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72 Vetted Tools β€’ 1,804,699 GitHub Stars

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.

Zero Per-Seat Licensing 100% Self-Hostable Cloud Credits Compatible

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

72 Tools
draw.io logo

draw.io

Apache-2.0
90,964 stars

Create professional diagrams online or offline with security-first approach. No registration needed. Works with Google Drive, SharePoint, Atlassian, and more.

Replaces: Miro Microsoft Visio LucidChart
drawDB logo

drawDB

AGPL-3.0
90,964 stars

Free online database diagram editor with SQL generation. Create ER diagrams, visualize relationships, export scripts, and reverse engineer schemas - no signup…

Replaces: Microsoft Visio LucidChart dbdiagram.io
Crawl4AI logo

Crawl4AI

Apache-2.0
87,000 stars

Open-source web crawler and scraper that produces clean, structured output optimized for LLMs, RAG pipelines, and AI agents. Supports async crawling…

Replaces: Browserbase Jina AI Apify
Firecrawl logo

Firecrawl

AGPL-3.0
86,714 stars

API for AI agents to search, scrape, crawl, and interact with the live web, returning clean Markdown, structured JSON, or screenshots from any page.

Replaces: Browserbase Jina AI Apify
Grafana logo

Grafana

AGPL-3.0
81,241 stars

Grafana unifies metrics, logs, traces, profiles, and business data into one OpenTelemetry-native platform with AI-assisted root cause analysis and adaptive…

Replaces: DataDog Splunk Grafana Cloud
OpenBB logo

OpenBB

AGPL-3.0
75,386 stars

Connects proprietary, licensed, and public financial data with AI agents in a self-hostable workspace for asset managers, hedge funds, and banks.

Replaces: Power BI Bloomberg Terminal Tableau
Lightdash logo

Lightdash

MIT
74,994 stars

Self-serve analytics platform that transforms dbt models into interactive dashboards, enabling data-driven decisions across organizations.

Replaces: Power BI Tableau Looker
Apache Superset logo

Apache Superset

Apache-2.0
74,994 stars

Connect any SQL database, build charts with drag-and-drop or raw SQL, and publish interactive dashboards without writing application code.

Replaces: Power BI Splunk Tableau
Chartbrew logo

Chartbrew

MIT
74,994 stars

A powerful, open-source platform for building interactive dashboards and charts from multiple data sources without coding.

Replaces: Power BI Tableau Looker
Evidence logo

Evidence

MIT
74,994 stars

Create data-driven websites and reports using SQL and Markdown, with automatic visualizations and interactive elements.

Replaces: Power BI Tableau Retool
Frappe Insights logo

Frappe Insights

AGPL-3.0
74,994 stars

Connect multiple data sources, build complex queries, create insightful visualizations, and organize powerful dashboards to make informed business decisions.

Replaces: Power BI Tableau Looker
Metabase logo

Metabase

Open Source
74,994 stars

Open-source business intelligence platform for data exploration, visualization, and sharing. Empowers teams to make data-driven decisions effortlessly.

Replaces: Power BI Tableau Looker
Redash logo

Redash

BSD-2-Clause
74,994 stars

Redash is an open-source data visualization and analytics platform that helps teams make sense of their data through SQL queries and interactive dashboards.

Replaces: Power BI Splunk Tableau
Apache Cloudberry logo

Apache Cloudberry

Apache-2.0
50,705 stars

Leverage advanced analytics with a modern PostgreSQL kernel. 100% open source for robust data solutions.

Replaces: Snowflake Amazon Redshift
Databend logo

Databend

Apache-2.0
50,705 stars

Databend is an open-source, elastic cloud data warehouse built for high-performance analytics and seamless integration with popular data tools.

Replaces: Snowflake BigQuery RedShift
OpenReplay logo

OpenReplay

AGPL-3.0
40,577 stars

Open-source session replay and product analytics platform you can self-host for complete control over data security, privacy, and compliance.

