--- title: Lightdash Reviews meta_title: 'Lightdash Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 19 reviews by the users' company size, role or industry to find out how Lightdash works for a business like yours. aggregate_rating: rating_value: 4.9 review_count: 19 scale: '5' date_modified: '2026-06-19' parent_category: name: Analytics Tools & Software url: https://www.g2.com/categories/analytics-tools-software --- # Lightdash Reviews **Vendor:** Lightdash **Category:** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) **Average Rating:** 4.9/5.0 **Total Reviews:** 19 ## About Lightdash Lightdash is the fastest way for modern data teams to build and scale AI-powered self-serve analytics. It enables analysts to define metrics and make them accessible to non-technical users, who can explore data and build dashboards without writing SQL. Lightdash integrates with modern data stacks, supports a governed semantic layer, and offers developer-friendly features like Git-based workflows. It is designed to reduce the overhead of maintaining BI tools, streamline metric definitions, and improve access to consistent data across teams. Lightdash is used and trusted by companies of all sizes, from start ups to international publicly listed organisations. ## Lightdash Reviews ### 1. Lightdash: Lightning-Fast dbt-Powered BI with Rapid Feature Releases **Rating:** 5.0/5.0 stars **Reviewed by:** Moritz V. | Director Business Intelligence, Small-Business (50 or fewer emp.) **Reviewed Date:** April 04, 2026 **What do you like best about Lightdash?** It is built on top of dbt and combines the best of all worlds: - it is 10x faster to compute visualizations than Tableau - it is much easier to built data models than in Tableau or Looker - data models are directly "verified"/they break if they are not compatible within dbt (in Tableau/Looker, similar tools -- these are two separate worlds) - the Lightdash team releases new features (also upon request) at lightning speed - I can build new dashboards/charts via prompting in Cursor **What do you dislike about Lightdash?** Honestly I don't see any so far: If at all, it requires relatively high technical skill. It cannot be used effectively by a "plug-n-play" BI Analyst. If the price is an issue, one can consider self-hosting. **What problems is Lightdash solving and how is that benefiting you?** I started off liking Tableau as a BI tool better than PowerBI. Then, I could see the compute downsides and missing git repo in Tableau compared to Looker. Then, I can see the issue that Looker is very expensive and that Looker is not dbt integrated, i.e. you constantly need to maintain two disconnected repos and make changes in two places. Lightdash is by far the best BI tool out there today. ### 2. Precise Data Insights, Minor Clunky Aspects **Rating:** 4.5/5.0 stars **Reviewed by:** Alice P. | Customer Relationship Management Assistant, Marketing and Advertising, Small-Business (50 or fewer emp.) **Reviewed Date:** April 22, 2026 **What do you like best about Lightdash?** I like how specific you can be when pulling data, which really helps to narrow down exactly what you're trying to understand or look at. I also like the ability to translate metrics into graphs and share links with other team members. In general, it's a great tool to use for reporting. **What do you dislike about Lightdash?** It can be a bit clunky and confusing at times due to the naming of things, for example, 'region' is actually named 'store', which doesn't feel that obvious to me. The naming of fields can feel confusing and needing to constantly refresh data without it doing this automatically when you pull something new in. Also, not being able to copy the table easily the way you would in an Excel spreadsheet. **What problems is Lightdash solving and how is that benefiting you?** I use Lightdash for pulling data and metrics, which is good for reporting and analysis. It helps understand problems by narrowing down exactly what you need. I like translating metrics into graphs and sharing with the team, making it a great tool for reporting. ### 3. Effortless Data Reporting with Lightdash **Rating:** 5.0/5.0 stars **Reviewed by:** Caitlyn C. | Medical Assistant, Mid-Market (51-1000 emp.) **Reviewed Date:** April 23, 2026 **What do you like best about Lightdash?** I love the ease of use with Lightdash, especially being able to easily view reports. It saves me time with its super helpful feature of having all data in one place and creating easy reports. The automated reports for metrics are also something I value a lot. **What do you dislike about Lightdash?** I really like Lightdash and can't think of any improvements. **What problems is Lightdash solving and how is that benefiting you?** I find Lightdash super helpful for keeping all data in one place and creating easy reports, which saves time. I love the ease of use for viewing reports and how automated reports simplify metrics tracking. ### 4. Very easy to use (even as a data novice) **Rating:** 5.0/5.0 stars **Reviewed by:** Hattie P. | CRM and Content Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** June 03, 2025 **What do you like best about Lightdash?** The fact that it's so intuitive (with some initial training) allowing all members of the team to create their own dashboards. **What do you dislike about Lightdash?