Uncover Your Spark Platform’s Actual Waste, Inefficiencies, and Potential Savings – in Just One Week

How much waste is hiding in your Spark workloads and how much costs could you cut?
If you’re running Spark at-scale, you probably have some tracking of pipeline costs, but likely lack visibility into actual infra utilization, job efficiencies, and execution health. It’s then extremely difficult to understand overall wasted spend and what potential savings can be.
Today, we’re excited to introduce definity’s Spark Cost & Health Assessment. Now you can get a comprehensive analysis of your Spark pipelines – infra utilization, job inefficiencies & health, and cost-saving opportunities – all in just one week, completely FREE.
What You’ll Discover
The assessment runs directly in your Spark platform, analyzing real-time job execution, resource utilization, and performance trends to surface:
- Job-level resource waste and inefficiencies – pinpointing over-provisioned CPU & memory, and unnecessary re-tries & re-runs.
- Performance and stability risks – detecting failure causes, slowdowns, and hidden bottlenecks.
- Cost savings potential – prioritized actions & potential impact by environment, team, and pipeline
- Actionable recommendations – clear job-level guidance to optimize resource utilization, minimize run failures, and improve execution health

A global e-commerce leader that was already tracking costs closely, recently ran the assessment and within one week uncovered:
- 43% resource over-provisioning across critical Spark workloads
- High-impact inefficiencies including job failures, unnecessary re-tries, and missed SLAs
- Specific recommendations leading to a 16% reduction in infrastructure costs
How It Works
This type of deep, platform-wide visibility would typically require a heavy manual effort, deep expertise, and time-consuming analysis. With the new Cost & Health Assessment, it is fully automated and delivered within days.
Deployment is lightweight, hassle-free, and secure:
- Installs centrally in <15 minutes – no code changes or manual setup
- Runs securely in your environment – ensuring full data privacy, and zero footprint on workloads
- Any Spark platform – Databricks, EMR, Dataproc, K8S, or on-prem
- 1-week to get results – so you can immediately act on findings
By eliminating guesswork and automating platform-wide cost analysis, the Spark Cost & Health Assessment gives you the insights you need to tune jobs, reduce costs, and improve performance – without manual tuning or deep Spark expertise.

Discover How You Can Cut Up To 50% Of Your Spark Costs, in 1 Week
Want to uncover hidden inefficiencies & potential savings in your Spark workloads? Click here to get started with the free assessment today.