Metabase vs Redash: which to choose

Metabase vs Redash: when each one fits

Choose Metabase when most of the people building answers are not SQL writers and you need a self-serve question builder that business teams can use without help from analysts. Its open-source edition covers the core question and dashboard workflow, but SSO, row and column level permissions, usage analytics and auditing are paid features on the Pro and Enterprise plans, so a team that needs any of those controls should price Pro before committing. Choose Redash when your builders already write SQL, want a lighter query editor with a schema browser and autocomplete, and are comfortable running a tool whose release history had a long gap before 2025. Redash's README lists alerts, scheduled refreshes and a REST API covering all UI functionality, which suits analyst-led teams that automate around the tool.

The first decision factor is who builds the work. If business users need to create their own charts and filters, Metabase's question builder matches that job more directly. If analysts own every query and business users only consume dashboards, Redash's SQL-first model may cost less in training and fits the same workflow. The second factor is which paid features are mandatory. Ask whether your identity provider requires SAML or OIDC, whether data access must be restricted by row or column, and whether auditing is a compliance requirement. Each of those answers can move the decision to a paid tier on Metabase, while Redash's open-source feature list is a different set of tradeoffs to confirm directly with the vendor.

The third factor is the patch and upgrade routine your team can sustain. Metabase publishes support windows: LTS versions are supported for 14 months, and non-LTS versions usually reach end of life after 2 months, so the team must plan regular upgrades and back up the application database before each one. Redash fixed 13 security advisories in v26.9.0 (September 24, 2026), which shows why you should confirm its current release cadence and check the Redash releases page before you commit. Whichever tool you pick, assign an owner for patching and test upgrades in a staging environment first.

Which tool fits which team and workload

This table maps common team situations to the tool that fits them better and the condition that would flip the choice. Read each row against your own headcount, your users' SQL skills and the access controls you must have on day one. Metabase usually suits business-led self-service, while Redash usually suits SQL-first analysts, but several rows turn on paid features or on who will patch and run the stack.

Team or scenario	Better fit and why	What would flip the choice
Business teams who need to explore data without writing SQL	Metabase. Its question builder lets non-technical users filter, group and chart data through a point-and-click interface.	Redash wins if the same people already write SQL comfortably and want a query editor with schema browsing and autocomplete.
Analysts who live in SQL and want autocomplete and scheduled refreshes	Redash. Its query editor includes a schema browser and autocomplete, and it offers scheduled refreshes and alerts when data changes.	Metabase wins if analysts' work must be shared with business users who will not touch SQL, or if they need Metabase's governed question layer.
A team that needs SSO or row-level security from day one	Metabase, if the budget covers a paid plan. SSO, row and column level permissions are Pro or Enterprise features on the pricing page, so confirm the plan before committing.	Redash wins if your access model can rely on data-source credentials and a simpler user model, and you can accept the security and configuration work that approach requires. Confirm current Redash access controls in its setup documentation.
A small team with no platform engineers	Metabase, because its open-source edition ships with an embedded H2 database for demos and a documented upgrade path. Production use still calls for PostgreSQL, so plan for that database.	Redash wins if your team can operate PostgreSQL, Redis and background workers, and if it wants the REST API and the component model its setup guide describes.
Teams that must keep patch cadence current on a self-hosted stack	Metabase, which publishes a version support page with end-of-life dates and an LTS line supported for 14 months. Check each release's date before planning upgrades.	Redash wins only if you accept its release history: after v10.1.0 in November 2021 the next release was v25.1.0 in January 2025, so verify current maintenance activity before you depend on it.
Organizations that need the BI tool to be embedded in a customer-facing product	Metabase, because its embedding documentation covers multiple methods, though the SSO-based options need a paid plan.	Redash wins only if the embedding need is limited and you can build and maintain the integration yourself. Confirm Redash's embedding options directly with its documentation.
Teams that connect to many SQL and NoSQL sources and want broad driver coverage	Redash, whose README lists more than 35 SQL and NoSQL data sources, including PostgreSQL, MySQL, BigQuery, Snowflake and Redshift.	Metabase wins if your sources are covered by its supported drivers and your priority is the business-user interface rather than source count. Confirm driver support for your specific databases.
Teams that will add dashboards for operational metrics and logs	Neither is the default choice. Both are BI tools for warehouse-style questions, so consider Grafana for time series and logs.	If the work centers on operational monitoring, a different tool may be the better fit altogether. Test each candidate against your real data before choosing.

How Metabase and Redash are built and run

Both tools are self-hosted web applications that store their own state in a relational database, so the operating burden sits in the same places: the application database, upgrades and the processes you must keep healthy. The cards below separate what each product runs, what it stores and what that means for backups, upgrades and on-call work.