** I think the initial setup took the team some time to implement. **What problems is Lightdash solving and how is that benefiting you?** Allowing us to make data-informed decisions for marketing. ### 5. This is how business intelligence should be **Rating:** 5.0/5.0 stars **Reviewed by:** Sami R. | Director of Data, Mid-Market (51-1000 emp.) **Reviewed Date:** June 14, 2024 **What do you like best about Lightdash?** Lightdash has been an absolute gamechanger, its eliminated shadow semantic layers and the disconnect from business driven insights and those from the data team. It has very strong inituitive seperation of dashboards and charts which is all validated through DBT. Therefor every element of a dashboard is answering a business question and stakeholders and pick & mix different charts that are governed and semantically correct for their personal usage. This was one of easiest tools tio implement and we were up and running within less than 2 days. We've depreciated Tableu, PowerBI, and GoogleLooker for Lightdash and we've noticed a higher usage amongst our business stakeholders since. **What do you dislike about Lightdash?** I struggled to fill in this section. Theres not much in terms of functionality or engineering that is missing at all. I think the area of improvement may be scope and breadth of visualisations such as geo-spatial ones and clustering maps which are common dashboards outside of the pure BI arena **What problems is Lightdash solving and how is that benefiting you?** -Answering Business Questions -Collating and governing thematic data accesses -Better data story telling -Novel ways of managing alerting and native testing of dashboards ### 6. Obvious choice for dbt-first BI teams that serve truly data/insights hungry users. **Rating:** 5.0/5.0 stars **Reviewed by:** Aleksandr Z. | Head of Business Intelligence, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** November 15, 2023 **What do you like best about Lightdash?** Few years ago we went for ThoughtSpot over Looker. Wish back then Lightdash (LD) was as great as it became now. Fixed this now and moved to LD few months ago. Main highlights: - Open-source or flat low level priced cloud offering. Very clear price calculation approach as it's not consumption or user licenses base. I heard people saying "Lightdash is an open-source Looker", if team keeps the pace and dedication to the product then I bet in few years we will be mostly hearing: "Looker is a closed-source Lightdash" - dbt project as a backbone. You keep all your data logic in the same repo. Convenient ci/cd. - advanced LD specific modeling functionality. Not as mature as LookML, but getting there. - Pretty intuitive for non-technical users with minimal onboardings. Unlocks them with self-service capabilities. At our company small BI maintains models and only few top level reports, the rest of the content created/maintained and communicated by stakeholders' data champions. - Bonus item that I realized only after committing to Ligthdash. There's no limit for the number of projects and user sharing. We started using it extensively to segregate reporting areas and share reports with our clients. That's normally considered a premium feature in classical enterprise BI platforms. That feature allowed us to retire DataStudio reports that were maintained solely due to ease of external sharing. - Very transparent requirements/issue tracking - Supportive, approachable, and reactive Lightdash team. - All communications are slack driven, with a great community. No tickets to create for question, no enterprise portals that get your stuff stuck for weeks. **What do you dislike about Lightdash?** - some advanced modelling challenges are not yet possible. But team is aware and working on improving the logic. - missing multi-tab reporting capabilities. - as I got spoiled by them replying to me in an hour max, it's getting annoying when they take a few hours to reply to my multiple unreasonable questions :-) **What problems is Lightdash solving and how is that benefiting you?** Lightdash gets self-service function covered. BI team can focus on more strategic projects and not spending most of the time working on ad-hocs and improving existing dashboards. ### 7. The intuitive BI tool that's also an engineer's best friend **Rating:** 5.0/5.0 stars **Reviewed by:** Gary J. | Mid-Market (51-1000 emp.) **Reviewed Date:** November 15, 2023 **What do you like best about Lightdash?** The speed of iteration and helpfulness of the team, and their aptitude to prioritise the most useful features they add to their product. Being able to deploy to Lightdash via CI-CD was a massive time save for our team compared to existing solutions, and really upped the amount of engaged BI users within the company with all the extra content deployed at speed. The bonus aspects of the CLI and API make it a great developer experience, and allow us to integrate it into multiple parts of the analytics workflow, as well as control versioning/ compatibility from a central location. The low barrier to entry for business users really helped shift a bunch of workload from our data team. **What do you dislike about Lightdash?