Home · Work · Analytics Dashboard

SaaS analytics dashboard

Pulse Metrics Co. served 40,000 users with overnight-batch reports. I rebuilt their dashboard around streaming data — reports that took minutes now render in seconds.

Engineer reviewing the rebuilt dark analytics dashboard
3xFaster report rendering
40kUsers on the new dashboard
8 wksResearch through rollout

The challenge

Reports nobody trusted

Stale overnight numbers meant teams exported data to spreadsheets instead — the dashboard had become decoration. The brief: real-time data, readable at a glance, without retraining 40,000 people.

The approach

Same mental model, new engine

I kept the layout users knew, then replaced everything underneath: streaming charts, saved views, and a period-sales plus category-profit structure designed with the analysts who live in it daily.

Project gallery

Deliverables & outcome

01

UX overhaul

Period-sales revenue views, category-profit breakdowns and review-rate panels — designed with real analysts.

02

Frontend rebuild

Virtualized tables, cached queries and accessible chart components that stay fast at full data volume.

03

Rollout kit

Feature-flagged launch, in-app guides and team training so adoption needed no mandates.

Result

Reporting 3x faster — and trusted again

Spreadsheet exports dropped 70% in two months. Support calls about "wrong numbers" effectively disappeared.

Related work

Keep exploring

Engagement tracker All work

Drowning in dashboards?

I'll turn your data into an interface your team actually opens every morning.

Start your project