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Unified Databricks
and Cloud costs.

Lumin8lumin8 unifies your DatabricksDatabricks DBUs and cloud costs into a single pane of glass, correlating DBU usage with underlying cloud compute, storage, and networking costs.


See, explain
and optimise
with confidence.

lumin8 gives teams a shared, trusted view of Databricks and cloud spend — making costs easy to see, simple to explain, and practical to optimise.

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Analyse costs by
job 

lumin8 uses Databricks dashboards to visualise spend trends, cost anomalies, and utilisation. Understand every dollar from workspace → cluster → job → resource with end-to-end lineage and granular attribution. Enable chargeback by tag, project, cost centre, or any business dimension.

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Features

Unified DBUs and Cloud costs

Correlate Databricks usage (DBUs) with underlying cloud compute, storage, and networking costs - something native tools can't do.

AI-Assisted Insights

Directly integrated with Databricks AI/BI Genie enabling querying of cost data in natural language - e.g. "which clusters cost me the most this month?" or "show DBU usage by team".

Granular Cost Attribution

Understand spend at workspace, cluster, job, user, or tag level.

Actionable Dashboards

Databricks dashboards visualising spend trends, cost anomalies, reservations and utilisation.

Chargeback

Cost attribution by any tag, naming convention, or business dimension (e.g. project, cost centre, BU, environment etc.) for chargeback.

DBU Reservation Tracking

Model, forecast, and monitor DBU reservation utilisation to avoid waste and lock in savings.

End-to-End Spend Lineage

Dynamic drill-downs, with attribution for every dollar from workspace → cluster → job → resource.

Databricks-Native

lumin8 runs inside Databricks, seamlessly integrating with your existing tools - AI/BI dashboards, Notebooks, AI/BI Genie

Secure by Design

Runs entirely on your environment - no data sharing or retention.


Databricks-Native
by Design

lumin8 runs entirely within your Databricks environment, governed by Unity Catalog and integrates directly with Databricks AI/BI for secure, interactive analysis.

Databricks AI/BI integration

Query, explore, and explain cost data directly using Databricks AI/BI — no exports, no duplicated data, and no separate analytics layer.

Your data, your control

Fully self-hosted in your tenant. No data egress. Governed by your existing Databricks SSO and Unity Catalog permissions.

Built for scale

Designed to handle large, multi-workspace Databricks estates, using Databricks' native security, scalability, and governance capabilities.

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Quick to install.
Easy to use.

No complex setup. No hidden costs. No new infrastructure.
Just instant insights where you already work.

Up and running
in minutes

Fast, self-service setup. Install and configure directly within your Databricks environment—no complex deployment, no waiting.

Zero additional infrastructure

If you have Unity Catalog, you're ready. No agents, no connectors, and no additional infrastructure. Works with what you already have.

Works where
you work

Runs inside Databricks—Notebooks, Dashboards, Lakeflow, Unity Catalog, and AI/BI Genie. No context switching, no new tools to learn.

Immediate
time-to-value

Pre-built dashboards and sensible defaults deliver insights from day one. Start optimising immediately, not eventually.

See it in action

Book a personalised demo and discover how lumin8 can transform your Databricks cost management.