Our client, a medical service pricing transparency platform, struggled with managing the rising complexity and costs of scaling their Databricks environment. As their data volumes grew, inefficient cluster usage and over-provisioned resources led to increasing costs and ineffective cost monitoring. To position for future growth, they needed to optimize their Databricks environment for better cost control and enhanced data processing capabilities.