** There aren't really any things to dislike as such! but if I were to dream of future features, they may be things like improving the search/ discoverability aspect of the tool, to help guide new or existing users to content that's relevant for them. Beyond that, charts as code, removing the step of creating a chart/ dashboard for a new metric (or even just version controlling the core ones for the business) would be mega **What problems is Lightdash solving and how is that benefiting you?** Getting metrics and data into the hands of the business to provide access and easy service for core metrics, as well as stability for these via a metrics layer. ### 8. Excellent experience **Rating:** 5.0/5.0 stars **Reviewed by:** Chad F. | Mid-Market (51-1000 emp.) **Reviewed Date:** December 13, 2023 **What do you like best about Lightdash?** Lightdash is our primary BI tool. It is very simple to get started on, and has all of the features needed to run a BI team. It's also part of the 'semantic layer' community of BI tools, that do much more than create pretty charts. It allows for lay people to explore data, and get rich insights, based on pre defined logic that the analytics team creates in the tool. Too often in the past, I would give a business user access to a BI tool, and they created dashboards with incorrect conclusions because there was no way to pre-define calculations/joins/metrics/etc. Lightdash solves this problem in a big way. I like how lightdash is fully integrated with DBT. In previous roles, using other BI tools, there was a gulf between our database logic and the BI tool. It was almost impossible to scope changes across the systems, and determine how upstream changes would effect BI. Because Lightdash is built on top of DBT, this is much easier to understand. The ability to create a report, that any user can explore, filter, group etc. while within the guard rails set up by our analytics team is also very nice. The team is very responsive to bug/feature requests and support. **What do you dislike about Lightdash?** Lightdash is still relatively young, and there are some features missing that would help us tremendously. None of these missing features are dealbreakers, but we find ourselves looking for work arounds quite often. All of these feature requests are in their backlog/roadmap, so I am expectantly waiting on their arrival. **What problems is Lightdash solving and how is that benefiting you?** Databases are mostly just collections of tables with rows and columns. When you hook a database up to a BI tool, you then need to create metrics/charts/dashboards. In the past, it was almost impossible to create a well curated set of metric/kpi definitions, based on pre-defined rule sets. This led to business users who either: had such limited access that they could not reasonably dig into data deep enough to get needed insights, or business users who created dashboards/charts based on incorrect calculations/joins/etc. This put a ton of strain on analysts to create 100's of cuts of the same metric. Lightdash solves this problem by allowing analysts to define metrics/joins/dimensions that business users use to create their own charts. ### 9. Looker but easier to implement and fraction of the price **Rating:** 5.0/5.0 stars **Reviewed by:** Thomas W. | Mid-Market (51-1000 emp.) **Reviewed Date:** November 07, 2023 **What do you like best about Lightdash?** Lightdash is very similar to Looker in terms of user experience, which made it really easy to adopt given the familiarity. Particularly like the fact that you can define your metrics in your dbt project, which makes it simple to get started. This combined with their CLI tools make it very developer friendly. Also, there's an open source version but even if you're using their cloud product, it's a fraction of the price vs Looker. **What do you dislike about Lightdash?** It's still a new tool so there's some small things where they're still catching up with Looker in terms of visualizations (e.g. freezing columns in charts) but the team is quick to ship and very customer-centric so imagine they'll be at par and then some relatively quickly. **What problems is Lightdash solving and how is that benefiting you?** Data visualization and self-serve analytics for non-technical users ### 10. Great Integration with dbt **Rating:** 4.5/5.0 stars **Reviewed by:** Matt P. | Small-Business (50 or fewer emp.) **Reviewed Date:** November 15, 2023 **What do you like best about Lightdash?** The seamless integration with dbt is outstanding. Previously our companies only BI was limited to Google Sheets, but Lightdash has made it possible to visualize over 150+ models in under 6 months. Being developer first and having that tight integration into dbt has made standing up this tool with a small team seamless Additionally the customer support has been top notch as the team is very responsive to all our questions **What do you dislike about Lightdash?** There have been growing pains along the way as Lightdash has gone from an alpha product to something ready for prime time. But they are catching up with other tools at a rapid rate. The mobile solution could be much stronger. **What problems is Lightdash solving and how is that benefiting you?