---
title: Sigma Reviews
meta_title: 'Sigma Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 558 reviews by the users' company size, role or industry
  to find out how Sigma works for a business like yours.
aggregate_rating:
  rating_value: 4.4
  review_count: 558
  scale: '5'
date_modified: '2026-08-07'
parent_category:
  name: Analytics Tools & Software
  url: https://www.g2.com/categories/analytics-tools-software
---


# Sigma Reviews
**Vendor:** Sigma Computing  
**Category:** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)  
**Average Rating:** 4.4/5.0  
**Total Reviews:** 558
## About Sigma
Sigma is the AI runtime layer for analytics, agents, and apps built on live warehouse data. It is a cloud analytics and business intelligence platform that helps business and technical teams explore live data, build reports and applications, and deploy AI agents directly on a cloud data warehouse, using a familiar spreadsheet interface alongside SQL, Python, and AI. - Analytics: Use Sigma for classic business intelligence workloads like pixel-perfect reporting, embedded analytics, and self-service access to data in an Excel-like interface. Build with AI, spreadsheet functions, SQL, or Python. - Agents: Deploy AI agents that act on live data and run multi-step workflows. Build them with natural language and your choice of enterprise LLM or warehouse AI. - Apps: Build AI Apps for operational work like planning and forecasting, scenario modeling, and approval routing, with writeback and governance automatically configured. Every artifact in Sigma inherits the security, permissions, and row-level access already set in the cloud data warehouse. Because governance is enforced at the source, anything a team builds is IT-approved from the start. Sigma solves a persistent tradeoff in enterprise data work. Business teams typically wait on a central data team to build reports and tools, while ad hoc AI and app-building tools produce work that sits outside IT&#39;s control. Sigma removes that tradeoff by keeping analysis, reporting, applications, and agents on live warehouse data under one set of permissions, so non-technical users build what they need while IT keeps a single, auditable system of control. Founded in 2014, Sigma is a privately held company headquartered in San Francisco, with offices in New York, London, and Sydney. More than 2,000 companies trust Sigma, including DoorDash, Blackstone, JPMorgan Chase, and Figma. Sigma is the business intelligence partner of the year for both Snowflake (2023-2026) and Databricks (2025-2026).



## Sigma Pros & Cons
**What users like:**

- Users appreciate the **ease of use** of Sigma, finding it intuitive and simple to learn and navigate. (68 reviews)
- Users love the **user-friendly interface** of Sigma, making it easy to create and manage metrics and dashboards. (28 reviews)
- Users value the **responsive customer support** from Sigma, ensuring timely resolutions and effective assistance for their needs. (25 reviews)
- Users find Sigma&#39;s **data handling capabilities** invaluable, simplifying processing and visualization for daily projects. (25 reviews)
- Users appreciate how Sigma provides **clear and interactive data visualizations** , making complex datasets easy to analyze and understand. (24 reviews)
- Users highlight the **intuitive design** of Sigma, making it easy for anyone to understand and utilize effectively. (24 reviews)
- Data Analysis (22 reviews)
- Easy Integrations (19 reviews)
- Customization (18 reviews)
- Integrations (18 reviews)

**What users dislike:**

- Users report that **loading times can be slow** , causing inefficiencies and frustration during use of Sigma. (23 reviews)
- Users experience **slow performance** with Sigma, especially when handling complex tasks or larger datasets. (22 reviews)
- Users find **limited customization** options in Sigma, restricting advanced visualizations and flexible formatting for their needs. (19 reviews)
- Users find the **learning curve steep** , struggling to navigate dashboard building and limited resources for support. (17 reviews)
- Users note the **missing features** in Sigma, such as limited visualizations and lack of scripting integration, affecting flexibility. (12 reviews)
- Design Limitations (9 reviews)
- Learning Difficulty (9 reviews)
- Update Issues (9 reviews)
- Dashboard Issues (8 reviews)
- Performance Issues (8 reviews)

## Sigma Reviews
  ### 1. Simplistic Yet Clunky Data Repository

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Health, Wellness and Fitness | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 22, 2025

**What do you like best about Sigma?**

I like how Sigma is very simplistic, which makes it an easy experience to learn. The simplicity allows people to begin using it without much training. Plus, the initial setup of Sigma was very easy.

**What do you dislike about Sigma?**

It's a little bit clunky, and some of the clicks don't flow as well and don't make as much sense, just being user-friendly. Some of the initial main clicks could be more obvious, as there's a lot of information on the starting page, and it's really hard to know where to begin with that initial click.