Metabase runs as a single JAR

Metabase's backend is written in Clojure and Java and runs as a JAR, so a basic deployment is one application process that you start, monitor and restart. Fewer moving parts make the on-call picture simpler, but you still own the host, the JVM settings and the network path to your data sources. Check how your team will restart the process and where it writes logs before you commit.

Metabase application database

Metabase ships with an embedded H2 application database that suits demos. For production, Metabase recommends PostgreSQL, with MySQL 8.4.0 or MariaDB 10.6.0 and later also supported. Everything Metabase saves, including questions, dashboards and settings, lives in this database, so its backup schedule and restore test become your primary recovery plan.

Metabase migrations run on upgrade

Metabase runs application database migrations automatically when it starts a newer version. Metabase's upgrade guidance recommends backing up the application database first, reducing a cluster to a single node for major upgrades because of a migration lock, and upgrading release by release from versions older than 40. Plan a maintenance window and a rollback path before you change versions.

Redash runs four process types

A self-hosted Redash deployment needs a PostgreSQL database, Redis, the API server and background workers. Each one is a separate thing to deploy, scale, monitor and restart, and a failure in the worker tier stops scheduled refreshes and alerts even while the UI loads. Your on-call runbook has to cover every process, not just the web front end.

Redash state is split across services

Redash keeps its metadata in PostgreSQL and uses Redis for queuing and caching. Backing up Redash therefore means covering PostgreSQL and confirming how much Redis state you need to keep, while Metabase needs only its application database. Ask your team whether it can restore both services to a consistent point in time before you rely on either tool.

Redash deployment options

Redash documents a setup script for modern Linux distributions, Docker images for Kubernetes, ECS or Docker Compose, and prebuilt AWS EC2 and Google Compute Engine images. Choosing among them determines who patches the base image and how upgrades roll out. Confirm which option your platform team already supports before you compare the tools on effort.

Metabase vs Redash feature by feature

This table compares Metabase and Redash on license, source coverage, query model, scheduling, API, identity options and paid features. Read each row against your own requirements, and confirm any Redash capability not covered by the cited facts with the Redash project before you commit.

Capability	Metabase	Redash
License	AGPL for the open source edition, Metabase Commercial License for enterprise code in the enterprise directory	BSD-2-Clause for the whole project
Data source coverage	Connects to many databases; confirm the exact driver list for your sources on the Metabase docs	Supports more than 35 SQL and NoSQL sources, including PostgreSQL, MySQL, BigQuery, Snowflake and Redshift
Primary query model	Point-and-click question builder for business users, with SQL available for analysts	SQL-first query editor with schema browser and autocomplete
Dashboards and visualizations	Questions combined into dashboards with a self-serve interface	Drag-and-drop visualizations combined into dashboards
Alerts and scheduled refresh	Confirm alert and scheduled delivery options against your edition	Alerts when data changes and scheduled refreshes listed in the README
REST API	Confirm API coverage for your use case in the Metabase docs	REST API covering all UI functionality, per the README
Google sign-in and LDAP	Available on the open source edition and Starter	Confirm sign-in options in the Redash setup guide, which recommends Google OAuth for production
SAML, OIDC, JWT and SCIM	Requires Pro or Enterprise	Confirm with Redash before assuming availability
Row and column permissions, auditing	Listed as Pro or Enterprise features on the pricing page	Confirm with Redash whether equivalent controls exist

Metabase vs Redash release pace and security patching

The main difference in release pace is that Redash has gone long stretches without releases, while Metabase publishes on a predictable support schedule. After v10.1.0 in November 2021, the next Redash release was v25.1.0 on January 8, 2025, followed by v25.8.0, v26.3.0 and v26.9.0 on September 24, 2026, which fixed 13 security advisories. A team that installed Redash in 2022 and left it alone would have run without security fixes for a long period. Before you commit, ask whether the version you plan to deploy is the one you will be able to patch, and confirm the current release and advisory list in the Redash releases page on the day you deploy.

Metabase sets its patch obligations in its version support page. LTS versions are supported for 14 months, non-LTS versions usually reach end of life after about 2 months, and every release receives bug fixes and security updates until its end-of-life date. Metabase 64 is an LTS release published on September 16, 2026 with end of life on December 1, 2027, and Metabase 65 followed on October 12, 2026. Choose an LTS line for production so your patch window is tied to a known end-of-life date, and put that date on your calendar with the upgrade plan. Non-LTS releases will need a patch and upgrade cycle roughly every two months if you want to stay supported.

