Best Open Source Data & Analytics Software
Browse 72 production-ready, self-hostable open-source tools in Data & Analytics. Eliminate per-seat SaaS costs, retain complete data ownership, and claim $100K+ in startup cloud hosting credits.
Top Open-Source Data & Analytics Software Compared
Direct overview of top-ranked solutions by community stars and license
| Tool Name | GitHub Stars | License | Replaces Proprietary | Details |
|---|---|---|---|---|
| draw.io | β 90,964 | Apache-2.0 | Miro, Microsoft Visio | View Stack β |
| drawDB | β 90,964 | AGPL-3.0 | Microsoft Visio, LucidChart | View Stack β |
| Crawl4AI | β 87,000 | Apache-2.0 | Browserbase, Jina AI | View Stack β |
| Firecrawl | β 86,714 | AGPL-3.0 | Browserbase, Jina AI | View Stack β |
| Grafana | β 81,241 | AGPL-3.0 | DataDog, Splunk | View Stack β |
All 72 Data & Analytics Open Source Tools
Ranked by GitHub community stars & active adoption
draw.io
Apache-2.0Create professional diagrams online or offline with security-first approach. No registration needed. Works with Google Drive, SharePoint, Atlassian, and more.
drawDB
AGPL-3.0Free online database diagram editor with SQL generation. Create ER diagrams, visualize relationships, export scripts, and reverse engineer schemas - no signupβ¦
Crawl4AI
Apache-2.0Open-source web crawler and scraper that produces clean, structured output optimized for LLMs, RAG pipelines, and AI agents. Supports async crawlingβ¦
Firecrawl
AGPL-3.0API for AI agents to search, scrape, crawl, and interact with the live web, returning clean Markdown, structured JSON, or screenshots from any page.
Grafana
AGPL-3.0Grafana unifies metrics, logs, traces, profiles, and business data into one OpenTelemetry-native platform with AI-assisted root cause analysis and adaptiveβ¦
OpenBB
AGPL-3.0Connects proprietary, licensed, and public financial data with AI agents in a self-hostable workspace for asset managers, hedge funds, and banks.
Lightdash
MITSelf-serve analytics platform that transforms dbt models into interactive dashboards, enabling data-driven decisions across organizations.
Apache Superset
Apache-2.0Connect any SQL database, build charts with drag-and-drop or raw SQL, and publish interactive dashboards without writing application code.
Chartbrew
MITA powerful, open-source platform for building interactive dashboards and charts from multiple data sources without coding.
Evidence
MITCreate data-driven websites and reports using SQL and Markdown, with automatic visualizations and interactive elements.
Frappe Insights
AGPL-3.0Connect multiple data sources, build complex queries, create insightful visualizations, and organize powerful dashboards to make informed business decisions.
Metabase
Open SourceOpen-source business intelligence platform for data exploration, visualization, and sharing. Empowers teams to make data-driven decisions effortlessly.
Redash
BSD-2-ClauseRedash is an open-source data visualization and analytics platform that helps teams make sense of their data through SQL queries and interactive dashboards.
Apache Cloudberry
Apache-2.0Leverage advanced analytics with a modern PostgreSQL kernel. 100% open source for robust data solutions.
Databend
Apache-2.0Databend is an open-source, elastic cloud data warehouse built for high-performance analytics and seamless integration with popular data tools.
OpenReplay
AGPL-3.0Open-source session replay and product analytics platform you can self-host for complete control over data security, privacy, and compliance.
Azimutt
MITAzimutt is a powerful tool for seamlessly exploring, documenting, and optimizing large and complex databases.
Mermaid
MITCreate flowcharts, sequence diagrams, Gantt charts, and more using a simple Markdown-like syntax that renders anywhere.
OpenPanel
AGPL-3.0Open-source analytics platform covering web traffic, custom events, funnels, retention, session replay, and revenue tracking. GDPR-compliant with optionalβ¦
Lightpanda
AGPL-3.0Purpose-built headless browser that delivers 10x faster performance and 10x lower memory usage compared to Chrome headless for web automation and AI workflows.
