Powerful engines: Facilitate complex data processing with high efficiency.
Report customization: Tailor reports to meet specific business requirements.
Cross-platform access: Enable data accessibility across different devices.
Open-source: Leverage the flexibility and cost-effectiveness of open-source solutions.
Embedding capabilities: Integrate seamlessly with tools like Jasper for enhanced functionality.
Python support: Use Python for advanced data correlation and analyses.
GIS integration: Incorporate geographical data for enriched insights.

What benefits should you consider in reviews?

Increased efficiency: Streamlined report deployment and big data visualization.
Comprehensive analysis: Tools for evaluating activities and profitability.
Data export options: Support for exporting data in preferred formats simplifies reporting tasks.
Operational cost savings: Eliminates the need for third-party BI solutions.

In the healthcare and financial sectors, Knowage is used for deriving insights from health data warehouses and performing financial analyses. Companies use it to create dashboards and reports from MySQL databases, embedding them for wider distribution, and enabling effective resource evaluation and decision-making.

Knowage

Sigma enhances data tasks with an Excel-like interface, encouraging collaboration and non-technical user engagement. Its strengths include handling vast datasets and facilitating real-time data exploration, appealing to industries aiming for data-driven decision-making.

Sigma stands out with its capabilities for real-time collaboration and ease of use due to its Excel-inspired interface. It supports engagement with large datasets and prioritizes strong data governance. Key features include live queries on cloud databases and seamless integration with Snowflake. Its AI capabilities and self-service access help users perform detailed reporting and pivot table creation from extensive datasets, significantly affecting organizational efficiency and decision-making processes.

What are Sigma's most important features?

Excel-like Interface: Facilitates ease of data interaction for non-technical users.
Real-time Collaboration: Enables users to work together simultaneously.
Large Dataset Handling: Efficiently manages extensive data volumes.
Live Cloud Data Queries: Access real-time data directly from the cloud.
Integration with Snowflake: Provides unified data views and seamless data access.
AI Capabilities: Enhances data processing and analysis efficiency.

What benefits or ROI should users look for?

Ease of Use: Simplifies data tasks for non-technical users.
Improved Efficiency: Enhances decision-making capabilities through comprehensive reporting.
Self-service Data Access: Allows independence in generating reports and data analysis.
Real-time Insights: Offers immediate data exploration and insights.
Data Governance: Ensures robust management of data security and integrity.

Sigma is predominantly used for creating dashboards, reporting, and data visualization. It assists in real-time data exploration and ad hoc analysis, connecting seamlessly with Snowflake for consistent data views. Sales teams use it for performance comparison dashboards, while marketing teams apply it for data migration assessments. Organizations leverage its comprehensive reporting and analytics for informed decision-making.

Sigma Computing

Sample Customers

FIAT Group, Italian air navigation service provider, Ministry of Education and Science of the Russian Federation, Telecom Italia, ASL Genovese, San Giovanni Battista University Hospital

Snowflake, Fivetran ,Autodesk, Flowspace, Super League Gaming, Zumper, Clover, Volta, Olivela

Buyer's Guide

Knowage vs. Sigma

August 2026

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