About Client:
A leading healthcare education management provider supporting universities and hospitals with services such as admissions management, clinical rotations coordination, certification tracking, and performance analytics. Their ecosystem processes large volumes of academic, clinical, and operational data generated across institutions.
Background:
The organization’s data landscape spans multiple platforms, including Learning Management Systems (LMS), Student Information Systems (SIS), clinical training platforms, and assessment tools. As these systems expanded, centralized analytics on Snowflake became critical for reporting, compliance, and operational visibility. However, rising consumption highlighted the need for stronger Snowflake cost control for healthcare data, ensuring that data-driven initiatives remained financially sustainable.
Challenge:
Rapid adoption of Snowflake accelerated analytics capabilities but also led to escalating cloud costs that began to outpace the expected return on investment. The organization needed a structured approach to Snowflake cost control for healthcare data while maintaining performance for faculty, administrators, and analytics teams. Key issues included:
- Over-Provisioned Warehouses
Large compute warehouses were frequently used for small workloads or remained active during idle hours, resulting in unnecessary compute consumption. - Low Cost Visibility
The organization lacked granular insights into which teams, queries, or workloads were driving Snowflake spend, making it difficult to attribute costs by department or project. - Inefficient Queries
Suboptimal SQL queries and poorly tuned workloads consumed excessive compute resources, increasing processing time and cost. - Storage Bloat
Redundant and outdated datasets accumulated over time, with no clearly defined archival or retention policies.
No Cost Governance
Resource usage remained largely ad hoc. Without automated monitoring or credit limits, departments consumed compute resources without visibility into budget impact.