Logstash
Open SourceLogstash is a free and open server-side data processing pipeline that ingests data from multiple sources, transforms it, and sends it to your desiredβ¦
Deepnote
Apache-2.0Deepnote is an open-source collaborative notebook for data analysts and scientists, combining Python, SQL, AI assistance, and live sharing in one cloudβ¦
Lua.sh
AGPL-3.0Open-source platform for creating shortened URLs with advanced analytics, custom domains, and API integration for marketing and development teams.
Kestra
Apache-2.0YAML-based orchestration platform with 1400+ plugins for running data pipelines, AI workflows, and infrastructure automation across teams at scale.
CloudQuery
MPL-2.0CloudQuery is an open-source ELT platform that enables easy data integration from hundreds of cloud and security tools to any destination.
CocoIndex
Apache-2.0Open-source ETL framework built in Rust for AI workloads. Features incremental processing, data lineage, and observability tools for semantic search and RAGβ¦
Jitsu
MITCollect, transform, and sync data across your entire infrastructure with a flexible, code-based approach to data integration.
Cube
Open SourceCube is a universal semantic layer that connects data sources to analytics tools, providing consistent definitions and fast queries.
Maxun
AGPL-3.0Turn any website into structured data using a visual recorder, natural language prompts, or API. Includes proxy rotation, scheduling, and webhook integrations.
Dagster
Apache-2.0An orchestration platform for the development, production, and observation of data assets.. Orchestration platform for data assets
GrowthBook
MITPowerful, developer-friendly experimentation tool for data-driven product decisions. Seamless integration, real-time insights, and flexible deployment.
Grist
Apache-2.0A versatile data management platform combining spreadsheet simplicity with relational database capabilities for efficient data organization and analysis.
Airbyte
Elastic-2.0Seamlessly sync data from any source to any destination with a flexible, extensible platform that grows with your data needs.
ClickHouse
Apache-2.0High-performance columnar OLAP database system for real-time analytics on big data, with SQL support and linear scalability.
Mage
Apache-2.0Open-source data pipeline platform for effortless data integration, transformation, and orchestration using Python, SQL, and R.
Benthos
Open SourceFancy stream processing made operationally mundane. Data streaming processor with yaml-driven pipeline configuration
Aptabase
AGPL-3.0Open-source, self-hostable analytics platform for mobile and desktop apps, prioritizing user privacy and data control.
Betterlytics
AGPL-3.0GDPR-compliant web analytics with real-time insights, session replay, and funnel tracking. No cookies, no tracking, no consent banners required.
Countly
OtherAll-in-one analytics platform for mobile, web, and desktop apps. Track user behavior, monitor performance, and optimize your product.
Databuddy
AGPL-3.0Track visitors, events, funnels, goals, errors and Web Vitals from one cookieless script, and ask an AI analyst questions about your numbers.
Fathom Lite
MITA simple, privacy-first analytics platform that provides valuable website insights without compromising visitor data or requiring cookie consent banners.
HitKeep
MITSelf-hosted or managed web analytics with zero external dependencies. Cookie-free tracking, full data sovereignty, and single binary deployment forβ¦
Litlyx
Apache-2.0Track user behavior, custom events, and conversion funnels in real-time with a single line of code, all while maintaining GDPR compliance.
Matomo
GPL-3.0Comprehensive web analytics platform offering full data ownership, privacy protection, and customizable insights for data-driven decision making.
OpenWebAnalytics
GPL-2.0Open-source web analytics platform offering comprehensive visitor tracking, customizable dashboards, and data ownership for websites and applications.
Plausible
AGPL-3.0Simple, open-source web analytics tool that respects user privacy and provides valuable insights without compromising data protection.
PostHog
MITAll-in-one product analytics platform. Track user behavior, run experiments, and make data-driven decisions to grow your product.
Prisme Analytics
AGPL-3.0Prisme offers customizable, GDPR-compliant web analytics with real-time insights, unlimited data retention, and bot filtering.
Rybbit
AGPL-3.0Get next-gen, open-source, and cookieless web analytics. Understand user behavior with session replays, real-time data, and web vitals. GDPR/CCPA compliant.
