Compare Lightdash vs. Numerics

Grafana Labs provides an open and composable observability stack built around Grafana, the leading open source technology for dashboards and visualization. Recognized as a 2025 Gartner® Magic Quadrant™ Leader for Observability Platforms and positioned furthest to the right for Completeness of Vision, Grafana Labs supports over 25M users and 5,000+ customers. Grafana Cloud delivers the full power of Grafana’s open and composable observability stack—without the overhead of managing infrastructure. As a fully managed SaaS offering from Grafana Labs, it unifies metrics, logs, and traces in one place, giving engineering teams real-time visibility into systems and applications. Built around the LGTM Stack—Loki for logs, Grafana for visualization, Tempo for traces, and Mimir for metrics—Grafana Cloud provides a scalable foundation for modern observability. With built-in integrations for Kubernetes, cloud services, CI/CD pipelines, and OpenTelemetry, Grafana Cloud accelerates time to value while reducing operational complexity. Grafana Cloud also supports OLAP-style analytics through integrations with data warehouses and analytical engines like BigQuery, ClickHouse, and Druid—enabling multi-dimensional exploration across observability and business data. Teams gain access to powerful features like Adaptive Metrics for cost optimization, incident response workflows, and synthetic monitoring for performance testing—all within a secure, globally distributed platform. Whether you’re modernizing infrastructure, scaling observability, or driving SLO-based performance, Grafana Cloud delivers the insights you need—fast, flexible, and vendor-neutral.

Dashboards, codeless reports, interactive visualizations, data security, mobile access and scheduled reports. DashboardFox is a dashboard- and data visualization tool for business users. It comes with a no-subscription pricing plan. You only pay once and the software is yours for life. DashboardFox can be installed on your own server behind your firewall. Are you looking for Cloud BI? We offer managed hosting, but you retain ownership of your DashboardFox data and licenses. DashboardFox allows users to drill down and interact with live data visualizations through dashboards and reports. Without requiring any technical knowledge, business users can create new visualizations in a codeless builder. Alternative to Tableau, Sisense and Looker, Domo. Qlik, Crystal Reports, among others.

Runn is a real-time resource management platform with integrated time tracking and powerful forecasting capabilities. Intuitively plan projects and schedule resources with allocations, project phases, milestones, and time off. Flick between monthly, quarterly and half-yearly views to plan for the short and long term. Get a dynamic bird’s-eye view of your entire organization to manage capacity, workload and availability changes as you create your plans. Runn makes resource management dynamic and visual from a single, shared view. Drill into different roles, teams and tags to compare trends and understand which groups are overbooked. Plan out tentative projects to see how plans might change if work gets confirmed. Track projects, view forecasts, and get relevant metrics within Runn. Get insights like utilization, project variance, and overall financial performance. Use Runn’s built-in timesheets to monitor project progress. Runn integrates with Harvest, WorkflowMax, and Clockify. With the API, build your own integrations to connect Runn with your favorite tools.

Around 25 million engineers work across dozens of distinct functions. Engineers are using New Relic as every company is becoming a software company to gather real-time insight and trending data on the performance of their software. This allows them to be more resilient and provide exceptional customer experiences. New Relic is the only platform that offers an all-in one solution. New Relic offers customers a secure cloud for all metrics and events, powerful full-stack analytics tools, and simple, transparent pricing based on usage. New Relic also has curated the largest open source ecosystem in the industry, making it simple for engineers to get started using observability.

Based on your interests, history, and role, you will receive personalized and recommended results. QuaerisAI provides near-real-time data access for all data. QuaerisAI enhances your data and document workload with AI. To increase knowledge sharing and track performance, teams can share insights and pinboards. Our advanced AI engine transforms your inquiry to a database-ready language within micro-seconds. Data is nothing without context, just like life. Our cognitive AI engine interprets search terms, interests, roles, and past history to provide ranks results that allow further exploration. You can easily add filters to search results to dig into the details and explore relevant questions.

TelemetryTV is a powerful platform for digital signage that allows organizations to connect with audiences, generate awareness and give voice to their communities and teams. TelemetryTV lets you broadcast dynamic content by streaming video, images and social feeds to all your displays, wherever they may be. TelemetryTV powers internal communications and marketing at Starbucks, Amazon and Stanford University. Our success is based on being flexible, open to communication, collaborative, and open to collaboration. We believe in continuous learning, challenging the status-quo, and listening to customers. We are moving towards a world in which our walls will eventually talk. This begs the question: What do you want them saying?

ONLYOFFICE Docs is a secure online office suite for teams and businesses of all sizes. Create and edit docs, sheets, slides, fillable forms and PDFs. Collaborate with your teammates in real time using two co-editing modes, version history and other tools. Enable the AI assistant of your choice — ChatGPT, DeepSeek, Mistral, Groq AI, etc. Generate new content, summarize, translate and do more with your favourite AI tool while working on office files. Integrate ONLYOFFICE Docs into your business platform, whether it be Odoo, Alfresco, Confluence, Pipedrive, Nextcloud, Redmine, SuiteCRM, etc., via an integration app (40+ available integrations). Use Docs within ONLYOFFICE DocSpace, a room-based document collaboration platform equipped with the online office suite. Create dedicated spaces for different purposes, invite your teammates, assign access permissions and collaborate the way you like. With DocSpace, you can store, share and co-edit office files, and even interact with third parties.

TimeControl is a timesheet system that can be used for both finance and project management. TimeControl was designed to serve multiple purposes at once. TimeControl tracks time task-bytask and project-byproject. Despite its project-based controls it is still a financial timesheet that meets all the requirements of payroll, human resource, billing, and finance. TimeControl is available for subscription in the cloud and for purchase for an installation on-premise. It includes both a browser interface as well as the TimeControl Mobile App for iOS or Android.

Access your bank's or credit union's financial performance from anywhere, anytime. Secure, cloud-based access gives you insight into your bank's financial performance. With a few clicks, you can access margin components, branch performance, forecasts, and more. The Banker's Dashboard and Credit Union Dashboard integrate seamlessly with your core processor. Easy setup allows you to immediately improve your bottom line. Automate reporting and eliminate errors so you can focus on higher-value tasks. Multiple forecast scenarios can be quickly run and revised, allowing you to analyze variances and other strategies. Compare branch performance. For better results, institute best practices and hold branches accountable.

Project management is as efficient as it gets. Zoho Projects, a cloud-based project management software, helps you plan and track your work efficiently. It also allows you to collaborate with your team from anywhere. To get things done on schedule, plan your project activities, assign work, manage your resources, and collaborate better with your team. Gantt charts can be used to create your project plan and track your tasks. Zoho Projects helps you keep track of your key tasks and their dependencies and shows you any deviations from your planned progress. Reduce time spent on repetitive tasks. Our project management software is easy to use, no matter how complex your process is. It has a drag-and drop interface that makes it easier to create and deploy new automations. The Projects timesheet module allows you to log both billable and unbilled hours. You can record every minute of your hardwork, manually or with timers. Our built-in integration with Zoho Invoice generates invoices.