Replaces: Amplitude Mixpanel Hotjar
Azimutt logo

Azimutt

MIT
40,216 stars

Azimutt is a powerful tool for seamlessly exploring, documenting, and optimizing large and complex databases.

Replaces: dbdiagram.io Vertabelo DrawSQL
Mermaid logo

Mermaid

MIT
40,216 stars

Create flowcharts, sequence diagrams, Gantt charts, and more using a simple Markdown-like syntax that renders anywhere.

Replaces: Microsoft Visio Lucidchart
OpenPanel logo

OpenPanel

AGPL-3.0
39,849 stars

Open-source analytics platform covering web traffic, custom events, funnels, retention, session replay, and revenue tracking. GDPR-compliant with optional…

Replaces: Google Analytics Amplitude Mixpanel
Lightpanda logo

Lightpanda

AGPL-3.0
39,000 stars

Purpose-built headless browser that delivers 10x faster performance and 10x lower memory usage compared to Chrome headless for web automation and AI workflows.

Replaces: Browserbase Anchor Browser
Logstash logo

Logstash

Open Source
32,494 stars

Logstash is a free and open server-side data processing pipeline that ingests data from multiple sources, transforms it, and sends it to your desired…

Replaces: DataDog Splunk Tableau
Deepnote logo

Deepnote

Apache-2.0
28,855 stars

Deepnote is an open-source collaborative notebook for data analysts and scientists, combining Python, SQL, AI assistance, and live sharing in one cloud…

Replaces: Snowflake Tableau Hex
Lua.sh logo

Lua.sh

AGPL-3.0
25,075 stars

Open-source platform for creating shortened URLs with advanced analytics, custom domains, and API integration for marketing and development teams.

Replaces: TinyURL Bitly Short.io
Kestra logo

Kestra

Apache-2.0
24,104 stars

YAML-based orchestration platform with 1400+ plugins for running data pipelines, AI workflows, and infrastructure automation across teams at scale.

Replaces: AWS Step Functions Astronomer Google Cloud Composer
CloudQuery logo

CloudQuery

MPL-2.0
22,295 stars

CloudQuery is an open-source ELT platform that enables easy data integration from hundreds of cloud and security tools to any destination.

Replaces: Snowflake BigQuery Segment
CocoIndex logo

CocoIndex

Apache-2.0
22,295 stars

Open-source ETL framework built in Rust for AI workloads. Features incremental processing, data lineage, and observability tools for semantic search and RAG…

Replaces: Pipedream Segment Fivetran
Jitsu logo

Jitsu

MIT
22,295 stars

Collect, transform, and sync data across your entire infrastructure with a flexible, code-based approach to data integration.

Replaces: Segment Supermetrics Fivetran
Cube logo

Cube

Open Source
21,000 stars

Cube is a universal semantic layer that connects data sources to analytics tools, providing consistent definitions and fast queries.

Replaces: Snowflake Looker Segment
Maxun logo

Maxun

AGPL-3.0
18,000 stars

Turn any website into structured data using a visual recorder, natural language prompts, or API. Includes proxy rotation, scheduling, and webhook integrations.

Replaces: Jina AI ScrapingBee Context.dev
Dagster logo

Dagster

Apache-2.0
16,361 stars

An orchestration platform for the development, production, and observation of data assets.. Orchestration platform for data assets

Replaces: Fivetran
GrowthBook logo

GrowthBook

MIT
13,923 stars

Powerful, developer-friendly experimentation tool for data-driven product decisions. Seamless integration, real-time insights, and flexible deployment.

Replaces: LaunchDarkly ConfigCat Optimizely
Grist logo

Grist

Apache-2.0
12,000 stars

A versatile data management platform combining spreadsheet simplicity with relational database capabilities for efficient data organization and analysis.

Replaces: Airtable Microsoft Excel Google Sheets
Airbyte logo

Airbyte

Elastic-2.0
11,803 stars

Seamlessly sync data from any source to any destination with a flexible, extensible platform that grows with your data needs.

Replaces: Supermetrics Fivetran Matillion
ClickHouse logo

ClickHouse

Apache-2.0
9,491 stars

High-performance columnar OLAP database system for real-time analytics on big data, with SQL support and linear scalability.