**What problems is Sigma solving and how is that benefiting you?**

I use Sigma as a data repository to keep records of all providers and clients. It serves as a place for everyone in the company to access these records.

  ### 2. Nice Data Aggregation with Difficult Learning Curve for Dashboards

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 19, 2025

**What do you like best about Sigma?**

I like how easy it has been to aggregate data from multiple data sources.

**What do you dislike about Sigma?**

Building dashboards has not been intuitive and has required learning roundabout ways of getting what I want done. I have been unsuccessful in leveraging a lot of my database knowledge to create views and tables and have had to rely on learning the way that Sigma manages the data.

**What problems is Sigma solving and how is that benefiting you?**

Sigma is primarily solving the issue of data sprawl between multiple applications we use. This benefits us by bringing all of the data into a single source where we can show connections between our sales performance data and platform usage across our other tools.

  ### 3. Fast to Get Started, Overall Solid Experience

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 05, 2026

**What do you like best about Sigma?**

The speed to get something started. You can build a complex query within minutes.

**What do you dislike about Sigma?**

Understanding how to make faster runtime

**What problems is Sigma solving and how is that benefiting you?**

Moving outdated excel processes into Sigma

  ### 4. Average performance but justifies the price

**Rating:** 3.0/5.0 stars

**Reviewed by:** Rishabh S. | Analyst, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 29, 2025

**What do you like best about Sigma?**

It provides a bang for you buck. Relatively cheaper than its competitors and has more features for similar priced tools

**What do you dislike about Sigma?**

Very slow, can't be used for presentations. has limited support for visualizations (maps unavailable)

**What problems is Sigma solving and how is that benefiting you?**

helps query data warehouse without having to deep dive into the backend. easy to use and very easy to create reports

  ### 5. average

**Rating:** 2.5/5.0 stars

**Reviewed by:** Sameer K. | Business Unit Manager, Computer Software, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 26, 2025

**What do you like best about Sigma?**

live data access no data movement
collaboration and governance
scaliblity
visualizations and dashboards

**What do you dislike about Sigma?**

limited  advance visualization
no data modeling
performance depends on ware house

**What problems is Sigma solving and how is that benefiting you?**

Business problems 
most business user cant write SQL or use tradational BI tools.they rely heavily on daata teams for even basic reporting

faster smarter decision
empower non technical users
Boost productivity of data teams

  ### 6. Sigma Review

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 14, 2025

**What do you like best about Sigma?**

Clean interface with a large number of functionalities

**What do you dislike about Sigma?**

Seemingly slow to load all reports and doesn't allow for much report adjustment for base users.

**What problems is Sigma solving and how is that benefiting you?**

Helping us understand client data and optimize on their campaigns. Using it as an internal interface for all database metrics

  ### 7. Great for data but slow load times come along with system

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.)

**Reviewed Date:** November 03, 2023

**What do you like best about Sigma?**

I like how easy it is to export files as google sheets for easier quicker edits and access.

**What do you dislike about Sigma?**

How long data takes to load and how many different sigmas there are for the same concept

**What problems is Sigma solving and how is that benefiting you?**

Making decisions and answering questions via sigma and demonstrating that to my team on a daily basis

  ### 8. Better than some tools, but lots of room to grow

**Rating:** 3.0/5.0 stars

**Reviewed by:** Randall  H. | Director of Customer Service, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 23, 2022

**What do you like best about Sigma?**

I like the ability to create Sigma-specific logic functions that really help with reducing the time it takes to do calculations. 

In addition to that, Sigma's documentation is pretty on-point and allows me to build whatever I need to build out quickly. It seems pretty rare that I can't find the specific function I'm looking for.

**What do you dislike about Sigma?**

It is hard to create on-off data reports. It is pretty often that I get a request as a question that has an answer I don't necessarily need to continue tracking. In this sense, the only way I've noticed that I can do this is to create a new workbook and the platform forces me to save it. This causes my documents section to get pretty messy. Ideally I would love for end-users to be involved in being able to create their own data models and worksheets, however the platform is too complicated for regular end-users to be able to empower themselves leading to a data analyst needing to work on any given request.

**What problems is Sigma solving and how is that benefiting you?**

Sigma is allowing me to create the data that I need and report it out to the rest of the team. We've had a hard time consolidating our data together and Sigma allows me to do that.

