Software category guide
BI and analytics tools turn data from databases and warehouses into dashboards, reports and ad hoc answers. They range from enterprise suites like Power BI and Tableau to open-source tools such as Metabase, Apache Superset, Redash and Grafana that teams can host themselves.
This guide is aimed at developers, data teams and founders who need to pick a BI layer. We mix commercial and open-source options and flag differences in licensing, SQL-versus-no-code workflows and cost, so you can match a tool to your team's skills.
Tools, licences and pricing checked against vendor and repository pages on November 7, 2026.
| Tool | Best for | Pricing | Licence |
|---|---|---|---|
| Microsoft Power BI | Microsoft-centric organisations | Free Desktop; Pro $14/user/month; Premium Per User $24/user/month (billed yearly) | Proprietary |
| Tableau | Visual analysis by analysts at larger organisations | From $15/user/month (billed annually); see vendor pricing for licence roles | Proprietary |
| Metabase | Self-serve analytics for mixed technical teams | Open source free (self-hosted); Cloud Starter $100/month incl. 5 users, $6 per extra user | AGPL-3.0 |
| Apache Superset | Large dashboards on a customisable open-source stack | Free, open source | Apache-2.0 |
| Grafana | Operational and time-series dashboards | Free, open source (self-hosted); managed Grafana Cloud, See vendor pricing | AGPL-3.0 |
| Redash | SQL-first teams that share queries and dashboards | Free, open source | BSD-2-Clause |
| Lightdash | dbt teams who want a governed semantic layer | Free, open source (self-hosted); paid cloud, See vendor pricing | MIT |
| Evidence | Developers who prefer reports as code | Free, open source (self-hosted); Evidence Studio, See vendor pricing | MIT |
Best for: Microsoft-centric organisations · Free Desktop; Pro $14/user/month; Premium Per User $24/user/month (billed yearly)
Power BI is Microsoft's business analytics service with a free Desktop authoring tool and paid sharing licences. Pro and Premium Per User are priced per user per month, billed yearly.
Best for: Visual analysis by analysts at larger organisations · From $15/user/month (billed annually); see vendor pricing for licence roles
Tableau is a commercial visual analytics platform. Its pricing page lists editions starting at $15, $35 and $40 per user per month billed annually, with capacity-based options for viewers.
Best for: Self-serve analytics for mixed technical teams · Open source free (self-hosted); Cloud Starter $100/month incl. 5 users, $6 per extra user
Metabase is an open-source BI and embedded analytics tool that lets people without SQL skills ask questions and build dashboards, with a SQL editor for analysts. It can be embedded in other applications.
Best for: Large dashboards on a customisable open-source stack · Free, open source
Apache Superset is an open-source BI web application with a no-code chart builder and a SQL editor. It supports many SQL databases.
Best for: Operational and time-series dashboards · Free, open source (self-hosted); managed Grafana Cloud, See vendor pricing
Grafana is an open-source tool for monitoring and observability that queries, visualises and alerts on data from sources such as Prometheus, Loki, Elasticsearch, InfluxDB and Postgres.
Best for: SQL-first teams that share queries and dashboards · Free, open source
Redash is a browser-based tool for querying, visualising and sharing data from more than 35 SQL and NoSQL sources. It supports dashboards, scheduled refreshes, alerts and a REST API.
Best for: dbt teams who want a governed semantic layer · Free, open source (self-hosted); paid cloud, See vendor pricing
Lightdash is an open-source BI platform for governed metrics and dashboards that builds on dbt projects, with adapters for warehouses like BigQuery, Snowflake and Databricks. The repository is MIT licensed apart from an enterprise directory.
Best for: Developers who prefer reports as code · Free, open source (self-hosted); Evidence Studio, See vendor pricing
Evidence is an open-source tool for building reports and interactive visualisations from SQL and Markdown, as an alternative to drag-and-drop BI. It can run locally, be self-hosted or published on Evidence Studio.
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| If you need… | Start with |
|---|---|
| Microsoft 365 environment | Microsoft Power BI |
| Self-serve BI for non-technical colleagues | Metabase |
| Enterprise-scale open-source dashboards | Apache Superset |
| Metrics, logs and time-series monitoring | Grafana |
| SQL-first sharing of queries | Redash |
| Governed metrics on dbt | Lightdash |
| Reports as code in Git | Evidence |
Quick answers to common questions
BI tools focus on dashboards and reporting over structured data, while broader analytics tools may include product analytics, statistics and data science. This page covers BI and dashboarding.
Yes. Metabase, Apache Superset, Redash, Lightdash and Evidence can all be self-hosted for free, though some keep paid features under separate licences.
Metabase is generally simpler to set up and use for non-technical staff; Superset offers more customisation but takes more effort to run.
Grafana is built for observability and time-series data, but many teams also use it for operational dashboards over SQL sources.
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