Real-Time Analytics Dashboard Platform

A B2B software company wanted to provide their customers with analytics capabilities for data generated within their platform. Their initial attempt at building analytics in-house resulted in slow queries, limited visualization options, and an architecture that couldn't scale with their growing customer base.

The existing analytics feature processed data in nightly batches, meaning customers couldn't see same-day activity. Complex queries often timed out, and there was no way for customers to create custom reports or dashboards—they were limited to a fixed set of pre-built views.

As the customer base grew, the analytics infrastructure became increasingly expensive to operate and maintain. Each new customer added load to shared resources, degrading performance for everyone.

The new analytics platform launched to all customers after 12 months of development. Real-time data processing replaced nightly batches, with events appearing in dashboards within seconds of occurring.

Customer engagement with analytics features increased by 340%, with the custom dashboard builder becoming one of the most-used features of the entire product. Customers created over 5,000 custom dashboards in the first six months.

Query performance improved dramatically—99th percentile query response times dropped from 45 seconds to under 2 seconds. The multi-tenant architecture reduced infrastructure costs by 40% while supporting 3x more customers than the previous system.