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Methodology

The MadMetrics System

Every engagement runs through the same battle-tested system. From tracking chaos to trusted decisions. That is what this framework delivers.

Philosophy

Three principles that govern every decision

If a metric does not change a decision, we do not collect it

Every event exists only because it alters what you do next. We ruthlessly cut 40 percent of useless signals during audits, signals that were collected, stored, billed, and never once used.

Privacy, reliability, causality, by design

Consent Mode v2 lives at the server level. Pipelines are tested like code. We measure what actually caused the outcome, never what simply appeared in the path.

Every model is tested before it reaches production. No exceptions.

Version-controlled, automatically tested, fully documented. If it would not pass a code review, it never reaches production.

The framework

Five phases. One unbreakable system. Every engagement.

Each phase builds on the last. Skip one and you create technical debt. Every deliverable is self-contained, independently usable, and quality-gated before it moves forward.

0
Phase 0

AUDIT

MadScan diagnostic runs 47 automated checks in 60 seconds
Instant health score benchmarked against real market standards
Brick-by-brick remediation plan with clear effort estimates
Cost of inaction quantified so you see exactly what bad data is costing you
1
Phase 1

CAPTURE

GA4 event architecture aligned to your real funnel and KPIs
sGTM deployed on the cloud you already use
7 Conversion APIs connected server-to-server with perfect deduplication
Consent Mode v2 engineered across 5 CMP vendors
2
Phase 2

ENGINEER

Data pipeline architecture built for speed and trust
BigQuery warehouse optimized for your exact query patterns
Processing only what changed. Faster queries, lower costs.
Automated testing and data contracts that catch problems before they reach any dashboard
3
Phase 3

MEASURE

A/B testing designed with proper guardrails and sequential analysis
Performance measured through controlled A/B tests, funnel analysis, and cross-channel attribution
Attribution reconciliation across GA4, ad platforms, and e-commerce backends
KPI frameworks and automated performance reporting
4
Phase 4

GOVERN

Anomaly alerting that reaches Slack before your CEO notices
Executive cockpits limited to the five KPIs that actually matter
Data quality monitoring on every single pipeline
Monthly intelligence reports that drive real action
Knowledge backbone

33 knowledge modules drawn from 31 books

Every recommendation we make traces back to a published source. We do not invent. We refine what the best have already proven.

Technical Foundations

A/B testing, CRO, attribution modeling, KPI frameworks

Peer-reviewed frameworks for experimentation, data modeling, and analytics engineering

Product and Business

Growth loops, marketplace dynamics, luxury strategy

Peer-reviewed frameworks for product strategy, brand growth, and luxury positioning

Communication

Data storytelling, executive framing, cognitive biases

Peer-reviewed frameworks for data visualization, executive communication, and decision science

E-Commerce Authority

DTC scaling, GA4 mastery, data architecture

Peer-reviewed frameworks for e-commerce growth, GA4 mastery, and data architecture

Implementation system

Implementation playbooks refined through real deployments

Every common scenario you will ever face has already been solved, documented, and refined across dozens of real deployments. The same playbook that powers enterprise brands now powers yours.

Google Analytics and GTM (21 guides)Server-Side Tracking (7 guides)Analytics Engineering (9 guides)Consent and Privacy (10 guides)Dashboards and Reporting (7 guides)Measurement and Testing (12 guides)
Why it works

Methodology is the multiplier

01

We uncover consent violations most teams never see

MadScan finds critical gaps in minutes. The system catches what manual audits always miss.

02

The same architecture powers both enterprise scale and luxury precision

Starter kit deploys fast. Custom logic lives only where it creates value. Consistency without compromise.

03

When we leave, your team is truly autonomous

You receive a git repo, complete documentation, and direct access to every playbook. No more vendor lock-in.

See what the system delivers

Explore our services or book a diagnostic to watch the methodology run live on your own stack.