Swetrix
AGPL-3.0Privacy-first web analytics with real-time dashboards, session replays, error tracking, A/B testing, and GDPR compliance out of the box. No cookies, noβ¦
Tianji
Apache-2.0Self-hostable platform combining website analytics, uptime monitoring, server status, Docker tracking, status pages, and telemetry for indie developers andβ¦
Trench
MITOpen source analytics platform built on ClickHouse and Kafka, offering high-speed event tracking and real-time querying capabilities.
Umami
MITA lightweight, open-source alternative to Google Analytics that respects user privacy and provides valuable insights.
Vemetric
AGPL-3.0Privacy-focused analytics platform combining web and product insights. Track user journeys, create funnels, and understand behavior with GDPR compliance andβ¦
Apache Pinot
Apache-2.0Sub-second SQL queries on fresh streaming data at petabyte scale, built for high-concurrency user-facing apps and AI agent backends.
Rudderstack
Open SourcePrivacy and Security focused Segment-alternative, in Golang and React . Customer data platform for developers
Orchest
Apache-2.0Build data pipelines, the easy way π οΈ. No-code data pipelines builder
Orbital
Open SourceAutomated data integration platform that connects APIs, databases, and event streams using semantic schemas. Deploy secure integrations in minutes withβ¦
Open Wearables
MITSelf-hosted health intelligence platform with open algorithms, AI reasoning engine, and zero per-user fees. Connect Apple Health, Whoop, Garmin, Oura, and more.
Elementary Data
Apache-2.0Elementary provides dbt-native data observability to detect issues, understand root causes, and resolve problems quickly in data pipelines.
Timeplus
Apache-2.0Timeplus is a lightweight, powerful, and cost-efficient stream processing platform for real-time analytics, deployed as a single binary.
OpenSERP
MITQuery Google, Bing, Yandex, Baidu, DuckDuckGo, and Ecosia through one REST API. Self-host free under MIT, or use the managed cloud option.
Cube.js
Open SourceHeadless business intelligence suite
MLCraft
Open SourceLow-code metrics layer, alternative to Looker
MetriQL
Open SourceHeadless business intelligence suite
Objectiv
Open SourceProduct analytics infrastructure
Castled
Open SourceData synchronization framework focused on external apps
Grouparoo
Open SourceData synchronization framework
GoatCounter
Open SourceGoogle Analytics alternative
Tracardi
Open SourceTRACARDI is a new HOME for your customer data. TRACARDI is an Composable API-first solution for any company that need inexpensive CDP to intergrate with. . Customer Data Platform with Consumer Journey automation engine
Selefra
MPL-2.0The open-source policy-as-code software that provides analysis for Multi-Cloud and SaaS environments, you can get insight with natural language (powered by OpenAI).. An open-source policy-as-code software that provides analytics for multi-cloud and SaaS.
Impler
MITOpen-source solution for effortless data importing, mapping, and validation in web applications
Frequently Asked Questions: Open Source Data & Analytics
What are the best open source Data & Analytics tools in 2026?
The highest-ranked open-source software in Data & Analytics is draw.io with over 90,964 GitHub stars. Other leading tools include drawDB, Crawl4AI, Firecrawl, Grafana. All are vetted for production self-hosting.
Can I self-host Data & Analytics open source tools on my own cloud?
Yes. Tools listed in this category support self-hosting via Docker, Docker Compose, Kubernetes, or Helm on AWS, Google Cloud, DigitalOcean, Hetzner, or bare metal with zero per-seat licensing fees.
How can early-stage startups get free cloud credits to host Data & Analytics tools?
Founders can claim up to $100,000 in AWS Activate, $350,000 in Google Cloud for Startups, and $1,000 in DigitalOcean credits via Startupbricks Perks (startupbricks.in/perks) to deploy self-hosted stacks at zero infrastructure cost.
What proprietary SaaS does open source Data & Analytics software replace?
Open-source tools in this category replace proprietary commercial platforms including Miro, Microsoft Visio, LucidChart, dbdiagram.io, Vertabelo, Valentina Studio, DrawSQL, Browserbase, Jina AI, Apify. Switching gives your team 100% data custody, security control, and zero recurring seat costs.
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