** They address both internal and external customer issues ### 11. Seamless integration with dbt makes it fast to deploy **Rating:** 5.0/5.0 stars **Reviewed by:** Felippe F. | Teacher and Mentor, Enterprise (> 1000 emp.) **Reviewed Date:** November 13, 2023 **What do you like best about Lightdash?** Specially with the managed cloud version, you're able to get Lightdash up and running probably in less than 1 hour when integrating with an existing dbt project and supported cloud warehouse. That removes a lot of friction and enables data teams to focus on what's important: modelling, metadata, data quality. **What do you dislike about Lightdash?** The ability to monitor user activity in depth is still to become more mature. Admin users can't yet investigate granular data for which users are accessing what content, which limits the ability to fully understand your users' behaviour in deployment. **What problems is Lightdash solving and how is that benefiting you?** Having a BI tool that can bring data to business users has been essential to our team, creating a data-driven culture in the company. ### 12. DevEx **Rating:** 5.0/5.0 stars **Reviewed by:** Rohan T. | Director of Analytics, Information Technology and Services, Enterprise (> 1000 emp.) **Reviewed Date:** November 15, 2023 **What do you like best about Lightdash?** 1. Simple user interface for data exploration and dashboard creation 2. Fixed, reasonable pricing for unlimited users - creates the right incentives to build a data-driven culture at your company. 3. Seamless integration with dbt - allows a truly end-to-end developer experience for data team members. 4. Library of github actions for CI/CD workflows - allows preview environment for testing integrated with PR reviews 5. A collaborative team that really cares about solving user pain-points and prioritizes based on community input at lightning-fast speed. 10/10 customer support **What do you dislike about Lightdash?** Lightdash is at the time of writing an early-stage company, so there are definitely features missing - mostly in the viz UI and report customization. However, I feel confident that any features that I might highlight at this time will be deployed by the time someone reads this given their pace of development! The Lightdash team makes it a point to collaborate with their customers to fulfill any requests that are urgent for their use-cases and I've witnessed several examples of this at my company! **What problems is Lightdash solving and how is that benefiting you?** Lightdash is our single unified reporting tool for analytics & BI across our company. As such, it enables self-service analytics across diverse products (and business lines) such as Product, Marketing, Operations, Finance, and more. This allows our company to make fast, data-driven decisions in which we have a high degree of trust given that our BI tool is so tightly integrated with dbt. ### 13. Lightdash stands out as the top fully OpenSource BI solution seamlessly integrated into dbt projects **Rating:** 5.0/5.0 stars **Reviewed by:** Don R. | Director, Software Development Engineering, Enterprise (> 1000 emp.) **Reviewed Date:** November 09, 2023 **What do you like best about Lightdash?** Lightdash is a powerful platform for enterprise data analytics. Its OAS-compliant API provides a comprehensive framework for building custom integrations, while its role-based permissions and user attributes ensure that sensitive data is protected. The product's clean and responsive UI makes it a joy to use, and its scheduled delivery integrations with productivity tools like Email, Slack, and Google Sheets make it easy to deliver content where it is needed outside the UI. Lightdash's modeling language and it's Developer Project Preview features are both impressive. The language is powerful and intuitive, while the Project Preview allows users to test new models, charts, and dashboards without affecting production. **What do you dislike about Lightdash?** One area for improvement would be the implementation of a default filter mechanism within charts. This functionality would allow users to set predefined filters for charts, which can then be overridden at the dashboard level. The absence of this feature could lead to resource-intensive unfiltered queries being inadvertently executed when charts are opened. **What problems is Lightdash solving and how is that benefiting you?** Lightdash solves the problem of enabling less technical users to actively contribute to analytics, while also providing a developer-friendly framework for creating and publishing data. This has resulted in our organization establishing two distinct learning paths: one for content creators managing charts and dashboards, and another for analytics engineers who manage data marts. ### 14. The heart of data self-service at Clair **Rating:** 5.0/5.0 stars **Reviewed by:** Erik W. | Mid-Market (51-1000 emp.) **Reviewed Date:** November 14, 2023 **What do you like best about Lightdash?** Lightdash sits directly on top of our dbt project and therefore abides by the same governace principles, including version control. It's easy to deploy new fields and tables by making updates to the schmea .yml files. Our stakeholders generally find the interface easy to navigate and are able to self-service for core data needs. **What do you dislike about Lightdash?