Who needs this
- Data platform SREs and infrastructure engineers
- Owners of Spark/Flink/airflow-on-K8s style footprints
- FinOps partners allocating cost to data products
Industry · Data platform engineering
Data platform engineering: right-size the clusters that feed the lakehouse
Data platforms run heavy batch and stream workloads on Kubernetes—often many clusters per region. FusioNative shows capacity, namespace consumption, and fleet health so data infra teams scale before pipelines queue.
Capacity and multi-cluster stacks for data platforms
Plan headroom and operate multi-cluster data stacks with the same control plane as the rest of engineering.
Industry pressures (why change)
- Batch spikes exhaust nodes but metrics are divorced from scheduler view
- Multiple analytics clusters duplicate tooling and blind spots
- Finance asks for chargeback data platform cannot produce quickly
Why FusioNative fits
- Capacity planning ties trends to limits and forecasts
- Namespace and pod analytics show top consumers
- Tenant metering supports chargeback to data products
How teams adopt it
- Inventory analytics clusters in the fleet view
- Review capacity forecasts before major pipeline releases
- Throttle noisy namespaces via quotas visible in tenant tools
- Export utilization narratives for FinOps monthly
In Cloud Admin
What Data platform engineering teams see in the product
Product screens with notes on when each view matters for your sector.
Capacity planning
Forecasts and headroom—plan nodes before Black Friday-scale batch jobs.
- Trend vs limit
- Scenario thinking
- Shared language with finance
Click the screenshot to open full size, zoom, and pan.
Namespace resources
CPU and memory by namespace—identify the job blowing the pool.
- Sorted consumers
- Quota alignment
- Faster triage
Click the screenshot to open full size, zoom, and pan.
Cluster dashboard
Cluster-level gauges for CPU, memory, pods, and nodes—ops snapshot for data sites.
- Single-cluster focus
- Node and pod counts
- Bridge-ready numbers
Click the screenshot to open full size, zoom, and pan.