BI + AI in one self-hosted platform — natural-language Ask (NL→SQL) and BYO LLM (local Ollama / LM Studio or Anthropic, Gemini, OpenAI, Azure) included by default. Apache Superset has no AI Ask, no native LLM integration and a heavy Python + Celery ops burden — Qrly ships as a single binary with the AI story already built in.
No marketing fluff. Here is where each tool is genuinely stronger.
The features most teams actually evaluate when weighing Qrly against Apache Superset.
Patterns that come up repeatedly in migration conversations with engineering and operations leaders.
Apache Superset is a Ruby on Rails application. Behind the shiny UI sits Postgres, a web server, Sidekiq-style background workers, periodic jobs and the Ruby runtime itself — each of which needs monitoring, upgrading and patching. Teams tend to underestimate that operational cost until the first major version upgrade lands and the migration guide involves gem bundling, asset precompilation and Postgres extension checks on a production database.
Qrly ships as a single binary or container. There is no Ruby, no separate worker process and no gem dependency graph to resolve at deploy time. One thing to start, one thing to back up, one thing to upgrade. Operators who have run Rails apps in production usually recognise the difference within the first week.
Apache Superset has no customer-facing analytics portal. Teams that pick it for internal project management still need a separate tool — typically Zendesk, Freshdesk or a second Apache Superset instance with heavy customisation — to accept and triage questions from end users. The "one self-hosted system for everything" pitch breaks down the moment support work enters the picture, and the integration between the two tools becomes another piece of middleware to maintain.
Qrly includes a native embed portal, Alert rules and scheduled subscription in the same install. Engineering work and customer questions live on the same audit trail, in the same query language, behind the same SSO and access controls — which simplifies both reporting and compliance reviews.
Apache Superset's Community edition is AGPL and free, which is genuinely valuable and we respect the project for keeping the core open. In practice, though, most of the features larger organisations expect — SSO with multiple providers, SAML, 2FA enforcement, backup automation and several reporting modules — live behind the Enterprise add-on. By the time a regulated team has enabled the controls it needs for an internal security review, the "free" label has usually moved on and the cost looks closer to the commercial per-user models.
Qrly's flat license puts SSO, OIDC, 2FA, audit logs and on-prem AI in the base product. No feature gates between you and a deployment that will pass a security and compliance review.
Apache Superset's filter UI is rich, but it describes work packages as they exist right now. Reconstructing who owned a question last quarter, or how many items changed status between two dates, or which projects breached their planned end date in the previous fiscal year, generally means exporting data, writing a SQL query or building a custom report against the Postgres schema. That work quietly accumulates as the dataset grows.
Qrly's QQL adds WAS, CHANGED, BEFORE and AFTER as first-class operators. The same audit question becomes a one-line query that any user with read access can run and save, without touching a database or opening a question with the admin team.
List prices as of 2026-04. 50-user team, 3-year total cost of ownership.
Most teams move core project data across in a working week, even for large Apache Superset instances.
Apache Superset exposes its data cleanly through both a REST API and the underlying Postgres schema — either route works for a migration into Qrly, and the choice usually comes down to which one your operations team is more comfortable supporting during the cutover.
For most teams — yes. Qrly covers the core of what teams use Apache Superset for: projects, work items, boards, queries, wikis and reports. Teams that depend heavily on Apache Superset's BIM module or very deep work-package hierarchies should confirm the match first. Features Apache Superset puts behind its Enterprise add-on — SSO with multiple providers, 2FA enforcement, advanced reporting — are included by default in Qrly, and Qrly adds a native customer-facing embed portal on top.
Yes. Apache Superset exposes work packages, projects, types, statuses and attachments through its REST API or directly via a PostgreSQL dump. Qrly's import tooling maps work packages to questions, types to question types, and preserves history so that QQL WAS and CHANGED queries continue to work on imported data.
Apache Superset is a Ruby on Rails application maintained by Apache Superset GmbH in Berlin with AGPL Community and Enterprise editions. Qrly is a single-binary product built in Belgium with a flat license. Both give EU data residency and self-hosting. The practical differences tend to be: Qrly deploys as one binary or container without a Ruby + Postgres + background worker stack, includes a customer embed portal and native Alert, and ships a query language with historical operators. Apache Superset typically has deeper Gantt and work-package hierarchy features.
Qrly ships with timeline and roadmap views that cover the scheduling needs of most teams. Apache Superset's Gantt module is generally more mature — if deeply nested work-package hierarchies and critical-path planning are central to how your organisation operates, that is a genuine Apache Superset strength worth weighing in the decision.
Apache Superset offers a rich filter UI with saved queries, but it is point-in-time — there is no temporal operator to ask what a work package looked like last quarter. Qrly's QQL adds WAS, CHANGED, BEFORE and AFTER, so the common audit question (who owned this, what status did it have, when did it change) is a one-line query instead of a custom report.
€1,875 per year **per tenant** on the cheapest tier (The Pulse), with unlimited users & projects inside the tenant — €5,625 over three years for a single tenant. Apache Superset Enterprise On-Premises is listed at roughly €17.50 per user per month billed annually (as of 2026-04), which works out to around €31,500 over three years for 50 users. Community edition has a €0 license but typically carries €20,000–€50,000 of plugin, admin and missing-feature work over three years depending on what your team actually needs.
Self-hostable. Flat pricing. Embedded Analytics, Alert and QQL included. Made in Belgium.