** It took some exploration to fully integrate Lightdash deploymnents to our CI/CD workflow, but that's been working well since we invested the time to stand up a solution. **What problems is Lightdash solving and how is that benefiting you?** We use Tableau for our core business dashboards, but had a hard time helping stakeholders adopt Tableau for thier data needs. Lightdash offers a lightweight, easy-to-navigate UI for stakeholders to get the data they need, fast. ### 15. ex-Looker user who is loving Lightdash **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** November 03, 2023 **What do you like best about Lightdash?** It's similar to Looker but open source and even the cloud offering is much more reasonably priced. If you are using DBT, it integrates much better with Lightdash configurations living in the same repo as DBT. This removes a major source of headache keeping two repos in sync. **What do you dislike about Lightdash?** It's still a relatively new tool so many nice to have features are not there or involve complex workaround. e.g. it's easy to build stacked bar charts but converting it to a stacked % chart is not easy. The team are releasing changes at a fast pace though so expect these to be fixed in the near future. At that point, I feel there will be little reason to pick a tool like Looker over Lightdash **What problems is Lightdash solving and how is that benefiting you?** It allows charts to build off data in our data warehouse. Each time they are viewed they are automatically refreshed. These charts can also be built by non-technical people allowing for self serve analytics ### 16. great BI tool for lean teams! **Rating:** 5.0/5.0 stars **Reviewed by:** Marta H. | Mid-Market (51-1000 emp.) **Reviewed Date:** November 20, 2023 **What do you like best about Lightdash?** - comprehensive documentation + support from the team from implementation to day-to-day use! spoiled with the rate of reply from the LD team - fantastic for lean teams as it keeps **What do you dislike about Lightdash?** - the tool is still relatively nascent so some visualizations and complex analyses are not yet available, but the team has been incredible in adding to their product road map as a direct response to user requests! - does not cache **What problems is Lightdash solving and how is that benefiting you?** We use LD as our primary UI for business stakeholders to receive metrics and data to make better informed decisions. ### 17. Seamless, Scalable and innovative partner **Rating:** 5.0/5.0 stars **Reviewed by:** Michael N. | Mid-Market (51-1000 emp.) **Reviewed Date:** November 16, 2023 **What do you like best about Lightdash?** I like that their product is so flexible, and their team is so hands on with their partners, offering advice and listening to feedback while implementing so quickly. **What do you dislike about Lightdash?** Nothing to say here. My experience has been nothing but pleasant with their team and their product. **What problems is Lightdash solving and how is that benefiting you?** Lightdash solves the problem of having too many places to define our analytics (metrics / dimensions etc.). They work so well with DBT and help streamline a lot of our definitions. They also aid in solving for or improving data literacy and trust throughout the organization. ### 18. Seamless BI Tooling for Scale **Rating:** 5.0/5.0 stars **Reviewed by:** Josh E. | Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 03, 2023 **What do you like best about Lightdash?** Easy to integrate into the modern data stack. Open source and transparent development. Amazing team with solid principals! **What do you dislike about Lightdash?** Nothing comes to mind. Any missing features are often on the roadmap and rollouts are frequent. **What problems is Lightdash solving and how is that benefiting you?** Robust BI Tooling for analysts to provide self-serve solutions to non-technical users downstream. ### 19. Great tool for growing companies wanting self-service capabilities **Rating:** 5.0/5.0 stars **Reviewed by:** Joni K. | Mid-Market (51-1000 emp.) **Reviewed Date:** November 16, 2023 **What do you like best about Lightdash?** Version control & linkage with dbt. Self-service made easy! New features rolling out fast. **What do you dislike about Lightdash?** Visuals are still a bit in development when compared to legacy tools. **What problems is Lightdash solving and how is that benefiting you?** Making data available. - [View Lightdash pricing details and edition comparison](https://www.g2.com/products/lightdash/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-19+10%3A48%3A27+-0500&secure%5Bsession_id%5D=54bd7fe3-460f-433e-8ef1-bc01bf1a08e9&secure%5Btoken%5D=4564cb9ba111f4471468bb074b8e572472ed5733a3324986ce0c73703f1fa704&format=llm_user) ## Lightdash Integrations - [Slack](https://www.g2.com/products/slack/reviews) ## Lightdash 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 **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - 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 ## Top Lightdash Alternatives - [Metabase](https://www.g2.com/products/metabase/reviews) - 4.4/5.0 (145 reviews) - [Apache Superset](https://www.g2.com/products/apache-superset/reviews) - 4.4/5.0 (49 reviews) - [Looker](https://www.g2.com/products/looker/reviews) - 4.4/5.0 (1,583 reviews)