Objectives & KPIs

  • Unify key metrics across teams.
  • Detect anomalies proactively.
  • Provide concise executive summaries.

 

1 SoT

Unified metrics

Daily

Anomaly scans

↑ Speed

Decision velocity

Weekly

Exec briefs

Solution architecture

Pipelines model revenue metrics, publish dashboards, and push alerts and weekly summaries.

ETL → dbt models
Semantic layer → Metrics
Dashboards → ARR/MRR/CAC/LTV
Alerts → Email/SMS/Slack

We applied prompt guardrails, PII filtering, and rate limits. Clear escalation and analytics were embedded from day one.

Key integrations

  • Data warehouse (BigQuery)
  • dbt
  • Looker Studio/Superset
  • Alerting channels

 

 

Channels

  • Exec dashboard
  • Finance view
  • Growth view

 

 

Implementation

1) Discover

Goals, KPIs, data sources; success criteria and analytics events.

4) Launch

Pilot, QA, calibration; gradual rollout with dashboards.

2) Design

Flows, prompts & guardrails, UX, privacy filters, integration plan.

5) Handover

Docs, runbooks, enablement, and iteration roadmap.

3) Build

Connect data, implement logic, tag analytics, harden security.

Results & evidence

  • Shared definitions reduced debates:
  • Faster decisions on campaigns:
  • Early detection of churn spikes:
  • Better board reporting:

Significance verified via standard tests; GA4/BI dashboards tracked lift and seasonality.

 

Testimonial

“Everyone finally spoke the same metric language.”
— Client stakeholder

Governance & security

  • Least‑privilege access and environment isolation.
  • PII filters; no training on raw logs.
  • Transparent citations or decision trails.
  • Audit trail for changes and rollbacks.

 

 

Runbooks

Operational SOPs for updates, incident response, and periodic reviews.

Lessons learned

  • Document metric definitions
  • Version the semantic layer
  • Automate weekly briefs

 

 

Next steps

  • Add forecast models
  • Drill‑downs by cohort
  • Mobile dashboard

 

 

Want similar results?

We’ll tailor a sprint to your stack and seasonality, with clear KPIs and guardrails.