  ### 9. Review for Sigma

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** August 08, 2023

**What do you like best about Sigma?**

I like the customer service and responsiveness

**What do you dislike about Sigma?**

I dislike that not all excel financial functions are available

**What problems is Sigma solving and how is that benefiting you?**

Wranging a lot of financial data

**Official Response from Jacqueline Wang:**

> Hi there, this is Jacqueline from the Marketing team at Sigma. What Excel financial functions are you looking for? We are always adding new features and would love to hear your feedback so we can work on adding more. See the link for the functions we offer today.

  ### 10. Sigma User

**Rating:** 3.0/5.0 stars

**Reviewed by:** Erika L. | Escalated Support Member, Enterprise (> 1000 emp.)

**Reviewed Date:** August 16, 2022

**What do you like best about Sigma?**

That it gives the most up to date information

**What do you dislike about Sigma?**

It can be extremely slow at times which can be very frustrating

**What problems is Sigma solving and how is that benefiting you?**

It is solving our most asked questions and it benefits me as  I have somewhere to go to rely on an accurate answer

  ### 11. Robust tool for simple and easy-to-follow visualizations, has room to grow but promising!

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Market Research | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 16, 2022

**What do you like best about Sigma?**

Smooth and simple interface, shareability across teams, ability to integrate with BiqQuery.

**What do you dislike about Sigma?**

The limitations in visualization creation/types/manipulation, as well as the frequency of bugs.

**What problems is Sigma solving and how is that benefiting you?**

We need a central hub for our organization to harness the power of our data, and Sigma's sharing abilities as well it's the ability to query directly into BQ and our data warehouse has been promising.

  ### 12. Decent functionality, reasonably easy to use, but slow when handling large data sets.

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Logistics and Supply Chain | Enterprise (> 1000 emp.)

**Reviewed Date:** August 16, 2022

**What do you like best about Sigma?**

Intuitive to create visualizations based on data sets.

**What do you dislike about Sigma?**

It is quite challenging to load data, especially large data sets, when many other users are attempting to access the same information.

**What problems is Sigma solving and how is that benefiting you?**

Sigma makes it easy to track individual employee performance and relay information to those employees in readily digestible ways.

  ### 13. Sigma review

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** August 16, 2022

**What do you like best about Sigma?**

Formatting (similar to excel), ease of use, short learning curve.

**What do you dislike about Sigma?**

Speed is a huge problem.  Some additional visualization options and input for features would be appreciated.

**What problems is Sigma solving and how is that benefiting you?**

It helps with reporting recurring questions by setting up charts that are accessible to all.

  ### 14. An on-cloud analytics tool

**Rating:** 3.0/5.0 stars

**Reviewed by:** Varun T. | Business Insights Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** November 16, 2021

**What do you like best about Sigma?**

It is entirely on the cloud. Big data seems easy here.
I used to get many issues while loading 30-40 million rows in Power BI and Tableau. But this seems easy here as strong cloud computing capacities back the tool.

**What do you dislike about Sigma?**

The features of the tool don't catch the eye while doing any work on it. The interface is not engaging at all. It required much practice to get familiarity with this tool, unlike Tableau and Power BI.

**Recommendations to others considering Sigma:**

If you work with the extensive size data, then it will be a great help to you.
All the best!

**What problems is Sigma solving and how is that benefiting you?**

I am helping my senior leadership team to review the business at one catch by consolidating all the data together and making insightful business reports across different dimensions of the company.

  ### 15. Not entirely user friendly

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Consumer Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 12, 2021

**What do you like best about Sigma?**

The ability to access most information needed from each report is something I like.

**What do you dislike about Sigma?**

Inability to show Month/Quarter/Yearly stats through a filter, having to compile the information and do the math directly manually. The loading times are also very slow. I would like to see more features that allow us to sort, that do not freeze up the reports or take an extended period of over 5 minutes to load when switching between agents and their metrics.

**What problems is Sigma solving and how is that benefiting you?**

Customer service management, identifying trends that need behavior corrections, and the compiling of stat metric information to show an agents progress or lack of progress.

  ### 16. Light weight tool, good options for detailed analysis, there is scope to improve at visuals.

**Rating:** 3.0/5.0 stars

**Reviewed by:** Poonam T. | Enterprise (> 1000 emp.)

**Reviewed Date:** May 14, 2020

**What do you like best about Sigma?**

Playing with worksheets. And showing only 1000 rows at a time to iplove performance.

