# an analytics dashboard for restaurants **The market is crowded with generic dashboard tools and many restaurant analytics demos, but no clear live product was found that is restaurant-ops-first and clearly differentiated.** Confidence: medium · 71 signals · checked 2026-08-01 [Full report with live links](https://showsitsworks.com/idea/an-analytics-dashboard-for-restaurants) > **Little of this is specific to restaurants.** Under *What people actually say*, only 1 of 3 sourced findings mention restaurants at all. The rest describe the product category. A crowded section is evidence the category is crowded, not that anyone is serving restaurants. ## Who is already building this *From data* - SurveyJS Dashboard is a UI component for visualizing and analyzing survey data, with 101,288 monthly npm downloads. - [npm: survey-analytics](https://www.npmjs.com/package/survey-analytics) `registries` — 2026-07-28 - @kong-ui-public/dashboard-renderer renders analytics charts from a JSON definition and has 150,647 monthly npm downloads. - [npm: @kong-ui-public/dashboard-renderer](https://www.npmjs.com/package/@kong-ui-public/dashboard-renderer) `registries` — 2026-07-31 - Vercel Web Analytics is a very large generic analytics product at 18,577,347 monthly npm downloads, but it is for web traffic, not restaurants. - [npm: @vercel/analytics](https://www.npmjs.com/package/@vercel/analytics) `registries` — 2026-03-12 - There are multiple small GitHub restaurant analytics dashboards, including PSURI1894/zomato_analysis with 28 stars and last push 2025-12-09, and parlhad/Swiggy-End-To-End-Data-Analytics with 13 stars and last push 2026-03-18. - [PSURI1894/zomato_analysis](https://github.com/PSURI1894/zomato_analysis) `github` — 2025-12-09 - [parlhad/Swiggy-End-To-End-Data-Analytics](https://github.com/parlhad/Swiggy-End-To-End-Data-Analytics) `github` — 2025-07-17 - Live restaurant-ops projects also include PranshuPujara/AI_Restaurant_Intelligence_Platform with 5 stars and last push 2026-05-25, abdelhaymallouli/restaurant-ordering-system with 3 stars and last push 2026-01-22, and iamsyedbilal/RestoMetrics with 2 stars and last push 2026-06-12. - [PranshuPujara/AI_Restaurant_Intelligence_Platform](https://github.com/PranshuPujara/AI_Restaurant_Intelligence_Platform) `github` — 2026-03-12 - [abdelhaymallouli/restaurant-ordering-system](https://github.com/abdelhaymallouli/restaurant-ordering-system) `github` — 2025-02-26 - [iamsyedbilal/RestoMetrics](https://github.com/iamsyedbilal/RestoMetrics) `github` — 2026-05-31 - The broader dashboard space is heavily occupied by general tooling such as OpenSearch Dashboards, which has 23,238,611 Docker pulls and 50 stars, and Apache APISIX Dashboard, which has 12,138,414 Docker pulls and 38 stars. - [docker: opensearchproject/opensearch-dashboards](https://hub.docker.com/r/opensearchproject/opensearch-dashboards) `registries` - [docker: apache/apisix-dashboard](https://hub.docker.com/r/apache/apisix-dashboard) `registries` ## What people actually say *From data* - "I am looking for BI/Analytic options for my application." This is a first-hand Stack Exchange question from someone trying to add analytics to an online/mobile food-ordering app. *(not about restaurants)* - [BI/Anaytics Technique for SOA based products using MongoDB](https://stackoverflow.com/questions/20627489/bi-anaytics-technique-for-soa-based-products-using-mongodb) `stackexchange` — 2013-12-17 - "I want to show them some statistics" This is another first-hand Stack Exchange question from a restaurant platform builder asking how to expose analytics to customers. - [Querying firebase api by customer uid](https://stackoverflow.com/questions/68136720/querying-firebase-api-by-customer-uid) `stackexchange` — 2021-06-25 - "As far as the customer is concerned, the interface is the product" This HN quote is about dashboards and reports, and it points to how much value people place on the presentation layer. *(not about restaurants)* - [Ask HN: Who is hiring? (May 2014)](https://news.ycombinator.com/item?id=7680166) `hackernews` — 2014-05-01 ## People asking to be sold to *From data* - "I am looking for BI/Analytic options for my application." This is an explicit need from a person building a food-ordering platform. *(not about restaurants)* - [BI/Anaytics Technique for SOA based products using MongoDB](https://stackoverflow.com/questions/20627489/bi-anaytics-technique-for-soa-based-products-using-mongodb) `stackexchange` — 2013-12-17 - "I want to show them some statistics" This is a direct demand for customer-facing analytics in a restaurant platform. - [Querying firebase api by customer uid](https://stackoverflow.com/questions/68136720/querying-firebase-api-by-customer-uid) `stackexchange` — 