Replaces: Snowflake BigQuery RedShift
Mage logo

Mage

Apache-2.0
8,800 stars

Open-source data pipeline platform for effortless data integration, transformation, and orchestration using Python, SQL, and R.

Replaces: AWS Step Functions Astronomer Google Cloud Composer
Benthos logo

Benthos

Open Source
8,792 stars

Fancy stream processing made operationally mundane. Data streaming processor with yaml-driven pipeline configuration

Replaces: Fivetran
Aptabase logo

Aptabase

AGPL-3.0
7,232 stars

Open-source, self-hostable analytics platform for mobile and desktop apps, prioritizing user privacy and data control.

Replaces: Google Analytics Amplitude Mixpanel
Betterlytics logo

Betterlytics

AGPL-3.0
7,232 stars

GDPR-compliant web analytics with real-time insights, session replay, and funnel tracking. No cookies, no tracking, no consent banners required.

Replaces: Google Analytics Amplitude Mixpanel
Countly logo

Countly

Other
7,232 stars

All-in-one analytics platform for mobile, web, and desktop apps. Track user behavior, monitor performance, and optimize your product.

Replaces: Google Analytics Amplitude Mixpanel
Databuddy logo

Databuddy

AGPL-3.0
7,232 stars

Track visitors, events, funnels, goals, errors and Web Vitals from one cookieless script, and ask an AI analyst questions about your numbers.

Replaces: Google Analytics Humblytics Fathom Analytics
Fathom Lite logo

Fathom Lite

MIT
7,232 stars

A simple, privacy-first analytics platform that provides valuable website insights without compromising visitor data or requiring cookie consent banners.

Replaces: Google Analytics Amplitude Mixpanel
HitKeep logo

HitKeep

MIT
7,232 stars

Self-hosted or managed web analytics with zero external dependencies. Cookie-free tracking, full data sovereignty, and single binary deployment for…

Replaces: Google Analytics Mixpanel DataFast
Litlyx logo

Litlyx

Apache-2.0
7,232 stars

Track user behavior, custom events, and conversion funnels in real-time with a single line of code, all while maintaining GDPR compliance.

Replaces: Google Analytics Amplitude Mixpanel
Matomo logo

Matomo

GPL-3.0
7,232 stars

Comprehensive web analytics platform offering full data ownership, privacy protection, and customizable insights for data-driven decision making.

Replaces: Google Analytics Mixpanel Humblytics
OpenWebAnalytics logo

OpenWebAnalytics

GPL-2.0
7,232 stars

Open-source web analytics platform offering comprehensive visitor tracking, customizable dashboards, and data ownership for websites and applications.

Replaces: Google Analytics Mixpanel DataFast
Plausible logo

Plausible

AGPL-3.0
7,232 stars

Simple, open-source web analytics tool that respects user privacy and provides valuable insights without compromising data protection.

Replaces: Google Analytics Mixpanel DataFast
PostHog logo

PostHog

MIT
7,232 stars

All-in-one product analytics platform. Track user behavior, run experiments, and make data-driven decisions to grow your product.

Replaces: Google Analytics Amplitude Mixpanel
Prisme Analytics logo

Prisme Analytics

AGPL-3.0
7,232 stars

Prisme offers customizable, GDPR-compliant web analytics with real-time insights, unlimited data retention, and bot filtering.

Replaces: Google Analytics Mixpanel DataFast
Rybbit logo

Rybbit

AGPL-3.0
7,232 stars

Get next-gen, open-source, and cookieless web analytics. Understand user behavior with session replays, real-time data, and web vitals. GDPR/CCPA compliant.