**What do you dislike about Sigma?**

Less options on visuals. No options for dynamic visibility, dynamic filtering or passing dynamic values to parameters.
Overlapping of charts not possible.

**Recommendations to others considering Sigma:**

Good tool for excel types of work and basic visuals can be created. Its a good tool if you are looking for cloud solution.
Not much options available for visuals. It has good performance.

**What problems is Sigma solving and how is that benefiting you?**

Its a good tool for cloud platform. It has flexibility to join snowflake, Google and Amazon.

  ### 17. Good for exploring data

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 13, 2019

**What do you like best about Sigma?**

easy to get the sense of the table and do the simple join. The visualization it's easier and intuitive and more powerful than excel.

**What do you dislike about Sigma?**

People without SQL concept tend to find it difficult to use Sigma. For those complicated join or want to make it into certain format, it's hard to use Sigma than just write SQL query...

**Recommendations to others considering Sigma:**

BI tool without writing SQL

**What problems is Sigma solving and how is that benefiting you?**

Daily transactional / revenue / usage report and share with internal stakeholders via Schedule (email)

  ### 18. Makes data easier to use

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Consumer Electronics | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 06, 2019

**What do you like best about Sigma?**

Sigma's user interface is very intuitive, making it simple for someone with no SQL experience to pull data. The filters are great and the ability to download as csv/excel/etc is excellent too.

**What do you dislike about Sigma?**

It's hard to figure out how to perform some basic functions. For example, I've been unable to save specific filters. My colleague is also unable to figure out how to download as Excel: I have the option but can't find where the button is in her interface.

**What problems is Sigma solving and how is that benefiting you?**

I am using Sigma to download data on a weekly basis for a report that I put together. This helps me save time jiggering with SQL in Snowflake instead.

  ### 19. Sigma - Tableau Lite

**Rating:** 2.5/5.0 stars

**Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 05, 2019

**What do you like best about Sigma?**

Slick user interface, quickly perform computational transformations on data, visualize trends, great for small data sets

**What do you dislike about Sigma?**

Data export limitation to 150k rows (less if not using google sheets), difficult to implement user based security, only has small selection of dashboard elements

**Recommendations to others considering Sigma:**

Try it for yourself and make sure you can share data as your business process requires.

**What problems is Sigma solving and how is that benefiting you?**

Data validation for the data governance process, shareable/embedded dashboards

  ### 20. Sigma

**Rating:** 2.5/5.0 stars

**Reviewed by:** Juan T. | OM, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 14, 2019

**What do you like best about Sigma?**

the possibility of easy access to native query

**What do you dislike about Sigma?**

searching for tables and databases is difficult, filter

**What problems is Sigma solving and how is that benefiting you?**

all kinds of operational problems


## Sigma Discussions
  - [What is the best way to use SQL queries that you previously had?](https://www.g2.com/discussions/what-is-the-best-way-to-use-sql-queries-that-you-previously-had) - 1 comment, 2 upvotes
  - [What is Sigma used for?](https://www.g2.com/discussions/what-is-sigma-used-for) - 1 comment

- [View Sigma pricing details and edition comparison](https://www.g2.com/products/sigma-computing-sigma/reviews?filters%5Bnps_score%5D%5B%5D=3&section=pricing&secure%5Bexpires_at%5D=2026-08-08+22%3A39%3A12+-0500&secure%5Bsession_id%5D=333af7b8-746d-4a9f-bc70-dca1454d9fce&secure%5Btoken%5D=bdb5c29482de51a4f470ce37671395feb6a5def15507224fab6964f09083de16&format=llm_user)
## Sigma Integrations
  - [Alation](https://www.g2.com/products/alation/reviews)
  - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews)
  - [Atlan](https://www.g2.com/products/atlan/reviews)
  - [Azure SQL Database](https://www.g2.com/products/azure-sql-database/reviews)
  - [Castor](https://www.g2.com/products/castor-edc-castor/reviews)
  - [ClickHouse](https://www.g2.com/products/clickhouse/reviews)
  - [Databricks](https://www.g2.com/products/databricks/reviews)
  - [data.world](https://www.g2.com/products/data-world/reviews)
  - [dbt](https://www.g2.com/products/dbt/reviews)
  - [Fivetran](https://www.g2.com/products/fivetran/reviews)
  - [Google AlloyDB for PostgreSQL](https://www.g2.com/products/google-alloydb-for-postgresql/reviews)
  - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews)
  - [Hightouch](https://www.g2.com/products/hightouch/reviews)
  - [Metaplane](https://www.g2.com/products/metaplane/reviews)
  - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews)
  - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews)
  - [MySQL](https://www.g2.com/products/mysql/reviews)
  - [PostgreSQL](https://www.g2.com/products/postgresql/reviews)
  - [Secoda](https://www.g2.com/products/secoda/reviews)
  - [Select Star](https://www.g2.com/products/select-star/reviews)
  - [Snowflake](https://www.g2.com/products/snowflake/reviews)
  - [Starburst](https://www.g2.com/products/starburst/reviews)