Plan one owner for the BI application, usually the platform or data engineering team, and a named backup, since a security fix is only useful once someone runs it. Build the window around the Metabase upgrade steps: back up the application database first, reduce a cluster to a single node for major upgrades because of the migration lock, and upgrade release by release if you are coming from a version older than 40. Redash needs the same discipline with its PostgreSQL, Redis, API server and worker processes. Ask each vendor or your implementation partner for a written patch process, and confirm who is responsible for testing dashboards and data source connections after each change.

Which Metabase features need a paid plan, and what Redash covers

Metabase publishes four plans: Open Source (free), Starter, Pro and Enterprise. The Open Source edition is licensed under the AGPL and is the right starting point for a team that needs self-serve questions and dashboards without a budget line. Starter is listed at $100 per month, or $90 per month billed yearly, with the first 5 users included. Each additional Starter user costs $6 per month. Both plans support Google sign-in and LDAP, but they do not include the controls that most regulated teams end up needing.

Free core: Open Source covers the query builder, dashboards and the core BI workflow that business users rely on.
Starter limits: Starter adds a published monthly price and five included users, but SSO and permissions stay on the paid tiers.
Per-user growth: Additional Starter users cost $6 per month each, so seat count drives the recurring line.
Sign-in options: Google sign-in and LDAP are available on Open Source and Starter, while JWT, OIDC and SAML require Pro or Enterprise.
Upgrade path: Moving from Starter to Pro changes the feature set, not only the seat count, so plan the tier before you build governance on it.

Confirm current prices on Metabase's pricing page before you build a budget, because published plan details can change.

What drives the running cost of each tool

The running cost of Metabase and Redash has two layers that are easy to blur: the one-time work of standing each tool up, and the recurring work of keeping it patched, upgraded and supported. For Metabase, the recurring infrastructure starts with the application database, which holds questions, dashboards and settings. The embedded H2 default is meant for demos, and the Metabase documentation recommends PostgreSQL for production, so budget for a managed or self-run PostgreSQL instance from the start. Redash also needs a PostgreSQL database, plus Redis and separate API server and background worker processes, with a documented minimum of 4 GB of RAM. Ask any implementation partner to price each of these components separately, including backups, monitoring and high availability, because they recur every month whether or not anyone runs a query.

The largest recurring labor cost is upgrades and security patching, and this is where the two tools differ most in practice. Metabase runs application database migrations automatically on upgrade, and its docs recommend backing up the application database first and reducing a cluster to a single node for major upgrades. Its LTS line, Metabase 64 with end of life on December 1, 2027, gives a predictable window to plan around. Redash shows a long gap in its release history, with v26.9.0 on September 24, 2026 fixing 13 security advisories, so a Redash deployment needs a named owner who watches advisories and applies them quickly. Whoever carries that work must know PostgreSQL, Redis and the container or host setup, and that skill is paid for either in staff time or in a retainer.

The licence line is the cost that changes the most. Metabase open source is free, but row and column permissions, SSO and usage analytics and auditing sit in the paid plans. The published prices are Starter at $100 per month or $90 per month billed yearly with 5 users included, and Pro at $575 per month or $517.50 per month billed yearly with 10 users included, with additional users at $6 (Starter) or $12 (Pro) per month. Enterprise is quoted from $20,000 per year. Confirm current prices on the pricing page before budgeting, and ask any partner to state whether its quote includes Metabase licences, user growth assumptions and support hours. For a quote from any implementation partner, request a written list of one-time setup items, a separate recurring line for infrastructure, upgrade and patch hours, and the support tier, response expectations and what is excluded.

Moving from Redash to Metabase, or back, step by step

This sequence moves a working Redash deployment to Metabase, or the reverse, without losing track of which questions, dashboards and permissions the business depends on. It ends with a tested target instance and a dated retirement of the old one.