Replaces: Google Analytics Amplitude Mixpanel
Swetrix logo

Swetrix

AGPL-3.0
7,232 stars

Privacy-first web analytics with real-time dashboards, session replays, error tracking, A/B testing, and GDPR compliance out of the box. No cookies, no…

Replaces: Google Analytics Mixpanel DataFast
Tianji logo

Tianji

Apache-2.0
7,232 stars

Self-hostable platform combining website analytics, uptime monitoring, server status, Docker tracking, status pages, and telemetry for indie developers and…

Replaces: Google Analytics DataDog BetterStack
Trench logo

Trench

MIT
7,232 stars

Open source analytics platform built on ClickHouse and Kafka, offering high-speed event tracking and real-time querying capabilities.

Replaces: Amplitude Mixpanel Segment
Umami logo

Umami

MIT
7,232 stars

A lightweight, open-source alternative to Google Analytics that respects user privacy and provides valuable insights.

Replaces: Google Analytics Mixpanel DataFast
Vemetric logo

Vemetric

AGPL-3.0
7,232 stars

Privacy-focused analytics platform combining web and product insights. Track user journeys, create funnels, and understand behavior with GDPR compliance and…

Replaces: Google Analytics Amplitude Mixpanel
Apache Pinot logo

Apache Pinot

Apache-2.0
6,200 stars

Sub-second SQL queries on fresh streaming data at petabyte scale, built for high-concurrency user-facing apps and AI agent backends.

Replaces: Splunk ElasticSearch Amazon Timestream
Rudderstack logo

Rudderstack

Open Source
4,513 stars

Privacy and Security focused Segment-alternative, in Golang and React . Customer data platform for developers

Replaces: Segment
Orchest logo

Orchest

Apache-2.0
4,133 stars

Build data pipelines, the easy way πŸ› οΈ. No-code data pipelines builder

Replaces: Fivetran
Orbital logo

Orbital

Open Source
2,701 stars

Automated data integration platform that connects APIs, databases, and event streams using semantic schemas. Deploy secure integrations in minutes with…

Replaces: Kong Apollo GraphQL
Open Wearables logo

Open Wearables

MIT
2,700 stars

Self-hosted health intelligence platform with open algorithms, AI reasoning engine, and zero per-user fees. Connect Apple Health, Whoop, Garmin, Oura, and more.

Replaces: Terra API Spike API Junction
Elementary Data logo

Elementary Data

Apache-2.0
2,400 stars

Elementary provides dbt-native data observability to detect issues, understand root causes, and resolve problems quickly in data pipelines.

Replaces: Monte Carlo DataDog
Timeplus logo

Timeplus

Apache-2.0
2,300 stars

Timeplus is a lightweight, powerful, and cost-efficient stream processing platform for real-time analytics, deployed as a single binary.

Replaces: Confluent Databricks
OpenSERP logo

OpenSERP

MIT
1,500 stars

Query Google, Bing, Yandex, Baidu, DuckDuckGo, and Ecosia through one REST API. Self-host free under MIT, or use the managed cloud option.

Replaces: Tavily Exa DataForSEO
Cube.js logo

Cube.js

Open Source
1,500 stars

Headless business intelligence suite

Replaces: Looker
MLCraft logo

MLCraft

Open Source
1,500 stars

Low-code metrics layer, alternative to Looker

Replaces: Looker
MetriQL logo

MetriQL

Open Source
1,500 stars

Headless business intelligence suite

Replaces: Looker
Objectiv logo

Objectiv

Open Source
1,500 stars

Product analytics infrastructure

Replaces: Google Analytics Amplitude Mixpanel
Castled logo

Castled

Open Source
1,500 stars

Data synchronization framework focused on external apps

Replaces: Hightouch New Relic
Grouparoo logo

Grouparoo

Open Source
1,500 stars

Data synchronization framework

Replaces: Hightouch
GoatCounter logo

GoatCounter

Open Source
1,500 stars

Google Analytics alternative

Replaces: Google Analytics
Tracardi logo

Tracardi

Open Source
658 stars

TRACARDI 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

Replaces: Segment Zapier
Selefra logo

Selefra

MPL-2.0
546 stars

The 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.

Replaces: Fivetran
Impler logo

Impler

MIT
294 stars

Open-source solution for effortless data importing, mapping, and validation in web applications

Replaces: Flatfile

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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