## Sigma Features
**Reports**
- Reports Interface
- Steps to Answer
- Graphs and Charts
- Score Cards
- Dashboards
- Customizable Reports
- Marketing Reports
- Sales Reports
- Activity Dashboard
- Interactive Reports
- Customizable Reports
- Customizable Reports
- Activity Dashboard
- Customizable Dashboard

**Additional Functionality**
- Tagging
- Natural Language Processing
- Data Extraction
- Multi-Language
- Predictive Analytics
- Drag & Drop
- Speech Recognition
- Reporting/Analytics
- Data Storage Management
- Virtual Personal Assistant (VPA)
- AI Copilot
- Customer Segmentation
- Collaboration Tools
- Data Import/Export
- Generative AI
- For eCommerce
- Role-Based Permissions
- Customizable Branding
- Search/Filter
- Monitoring
- Document Management
- API
- Data Visualization
- Trend Analysis
- Machine Learning
- Access Controls/Permissions
- Alerts/Escalation
- Performance Metrics
- Real-Time Data
- Third-Party Integrations
- Mobile App
- Multiple Data Sources
- For Sales Teams/Organizations
- Sentiment Analysis
- Activity Dashboard
- Chatbot
- Workflow Automation

**Additional Functionality**
- Code Generation
- Text to Image
- Generative AI
- API
- Natural Language Processing
- Virtual Characters and Avatars
- Content Generation
- Personalization and Recommendation
- Conditional Generation
- Transformer Model
- Automated Image & Video Editing
- Interactive and Co-Creative Systems
- Text Summarization
- Data Augmentation
- Variation Autoencoder Models
- Adversarial Training
- Transfer Learning and Fine-tuning
- Simulation and Scenario Generation
- Creative Design
- AI Copilot
- Prompt Engineering
- Foundation Model

**Third-Party Integration**
- Third-Party Integration

**Scalability**
- Scalability

**Iteration Management**
- Iteration Management

**Backend Logic Creation**
- Backend Logic Creation

**Prompt Understanding**
- Prompt Understanding

**Application Development**
- Application Development

**Full-Stack Output**
- Full-Stack Output

**API Integration**
- API Integration

**Contextual Guidance**
- Contextual Guidance

**Customizable User Interface**
- Customizable User Interface

**Design Customization**
- Design Customization

**Out-of-the-Box Functionality**
- Out-of-the-Box Functionality

**Data Preparation**
- Connectors
- Data Governance

**Generation and Interpretation - AI App Builder**
- Prompt Understanding
- Backend Logic Creation
- UI Generation
- Context Awareness

**Data Modeling and Blending**
- Data Querying
- Data Filtering
- Data Blending
- Data Capture and Transfer

**Generated Application Quality - AI App Builder**
- Scalability
- Out-of-the-Box Functionality
- Design Customization
- Data & API Integration

**Generative AI**
- Generative AI

**Agentic AI - Analytics Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making
- Third-Party Integrations

**Self Service **
- Calculated Fields
- Data Column Filtering
- Data Discovery
- Search
- Collaboration / Workflow
- Automodeling
- Natural Language Search
- Visual Discovery
- Data Blending
- Data Blending

**Deployment & Integration - Analytics Platforms**
- No-code Dashboard Builder
- Report Scheduling and Automation
- Embedded Analytics and White-labeling
- Data Source Connectivity
- Multiple Data Sources
- Query Builder

**Advanced Analytics**
- Predictive Analytics
- Data Visualization
- Big Data Services
- Real-Time Analytics
- Reporting/Analytics
- Real-Time Analytics
- Reporting/Analytics
- Visual Analytics

**Performance & Scalability - Analytics Platforms**
- Large data handling and Query Speed
- Concurrent User Support
- Database Support

**Advanced Analytics & Modeling - Analytics Platforms**
- Data Modeling and Governance
- Notebook and Script Integration
- Built-in Predictive and Statistical Models