Inventory saved queries, dashboards and alerts
The analyst who owns the Redash instance lists every saved query, dashboard, visualization, alert and scheduled refresh, and notes who uses each one and how often. Redash exposes these through its REST API, which covers all UI functionality, so the inventory can be scripted rather than typed by hand. The step is complete when every item has an owner, a business purpose and a keep, rebuild or retire decision recorded in a shared sheet.
Map data source connections and credentials
Record each data source Redash connects to, including the driver type, host, database name, service account and network path. Redash supports more than 35 SQL and NoSQL data sources, but Metabase has its own driver list, so confirm that each source has a supported driver in the target tool before anything else moves. Check that the database team can issue read-only credentials for the new instance. The step is complete when every source in use has a confirmed driver and a tested read-only connection.
Choose and provision the application database
Metabase keeps questions, dashboards and settings in its application database. It ships with an embedded H2 database for demos and recommends PostgreSQL for production, with MySQL 8.4.0 or MariaDB 10.6.0 and later also supported. Redash already requires PostgreSQL, so a team on Redash may be able to reuse existing operational knowledge, but the two databases should be separate. The platform team provisions the database, sets backups and records the chosen version. The step is complete when the database is reachable from the Metabase host and a backup has been restored in a test environment.
Rebuild dashboards, permissions and sign-in in the target tool
Recreate the highest-value dashboards in the target tool, starting with the ones the business reviews weekly. Saved SQL transfers as text in most cases, but charts, filters, collections and groups must be rebuilt or reconfigured. Permissions need the most attention: Metabase's row and column level permissions, SSO and usage auditing are paid Pro or Enterprise features, so confirm which plan covers the access model before rebuilding. The step is complete when each rebuilt dashboard matches the Redash output on a shared sample and each group has the access it needs.
Run both instances in parallel
Keep Redash and the new tool running side by side for a period agreed by the business owners, with scheduled refreshes and alerts reconfigured in the new tool. Compare results for the same questions each day and log every mismatch with its root cause, such as a time zone setting, a null-handling difference or a changed filter default. Redash's 2025 and 2026 releases show its maintenance pattern, so note whether either instance is on a version with current security fixes. The step is complete when the mismatch log is empty or every entry has an accepted explanation.
Retire the old instance with a documented cutover
Announce the cutover date to users, switch the links in wikis and chat tools, and disable scheduled jobs on the old instance before shutting it down. Export a final copy of the Redash PostgreSQL database and the configuration files so the data can be restored if a question surfaces later. Remove the old service account credentials from every data source. The step is complete when the old instance is read-only, its backup is verified and the access revocation is recorded for the next audit.

Where Metabase and Redash implementation projects run long

Data source access and credentials are the first place either project slips. Redash connects to its data sources through configured connections, and its README says it supports more than 35 SQL and NoSQL data sources, including PostgreSQL, MySQL, BigQuery, Snowflake and Redshift. Metabase also needs a database connection per source. Before any build starts, confirm with your data platform team which service accounts will be used, whether they are read-only, how credentials are rotated and where secrets will be stored. Each new source adds a credential review, a network path check and a test that the query returns the same numbers the warehouse team sees. Those steps are easy to underestimate when the list of sources grows during the project.

Identity integration and permission design are where Metabase projects most often change scope. On Metabase, SSO, row and column level permissions, and usage analytics and auditing are included only in the Pro and Enterprise plans, and JWT, OIDC, SAML and SCIM provisioning also require Pro or Enterprise. If your directory team expects SAML or SCIM on day one, put that requirement in the quote and confirm the plan before the build begins. Redash has its own user and group model, and the setup guide recommends Google OAuth for production, so an identity provider other than Google needs its own check. For both tools, design the business-user permission model early: decide which collections or dashboards each group sees, who can edit questions, and whether any user needs row-level filtering. Changing this after dashboards exist usually means rework across many objects.

Dashboard rebuild scope and upgrade planning are the last two risks. Moving from one tool to the other rarely carries saved questions, dashboards, alerts or schedules across automatically, so inventory what exists, prune unused dashboards and agree which ones are rebuilt. Metabase upgrades run application database migrations automatically, and its documentation recommends backing up the application database first and reducing a cluster to a single node for major upgrades. Redash's release history shows a long gap between v10.1.0 in November 2021 and v25.1.0 in January 2025, so ask whether your upgrade plan can absorb a similar pause or a jump of several versions. Confirm the release cadence you expect, who applies security fixes such as the 13 advisories addressed in v26.9.0, and whether a retainer or internal owner covers that work after go-live.

Metabase vs Redash questions buyers ask before hiring help

Can a team self-host Metabase or Redash without outside help?

Yes, both tools can be self-hosted by an internal team, and the open-source editions do not require a license purchase to run. The real question is whether your team has the time and skills to install, back up, upgrade and secure the stack over its lifetime. Metabase needs a Java-based application with an application database that you should move off the embedded H2 default before production. Redash needs PostgreSQL, Redis, an API server and background workers, with a documented minimum of 4 GB of RAM. Teams with a platform group that already runs these components often handle it in-house. Teams without that capacity often bring in outside help for the initial build and hardening, then decide whether to keep a retainer for upgrades.

What drives the cost and time of a Metabase or Redash implementation?

