Case Study

How we solved a real business problem with custom software.

SaaSSaaS2026-01-01

B2B SaaS Analytics Dashboard

A real-time analytics dashboard ingesting 5M events/day, with customer-facing reports and role-based access.

SaaS

The Challenge

The company's legacy dashboard crumbled under growing data volumes. Queries timed out, customers complained, and engineering spent most of its time firefighting instead of building.

What We Built

A modern event pipeline with streaming ingestion, an aggregated data store, and a responsive dashboard with customer-facing white-label reports and fine-grained role permissions.

Event Pipeline and Ingestion

Events stream in through a resilient ingestion layer that buffers, validates and routes data before it lands in an aggregated store. Pre-aggregation keeps queries cheap even as daily volume passes 5 million events.

Customer Reports and Access Control

Customers log in to white-label dashboards and build their own reports without engineering support. Fine-grained roles control who sees which metrics and segments, so every account only reaches its own data.

Technical Approach

We replaced point queries against raw tables with an aggregated, column-oriented store fed by a streaming pipeline. Dashboards read pre-computed roll-ups, which is why they render in under a second on millions of events.

Performance and Cost

The new stack halves the work per query and right-sizes the servers. After the migration, infrastructure costs dropped by 35 % while latency stayed below one second even during peak event load.

The Result

Dashboards now load in under a second on millions of events. Customers generate their own reports, and infrastructure costs fell by 35% after the migration.

Client Feedback

Our customers finally trust their dashboards again. Reports load in a blink, our support tickets fell, and our team stopped firefighting and started building.

Get a Free Quote

Have you outgrown your analytics stack? Share your event volume, your reports and your user roles, and we will prepare a free quote tailored to your scale. Send us your project details through our form and our team will come back with a plan and timeline.

Delivered

  • 5M events/day ingested at sub-second latency
  • Customer self-serve reporting launched
  • Server costs reduced by 35%

Have a Similar Project?

Get a free quote and get a fixed quote within 48 hours.

Get a Free Quote