2021-06-25 - "Could you share the code for the dashboard or the data model?" This HN-style request appears in the signal set as an ask for implementation help around dashboards. *(not about restaurants)* - [Launch HN: Explo (YC W20) – Customer-facing dashboards and reports](https://news.ycombinator.com/item?id=27447087) `hackernews` — 2021-06-09 ## Where the opening is *Model estimate* - The signals do not show a live product that is specifically built for restaurant operators to combine POS, labor, inventory, reservations, online ordering, and marketing into one decision dashboard. - [Restaurant Analytics Dashboard | Menu Analytics & Analysis Software | meez](https://www.getmeez.com/analytics-dashboard) `tavily` - [Restaurant Analytics Dashboard for Profit Maximization - Smartbridge](https://smartbridge.com/restaurant-analytics-dashboards-kpis-that-drive-profitability) `tavily` - [Restaurant Analytics: A Comprehensive Guide & Use Cases](https://www.clicdata.com/blog/restaurant-analytics) `tavily` - [Restaurant Analytics | POS Reporting Software | Oracle](https://www.oracle.com/food-beverage/restaurant-pos-systems/restaurant-analytics) `tavily` - The found projects are mostly demos, notebooks, or generic dashboard renderers; they show restaurant analytics visuals, but not a clear production SaaS with restaurant-specific data connectors and recurring operator workflows. - [PSURI1894/zomato_analysis](https://github.com/PSURI1894/zomato_analysis) `github` — 2025-12-09 - [parlhad/Swiggy-End-To-End-Data-Analytics](https://github.com/parlhad/Swiggy-End-To-End-Data-Analytics) `github` — 2025-07-17 - [PranshuPujara/AI_Restaurant_Intelligence_Platform](https://github.com/PranshuPujara/AI_Restaurant_Intelligence_Platform) `github` — 2026-03-12 - [DataDudeSaadKhan/Restaurant-Analytics-Platform-databricks_Ecosystem](https://github.com/DataDudeSaadKhan/Restaurant-Analytics-Platform-databricks_Ecosystem) `github` — 2026-05-11 - [sajithgrandhi/zomato-restaurant-analytics](https://github.com/sajithgrandhi/zomato-restaurant-analytics) `github` — 2025-12-20 - [iamsyedbilal/RestoMetrics](https://github.com/iamsyedbilal/RestoMetrics) `github` — 2026-05-31 - [senthilkumar-tech/Food-IQ---Bengaluru](https://github.com/senthilkumar-tech/Food-IQ---Bengaluru) `github` — 2026-06-21 - The data also does not show a differentiated customer-facing analytics layer for restaurant platforms, even though a few questions ask for it. - [BI/Anaytics Technique for SOA based products using MongoDB](https://stackoverflow.com/questions/20627489/bi-anaytics-technique-for-soa-based-products-using-mongodb) `stackexchange` — 2013-12-17 - [Querying firebase api by customer uid](https://stackoverflow.com/questions/68136720/querying-firebase-api-by-customer-uid) `stackexchange` — 2021-06-25 ## How big the market might be *Model estimate* - This search found 2 named package competitors and multiple small GitHub projects, but the counted facts say only 2 package competitors were identified and their activity is unknown. - [npm: survey-analytics](https://www.npmjs.com/package/survey-analytics) `registries` — 2026-07-28 - [npm: @kong-ui-public/dashboard-renderer](https://www.npmjs.com/package/@kong-ui-public/dashboard-renderer) `registries` — 2026-07-31 - The largest monthly package downloads seen were 150,647 for @kong-ui-public/dashboard-renderer, with another relevant package at 101,288 downloads for survey-analytics. - [npm: @kong-ui-public/dashboard-renderer](https://www.npmjs.com/package/@kong-ui-public/dashboard-renderer) `registries` — 2026-07-31 - [npm: survey-analytics](https://www.npmjs.com/package/survey-analytics) `registries` — 2026-07-28 - There were 3 unsolved questions and 0 first-hand complaints or stated wants, which means the demand side is visible but weakly expressed. - [BI/Anaytics Technique for SOA based products using MongoDB](https://stackoverflow.com/questions/20627489/bi-anaytics-technique-for-soa-based-products-using-mongodb) `stackexchange` — 2013-12-17 - [Querying firebase api by customer uid](https://stackoverflow.com/questions/68136720/querying-firebase-api-by-customer-uid) `stackexchange` — 2021-06-25 - [Libraries and pseudocode for physical Dashboard/Status board](https://stackoverflow.com/questions/3004276/libraries-and-pseudocode-for-physical-dashboard-status-board) `stackexchange` — 2010-06-09 - Across the collected signals there were 10 Dev.to items, 20 GitHub items, 13 Hacker News items, 16 registry items, and 3 Stack Exchange items, so this topic is being discussed in several places even if the pain is not strongly voiced. - [npm: @vercel/analytics](https://www.npmjs.com/package/@vercel/analytics) `registries` — 2026-03-12 - [npm: survey-analytics](https://www.npmjs.com/package/survey-analytics) `registries` — 2026-07-28 - [npm: workbox-google-analytics](https://www.npmjs.com/package/workbox-google-analytics) `registries` — 2026-05-04 - [npm: @kong-ui-public/dashboard-renderer](https://www.npmjs.com/package/@kong-ui-public/dashboard-renderer) `registries` — 2026-07-31 ## What could go wrong *Model estimate* - This is likely to be a feature, not a standalone product, unless it plugs into a restaurant stack that operators already use. - [Restaurant Analytics Dashboard | Menu Analytics & Analysis Software | meez](https://www.getmeez.com/analytics-dashboard) `tavily` - [Restaurant Analytics | POS Reporting Software | Oracle](https://www.oracle.com/food-beverage/restaurant-pos-systems/restaurant-analytics) `tavily` - Generic dashboard frameworks and analytics libraries are abundant, so you would be competing against build-it-yourself setups as much as against direct restaurant SaaS. - [npm: @vercel/analytics](https://www.npmjs.com/package/@vercel/analytics) `registries` — 2026-03-12 - [npm: @kong-ui-public/dashboard-renderer](https://www.npmjs.com/package/@kong-ui-public/dashboard-renderer) `registries` — 2026-07-31 - [docker: opensearchproject/opensearch-dashboards](https://hub.docker.com/r/opensearchproject/opensearch-dashboards) `registries` - [docker: apache/apisix-dashboard](https://hub.docker.com/r/apache/apisix-dashboard) `registries` - The lack of first-hand complaints and stated wants suggests that the problem may be under-specified, which makes customer discovery harder. - [BI/Anaytics Technique for SOA based products using MongoDB](https://stackoverflow.com/questions/20627489/bi-anaytics-technique-for-soa-based-products-using-mongodb) `stackexchange` — 2013-12-17 - [Querying firebase api by customer uid](https://stackoverflow.com/questions/68136720/querying-firebase-api-by-customer-uid) `stackexchange` — 2021-06-25 ## What to do this week *Model estimate* - Start by targeting one operator workflow, such as menu performance or labor vs. sales, instead of a full restaurant BI suite. - [Restaurant Analytics Dashboard | Menu Analytics & Analysis Software | meez](https://www.getmeez.com/analytics-dashboard) `tavily` - [Restaurant Analytics | POS Reporting Software | Oracle](https://www.oracle.com/food-beverage/restaurant-pos-systems/restaurant-analytics) `tavily` - Build connectors for the systems that keep showing up in the signals: POS, reservations, online ordering, inventory, and labor. - [Restaurant Analytics Dashboard for Profit Maximization - Smartbridge](https://smartbridge.com/restaurant-analytics-dashboards-kpis-that-drive-profitability) `tavily` - [Restaurant Analytics: A Comprehensive Guide & Use Cases](https://www.clicdata.com/blog/restaurant-analytics) `tavily` - [Restaurant Analytics | POS Reporting Software | Oracle](https://www.oracle.com/food-beverage/restaurant-pos-systems/restaurant-analytics) `tavily` - Position it either as a restaurant-owner dashboard or as a customer-facing analytics module for restaurant platforms, since both needs appeared in the signals. - [BI/Anaytics Technique for SOA based products using MongoDB](https://stackoverflow.com/questions/20627489/bi-anaytics-technique-for-soa-based-products-using-mongodb) `stackexchange` — 2013-12-17 - [Querying firebase api by customer uid](https://stackoverflow.com/questions/68136720/querying-firebase-api-by-customer-uid) `stackexchange` — 2021-06-25 - Validate with a small set of restaurant operators before building a broad dashboard layer, because the current data does not show strong explicit demand. - [BI/Anaytics Technique for SOA based products using MongoDB](https://stackoverflow.com/questions/20627489/bi-anaytics-technique-for-soa-based-products-using-mongodb) `stackexchange` — 2013-12-17 - [Querying firebase api by customer uid](https://stackoverflow.com/questions/68136720/querying-firebase-api-by-customer-uid) `stackexchange` — 2021-06-25 ## Competitor strength | Project | Stars | Downloads/mo | Activity | |---|---:|---:|---| | [npm: @kong-ui-public/dashboard-renderer](https://www.npmjs.com/package/@kong-ui-public/dashboard-renderer) | — | 150,647 | unknown | | [npm: survey-analytics](https://www.npmjs.com/package/survey-analytics) | — | 101,288 | unknown | ## Domain names - `restaurantanalytics.com` — taken - `restaurantanalytics.io` — available - `restaurant.com` — taken - `getrestaurant.com` — taken --- Sources searched: hackernews (13), github (20), githubissues (none), discourse (none), intent (none), stackexchange (3), registries (16), tavily (9), devto (10) Generated by Shows Its Work — https://showsitsworks.com/idea/an-analytics-dashboard-for-restaurants Findings link to their sources. Estimates are marked as estimates.