--- 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: '2026-07-09' 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 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'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 highlight Sigma's **simplicity and intuitiveness** , enabling a smooth learning experience and quick setup. (73 reviews) - Users value the **ease of integration** and intuitive interface of Sigma, enhancing collaboration and data accessibility. (29 reviews) - Users commend Sigma's **excellent customer support** , appreciating their quick responses and helpful assistance throughout the usage experience. (27 reviews) - Users find Sigma’s **data visualization capabilities** invaluable for creating critical dashboards and simplifying data processing. (27 reviews) - Users value the **easy data aggregation** capabilities of Sigma, enhancing their data processing and visualization experience. (26 reviews) - Users highlight the **intuitive design** of Sigma, making it easy for anyone to understand and utilize effectively. (24 reviews) - Data Analysis (23 reviews) - Easy Integrations (21 reviews) - Integrations (21 reviews) - Customization (19 reviews) **What users dislike:** - Users experience **slow loading times** with Sigma, leading to inefficiencies and frustrations compared to other products. (23 reviews) - Users experience **slow performance** with Sigma, facing glitches and delays when working with large data sources. (22 reviews) - Users find **limited customization** frustrating, wishing for more flexibility in visuals, layouts, and data handling. (20 reviews) - Users note a **steep learning curve** initially, requiring guidance to create dashboards effectively in Sigma. (17 reviews) - Users find the **missing features** in Sigma, such as limited visualizations and functionality, can hinder their workflow. (14 reviews) - Design Limitations (9 reviews) - Learning Difficulty (9 reviews) - Update Issues (9 reviews) - Dashboard Issues (8 reviews) - Performance Issues (8 reviews) ## Sigma Reviews ### 1. Easiest BI Tool: Live Snowflake Data in a Spreadsheet-Like Experience **Rating:** 4.0/5.0 stars **Reviewed by:** Keerthan P. | Associate Data Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** April 01, 2026 **What do you like best about Sigma?** It's honestly the easiest BI tool I've used. Feels like a spreadsheet but it's pulling live data straight from Snowflake no extracts, no stale data. Setting up the connection with Snowflake is dead simple too, works with key pair or OAuth so it's quick and secure. We use it for a bunch of things client project dashboards, migration trackers, internal trackers and it handles all of it without any hassle. Anyone can pick it up quickly, no SQL needed. Makes my life a lot easier. **What do you dislike about Sigma?** Gets a bit laggy when workbooks have a lot going on lots of elements, big datasets, that kind of thing. Some of the advanced features aren't super intuitive at first, you kind of have to figure them out on your own. Not a dealbreaker but could be smoother. **What problems is Sigma solving and how is that benefiting you?** We were spending way too much time building one-off reports for people. Now with Sigma, teams can build their own dashboards and trackers we use it for migration tracking, client project reporting, and internal operations tracking. The Snowflake connection was easy to set up and stays reliable, so everyone has access to real-time data whenever they need it. People don't need to come to us for every little thing anymore, saves a ton of time. ### 2. Sigma unlocks data value for our organization **Rating:** 5.0/5.0 stars **Reviewed by:** Austin M. | Director of Partnerships, Mid-Market (51-1000 emp.) **Reviewed Date:** February 27, 2025 **What do you like best about Sigma?** What I’m really liking about Sigma lately is how powerful the outputs have become while still being incredibly accessible. We’re able to build analyses and dashboards that actually drive decisions, not just report on data, and the usability means they can be quickly picked up and used across the organization without heavy training. That combination of depth and accessibility has made it much more valuable as a day-to-day tool, not just something used by a small technical group. **What do you dislike about Sigma?** Nothing at the moment. I've loved everything on the roadmap! **What problems is Sigma solving and how is that benefiting you?** They help us solve the probelme of visualizing siloed data for organization benefit and decision making. It also allows us something share with our client to make meaningful decisions. ### 3. very dynamic **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** November 27, 2024 **What do you like best about Sigma?** It does continue to expand its capacity while remaining familiar enough where you don’t need to retrain all the staff that use it every time. **What do you dislike about Sigma?** I believe there is more capabilities it could have integrating with AI tools that companies is currently use. **What problems is Sigma solving and how is that benefiting you?** We use this to track the activity of our employees and our clients. We use this data for strategic conversations to help better our clients business and help make connections between lack of utilization and lack of profits, or conversely when they are using our software more they are more profitable. It helps keep our more difficult clients happy and with our company. ### 4. Data analysis to a whole a new level! **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Logistics and Supply Chain | Small-Business (50 or fewer emp.) **Reviewed Date:** November 14, 2023 **What do you like best about Sigma?** I love that I can save custom views so I can access a dashboard just how I want it every time. Saves a lot of time throughout my day! **What do you dislike about Sigma?** Being able to put custom color filters from a viewer standpoint would be much appreciated in order to help differentiate different columns and rows at a glance. **What problems is Sigma solving and how is that benefiting you?** The problems that Sigma is solving is being able to easily understand the data that is being presented without having to know much about how to filter or use the data in a manual way. Sigma benefits me by saving me a lot of time in trying to do my usual data analysis manually every day. ### 5. Instant Access and Customizable Dashboards **Rating:** 5.0/5.0 stars **Reviewed by:** Christian Raul C. | Customer Support Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** March 25, 2026 **What do you like best about Sigma?** I appreciate how Sigma provides instant access to critical information, making it easy for me to validate processes and account details. The way Sigma presents information is excellent; the worksheets are impressive and can be personalized as needed. I love the ability to filter data instantly, which saves me time and helps me make decisions that align with company requirements. Setting up Sigma was straightforward; I simply used my company credentials, and everything was ready to go. Overall, everything works well with Sigma, and it's very user-friendly, making it easy to become familiar with the platform. **What do you dislike about Sigma?