**Agentic AI Capabilities - Analytics Platforms**
- Auto-generated Insights and Narratives
- Natural Language Queries
- Proactive KPI Monitoring and Alerts
- AI Agents for Analytical Follow-ups

**Personalized Intelligence - Analytics Platforms**
- Behavioral Learning for Contextual Query Refinement
- Role-based Insight Personalization
- Conversational and Prompt-based Analytics
- Ad hoc Query
- Visual Analytics

**Building Reports**
- Data Transformation
- Data Modeling
- WYSIWYG Report Design
- Integration APIs
- Real-Time Data
- Real-Time Data
- Third-Party Integrations
- Third-Party Integrations

**Platform**
- Mobile User Support
- Customization 
- User, Role, and Access Management
- Internationalization
- Sandbox / Test Environments
- Performance and Reliability
- Breadth of Partner Applications
- Mobile Access
- Metadata Management

**Additional Functionality**
- Drag & Drop
- Secure Data Storage
- Data Import/Export
- Customizable Branding
- Dashboard Creation
- Access Controls/Permissions
- Real-Time Reporting
- Metadata Management
- Forecasting
- Data Storage Management
- Ad hoc Analysis
- Ad hoc Reporting
- Data Migration
- AI Copilot
- Self Service Data Preparation
- Search/Filter
- Data Mapping
- Monitoring
- Sentiment Analysis
- User Management
- Sales Trend Analysis
- Charting
- Reporting & Statistics
- Performance Metrics
- Alerts/Notifications
- Data Extraction
- Widgets
- Storytelling
- Trend Analysis
- Collaboration Tools
- Financing Management
- Self-service Analytics
- KPI Monitoring
- Dashboard
- API
- Data Integration
- Scorecards
- Data Management
- Task Management
- Progress Tracking
- Data Connectors
- Data Visualization
- Profitability Analysis
- Project Tracking
- Strategic Planning
- Goal Setting/Tracking
- Publishing/Sharing
- Predictive Analytics
- Real-Time Monitoring
- Templates
- Mobile Access
- Customizable Templates
- Workflow Management
- Financial Reporting
- Audit Management
- OLAP
- Single Sign On
- Data Synchronization

**Additional Functionality**
- Generative AI
- AI Copilot
- Access Controls/Permissions
- Mobile Reporting
- Data Mapping
- Multiple Data Sources
- Forecasting
- Customizable Branding
- Charting
- Customization
- Role-Based Permissions
- Real-Time Analytics
- Workflow Management
- Collaboration Tools
- Ad hoc Query
- Data Extraction
- Data Synchronization
- Application Development
- Real-Time Reporting
- Reporting & Statistics
- Geographic Maps
- Widgets
- SSL Security
- Reporting/Analytics
- Self-service Analytics
- Ad hoc Analysis
- Data Capture and Transfer
- Integration into Third Party Applications
- Ad hoc Reporting
- Visual Workflow Management
- Visual Analytics
- Single Sign On
- Trend Analysis
- Predictive Analytics
- Data Visualization
- Data Connectors
- Benchmarking
- Alerts/Notifications
- Streaming Analytics
- Mobile Access
- Drag & Drop
- Dashboard Creation

**Additional Functionality**
- Customizable Branding
- Natural Language Processing
- Data Extraction
- AI Copilot
- Ad hoc Reporting
- Real-Time Reporting
- Publishing/Sharing
- Collaboration Tools
- Strategic Planning
- Self Service Data Preparation
- Trend Analysis
- Text Analysis
- Real-Time Monitoring
- Data Synchronization
- Widgets
- Benchmarking
- Performance Metrics
- Data Mapping
- Generative AI
- Trend/Problem Indicators
- Customizable Templates
- Access Controls/Permissions
- Data Import/Export
- Profitability Analysis
- OLAP
- Alerts/Notifications
- Search/Filter
- Drag & Drop
- Data Connectors
- Multiple Data Sources
- Key Performance Indicators
- Dashboard Creation
- Role-Based Permissions
- Data Mining
- Forecasting
- Ad hoc Query

## Top Sigma Alternatives
  - [Tableau](https://www.g2.com/products/tableau/reviews) - 4.4/5.0 (3,680 reviews)
  - [Looker](https://www.g2.com/products/looker/reviews) - 4.4/5.0 (1,592 reviews)
  - [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) - 4.4/5.0 (327 reviews)

