How Personio drove cost awareness while scaling Snowflake across 280+ users
- 60%
- reduction in dbt pipeline execution times
- 280+
- direct Snowflake users supported
International sports betting company transforms cost culture and cuts Snowflake spending while scaling workloads

Entain's lift-and-shift Snowflake migration under tight deadlines resulted in suboptimal job implementations. Their homegrown Power BI cost reporting provided basic domain-level visibility but lacked granular insights, had no alerts, and became too difficult for teams to use for optimization. The situation became critical when they found themselves 450% over their annual Snowflake commitment.
SELECT provided immediate cost visibility with dramatically reduced cognitive load compared to Entain's internal solutions. The platform enabled quick identification of optimization opportunities through comprehensive cost breakdown and insights features. SELECT's intuitive interface eliminated the friction that caused teams to abandon their previous cost monitoring efforts, while automated savings delivered immediate ROI.
SELECT dramatically lowers the cognitive load to understanding Snowflake costs. I'm able to sit there and easily understand what's driving the cost. Not to blow smoke up your ass, but it's just so easy to do in your platform
Blake Baggett, Head of Data Operations at Entain
Entain's data analytics team managed everything downstream from their betting engine, initially running on MySQL infrastructure that couldn't scale with their growing needs. The team needed cloud infrastructure that could scale instantly and eliminate the risk of multi-day outages that crippled their analytical capabilities. Snowflake solved their immediate scalability problems, supporting 900 registered users with approximately 100-150 heavy users across data engineers, analysts, automation engineers, data science, trading technology, and marketing technology teams. However, the migration's tight deadlines led to suboptimal implementations that would later drive unexpected cost increases.
Before SELECT, Entain built internal cost monitoring through Power BI reports that grouped Snowflake users into logical business domains. The solution queried account usage schemas and applied arbitrary credit cost values to provide high-level spending visibility across teams. While this approach worked for basic pulse checks, it had significant limitations for actual optimization work. The Power BI solution lacked alerts, budgets, and the granular insights needed for optimization. Teams could see that Data Science was spending a certain amount, but couldn't drill down to understand which specific jobs or queries were driving costs. Additional technical limitations made the system frustrating to use: UTC timezone delays meant previous day costs weren't visible until 11am, and Snowsight couldn't render more than 2-3 days of data due to too many data points.
Within two months of adopting SELECT, Entain achieved a 35% reduction in total annual Snowflake costs while actually adding more business workloads to the platform. This dramatic cost reduction came through multiple targeted optimizations that SELECT made immediately visible and actionable. The first major win came from database storage optimization, where SELECT instantly highlighted a database costing $60K/year in backup costs. The team was able to quickly make the decision to switch the table from permanent to transient for massive savings.
SELECT's insights enabled Entain to optimize their data ingestion infrastructure. The team switched to Gen2 warehouses for their high-frequency merge operations, running 950 Kafka topics across two Gen2 extra small warehouses. This optimization reduced their ingestion costs from 300 credits per day to 80 credits per day - approximately $200K/year in savings. The team now merges every 20 minutes across 900 tables with no queuing issues.
SELECT transformed how Entain manages Snowflake costs, becoming their single source of truth for all cost monitoring and optimization activities. The team now uses daily Slack digests to track long-running queries, largest increased workloads, and new workflows. Blake conducts weekly reviews with each department to discuss cost changes and create 3-4 Jira optimization tickets based on SELECT insights. This systematic approach ensures no optimization opportunities are missed while maintaining clear visibility into the ROI of improvement efforts.
SELECT enabled a cultural shift toward proactive cost optimization across Entain's development teams. The team shared SELECT's cost optimization tips in communication channels, leading to engineers actively discussing and sharing query improvements. Engineers began sharing before-and-after optimization results, with managers playfully competing on week-over-week job costs. This gamification approach made cost optimization engaging rather than burdensome. The platform also changed how the team approaches optimization investment decisions. Previously, cost optimization was often dismissed as too hard or just the cost of doing business. Now, SELECT provides clear visibility into potential savings before investing development time, enabling confident resource allocation decisions with quantifiable ROI expectations.
Explore how SELECT helps teams reduce warehouse waste, improve visibility, and act on data cost insights.
This is the easiest thing we've ever done to save money - 20x ROI. Does this not exist for AWS?
Skyler Chi, SVP, GTM Productivity & Excellence at Exiger
SELECT feels like exactly what Paul and I would have built if we had locked ourselves in a room for 18 months to create our ideal monitoring solution.
Devin McGee, Data Engineering Lead at Home Chef
SELECT has made important cost data readily accessible. I will often pull it up during engineering design reviews so we can quickly evaluate cost impact and projections and factor that into our design decision.
Douglas Zickuhr, Senior Data Platform Engineer at Personio
Our costs had jumped up 3X as we scaled, so we're talking about 60% savings in Snowflake spend after adopting SELECT.
Edward Mancey, GTM Lead at Synthesia
SELECT dramatically lowers the cognitive load to understanding Snowflake costs. I'm able to sit there and easily understand what's driving the cost.
Blake Baggett, Head of Data Operations at Entain
You guys have the best UI experience that I've had of any software. It's like you just read my mind where, like, oh, I wish I could click there. Oh, wait, I can!
Diana Koshy, Sr. Director of Data Engineering at Kargo
SELECT works the way my brain works. I love clicking through the query patterns and different workloads. It's a very intuitive diagnostic flow.
Ian Fahey, Senior Analytics Engineer at Loop
One of the most helpful cost rituals we've setup from SELECT is the weekly spend digest sent to Slack. I can start high level and ensure things are in check.
Michael Revelo, Manager of data and analytics engineering at ClickUp