2022Analytics Engineering Lead

Unified Metrics Hub

Centralised metrics platform standardising KPIs and refreshing executive scorecards in minutes instead of hours.

data vizmachine learning
Unified Metrics Hub hero visualization

Problem

Executives were making decisions from conflicting KPI decks generated by hand with stale extracts.

Goal

Provide a governed metrics hub that syncs definitions across teams and automates board-ready scorecards.

Approach

Modeled shared dimensions in Snowflake, orchestrated Dagster assets for incremental freshness, and shipped a React experience with row-level security.

Results & Impact

Leadership now reviews the same trusted KPIs, refreshed nightly, with drill-ins for operational owners.

-60%
Report prep time

Reduction in analyst effort per cycle.

25 teams
Metric adoption

Cross-functional groups using the hub.

95%
Freshness SLA

Dashboards refreshed before 8am daily.

Responsive snapshots highlighting key workflows and insight moments.

Unified scorecard view with executive KPIs and trends.
Data lineage explorer showing Dagster asset dependencies.

Tech Stack

  • Snowflake
  • PostgreSQL
  • Dagster
  • React