The main drivers are the number of data sources, how many people need governed access, how much the team needs to customize or integrate, and how well-defined the dashboards are at the start. Access model is a major factor: Metabase row and column permissions, SSO and auditing sit in paid plans, so the license decision shapes the design. For Redash, the effort tends to concentrate on the query and dashboard library, alerts and the surrounding infrastructure. Costs are split between software (free for both open-source editions, but Metabase Pro or Enterprise carries recurring subscription fees), one-time implementation fees, and recurring operations work for upgrades, backups and security patching. A quote should list each of these separately, with the number of data sources and users it assumes.

What skills does a self-hosted Metabase or Redash deployment require from the team?

Metabase suits a team that can run a JVM application, manage a PostgreSQL or MySQL database, and plan upgrades around its migrations. Redash suits a team comfortable with Docker or Kubernetes, a PostgreSQL and Redis pair, and writing or reviewing SQL. Business users will rely on whichever tool you choose, so someone must own data source connections, permissions and the semantic definitions that keep numbers consistent. Ask a provider to show which of these skills it covers and which it expects your staff to hold after handover.

Does Metabase SSO require a paid plan?

Metabase SSO is not included in the open-source edition or Starter, according to the Metabase pricing page. Google sign-in and LDAP are available on the open-source and Starter plans, while JWT, OIDC and SAML, along with advanced LDAP group sync and SCIM provisioning, need Pro or Enterprise. Confirm the exact feature list on the current pricing page before budgeting, since plan boundaries can change. If your identity provider is Okta, Entra ID or Keycloak and you need SAML or OIDC, plan for a Pro or Enterprise subscription from the start rather than retrofitting it later.

How does Redash's 2021 to 2025 release gap affect security patching?

The gap matters because Redash went from v10.1.0 in November 2021 to v25.1.0 in January 2025 with no releases in between, so any instance you deploy from older code carries an unpatched backlog. The latest release, v26.9.0 on September 24, 2026, fixed 13 security advisories. If you run Redash, pin a current version, subscribe to its GitHub releases, and set a recurring review of advisories. Ask any implementation partner to document the upgrade path from your starting version, the test process before cutover, and who receives release notifications. Confirm the current maintenance commitments with the Redash maintainers, since the public release history alone does not state a support policy.

Does a fixed-scope quote cover upgrades and patching after go-live?

Most DeployOpen engagements are fixed-scope, meaning the scope, deliverables and timelines are agreed in writing before work starts. A fixed-scope build is separate from ongoing support, which DeployOpen offers as retainers covering upgrades and continuous testing. Ask whether the quote includes upgrades to later Metabase or Redash releases, backup verification and patch windows, or whether those belong in a retainer. Ask for the named deliverables, the acceptance criteria, the handover documentation and the assumptions about data sources and user counts.

How do I get a fixed-scope quote for a Metabase or Redash project?

Start with a written description of your data sources, the number of users in each role, your identity provider, your hosting target (cloud account, data center or air-gapped network), and the compliance evidence you need. DeployOpen does not publish a price list, so a quote follows from that written scope. Include the questions you need answered, such as whether row-level permissions or SSO are needed (which affects the Metabase plan), and which dashboards must migrate if you are moving from an existing tool. A good quote separates one-time build work, handover, and any recurring retainer, and states what the client team must provide.

How DeployOpen helps choose and implement either tool

DeployOpen plans, implements, integrates, hardens, backs up, upgrades, documents and supports self-hosted open-source platforms inside your own infrastructure, so the choice between Metabase and Redash can be tested against your data sources, identity setup and release policy before anything is built. The work is agreed as fixed-scope engagements, with ongoing support available as a retainer.

How we scope

Inventory the data sources, warehouses and identity provider the BI tool must reach from your network.
Confirm which users are business viewers and which are analysts writing SQL, and which features each group needs.
Record in the written scope which paid plan features, if any, are required for row or column permissions and SSO.

How we build

Deploy the chosen tool in your cloud account, data center or air-gapped network with the application database you select.
Configure authentication, HTTPS, mail and scheduled refresh settings against your own environment and documentation.
Test permission boundaries and query access with representative accounts before dashboards reach business teams.

How we hand over

Document the upgrade routine, backup steps and release tracking that match the vendor's published support windows.
Provide runbooks for patching, including how security advisories are reviewed and applied in your environment.
Train the analysts and administrators who will own dashboards, data source connections and user access afterward.

How we support

Offer ongoing support, upgrades and continuous testing as a retainer after the handover is complete.
Re-test authentication, permissions and exposed endpoints after each upgrade or significant configuration change.
Review licence and edition changes with you before any move to a paid plan is committed in the budget.

Metabase vs Redash