Databricks
Control Data Platform Spend
Databricks is a powerful unified data and AI platfor, but its consumption-based pricing model makes cost governance extremely difficult. DBU rates vary by workload type, cluster configurations change frequently, and job-level cost attribution is rarely available out of the box. If deployed in the cloud, the associated infrastructure and consumption costs can scale rapidly as usage grows.
For FinOps and data engineering leaders, this means rising costs, limited accountability, and reactive optimisation.
Data platform spend is opaque, unpredictable, and growing.
What teams can achieve with Andromeda on Databricks
Reduce Databricks waste by identifying idle clusters and over-provisioned jobs
Allocate data platform costs accurately across engineering teams and projects
Surface the highest-cost Databricks workloads for targeted optimization
Give finance teams a reconcilable view of Databricks spend against budgets
Enable data teams to make cost-aware decisions without slowing delivery
Allocate Databricks costs by workspace, team, or project using tag-based rules
Databricks Use Cases & Value
How AquilaClouds Andromeda™ supports Databricks
Databricks spend visibility and breakdown
Andromeda ingests Databricks billing data and usage logs to provide a granular cost breakdown by cluster, job, user, workspace, and team — going far beyond the native billing UI.
DBU consumption tracking and anomaly detection
Andromeda FinOps monitors Databricks Unit (DBU) consumption in real time, flagging unexpected spikes, idle clusters, and workloads running outside approved cost windows.
Cost allocation and chargeback by team or project
Andromeda FinOps applies tagging-based and rules-based allocation logic to attribute Databricks costs to internal cost centres, enabling accurate chargeback or showback for data platform consumers.
Idle cluster and over-provisioning detection
Andromeda FinOps identifies clusters that are running without active jobs, auto-scaling beyond optimal configurations, or using premium DBU tiers where standard tiers would suffice.