** Everything has been working fine for me so far. I have no complaints. **What problems is Sigma solving and how is that benefiting you?** I utilize Sigma to access databases and dashboards, allowing instant retrieval of critical information. It aids in validating processes and account details, filtering data promptly, and making decisions according to company requirements, thus saving time. ### 6. Streamlined Data Integration with Sigma **Rating:** 5.0/5.0 stars **Reviewed by:** Jaimie K. | Mid-Market (51-1000 emp.) **Reviewed Date:** March 05, 2026 **What do you like best about Sigma?** I like how user-friendly Sigma is. I'm not a data analyst but work with data, and it makes it really easy to pull in data and work with it in complicated ways that don't require coding. Input tables and calculated fields are really useful, and being able to link data via specific columns is a big plus. Sigma allows me to pull data in from various sources and add new information to evaluate or answer specific questions. It's really easy to use, even though I'm new to Sigma. **What do you dislike about Sigma?** I'm very new to Sigma so I don't know enough yet to go into specifics but I'd love to have a better guide on best training sessions to watch online depending on specific use cases. More generally as a new user I'd love to have a specific enablement pathway or classes to follow. **What problems is Sigma solving and how is that benefiting you?** Sigma allows me to pull in data from various sources and visualize it on a user-friendly platform. It makes complex data tasks easy without coding, and I can link data via specific columns using input tables and calculated fields. ### 7. Easy Sigma Integration with Powerful Plugins and In-UI Data Editing **Rating:** 4.5/5.0 stars **Reviewed by:** Ibrahim A. | Analytics Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** February 24, 2026 **What do you like best about Sigma?** I like that it’s very easy to integrate, whether you use iframes or the SDK, and that you don’t have to code everything from scratch—you can simply bring the power of Sigma into your application. I also like the custom plugins, and the fact that it lets users edit data directly in the UI and have those changes saved back to the data store, without needing to build the entire API and backend flow yourself. **What do you dislike about Sigma?** Sometimes it’s difficult to make the Sigma panel look exactly like the application design. I find the styling options somewhat limited. **What problems is Sigma solving and how is that benefiting you?** It’s an excellent tool that benefits me a lot and saves me time. Now I don’t have to spend so much time in program dashboards; instead, Sigma takes care of the heavy data work, and I can focus on the application architecture and the user experience. ### 8. Exceptional Dashboards and Data Modeling for Meaningful Insights **Rating:** 5.0/5.0 stars **Reviewed by:** Bahij A. | Digital Marketing Specialist, Mid-Market (51-1000 emp.) **Reviewed Date:** March 08, 2026 **What do you like best about Sigma?** I love the ability to analyze data directly in the dashboards, its capacity to transform data into information is incredible. it simplifies the extraction of large datasets and offers powerful data modeling. It's an exceptional tool for converting data, and I love how easy it is to download reports. **What do you dislike about Sigma?** It's an excellent data visualization tool, it helps combine data from different sources. I can quickly access the information I need, querying directly from the databases. **What problems is Sigma solving and how is that benefiting you?** It has become a tool we rely on every week, and it allows me to turn our data into clear, easy-to-read dashboards. It has also changed the way we conduct performance evaluations by helping me pull valuable insights from the data. Overall, we use the platform to analyze product performance and better understand what the data is telling us. ### 9. Excellent Dashboards, Flexible Visualizations, and Easy Data Source Setup **Rating:** 5.0/5.0 stars **Reviewed by:** Mahmud B. | Sales Coordinator, Mid-Market (51-1000 emp.) **Reviewed Date:** February 24, 2026 **What do you like best about Sigma?** Its dashboard are excellent for displaying data, and we can easily configure the data source. I like the amount of data available, it can handle large volumes of data. It allows for greater flexibility in visualizing multiple metrics, and I love its integrated data storage solutions. **What do you dislike about Sigma?** The product is intuitive and a very powerful tool. It has an excellent user interface and is easy to use, with straightforward visualizations. The flexibility in data selection also makes it a strong visualization tool overall. I haven’t had any problems with this software. **What problems is Sigma solving and how is that benefiting you?** It’s ideal for data analysis, and it makes our department’s work much easier. I can create visualizations very easily, and it’s given us a much broader view of our data. We also use it to generate complete reports, and we rely on it every day to monitor performance. ### 10. Quick to get started **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** February 24, 2025 **What do you like best about Sigma?** It's quick to get started and easy to use with its spreadsheet-like interface. There's a lot of flexibility in governance, setting up workspaces for different teams, and managing permissions across users. **What do you dislike about Sigma?** There are minor things that should just be available for the base tier like exporting data. Any user can copy/paste data from a table in Sigma into another tool, but they're not able to get an export button unless they're on a higher license tier. **What problems is Sigma solving and how is that benefiting you?** It's more scalable and faster than our previous solution, allowing us to innovate quicker and deliver more analytics to more users and clients. Other team members with less data and analytics experience are able to leverage it with ease. ## 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/sigma-review-4904028?section=pricing&secure%5Bexpires_at%5D=2026-07-10+02%3A19%3A55+-0500&secure%5Bsession_id%5D=abc9e331-1b47-4176-a3ea-63c8022a0b73&secure%5Btoken%5D=a25c5527cbed9ffc9f4f77933d51a98dfa022442c94f1401c4381ae41bf4b898&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 **Data Preparation** - Connectors - Data Governance **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User 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 **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top Sigma Alternatives - [Tableau](https://www.g2.com/products/tableau/reviews) - 4.4/5.0 (3,648 reviews) - [Looker](https://www.g2.com/products/looker/reviews) - 4.4/5.0 (1,583 reviews) - [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) - 4.4/5.0 (327 reviews)