How Growth Engineering Works

A unified framework combining analytics, experimentation, and engineering to systematically accelerate your key business metrics.

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Data Infrastructure

Unified tracking, clean data pipelines, and real-time dashboards that give you a single source of truth for every funnel step.

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Experimentation & CRO

Hypothesis-driven A/B testing, multivariate experiments, and rapid iteration cycles to continuously optimize conversion rates.

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Performance & Speed

Core Web Vitals optimization, bundle splitting, and edge rendering to eliminate friction and keep bounce rates low.

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Automation & Loops

Behavioral triggers, lifecycle emails, retargeting pixels, and growth loops that compound engagement and LTV.

The Growth Loop

A repeatable, scalable process that minimizes guesswork and maximizes ROI.

1

Audit & Baseline

Technical audit, funnel mapping, and data quality assessment to establish accurate baselines.

2

Roadmap & Hypotheses

Prioritized experiment backlog based on impact, confidence, and effort scoring.

3

Build & Test

Agile implementation of experiments, tracking events, and performance optimizations.

4

Scale & Automate

Winning variants are codified into production systems and automated for compounding growth.

Engineering for Growth

Leveraging modern, battle-tested tools to build reliable, scalable growth systems.

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GA4 / Mixpanel
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Optimizely / VWO
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Segment / Rudder
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Next.js / React
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Python / FastAPI
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AWS / Cloudflare
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Klaviyo / Resend
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PostHog / Amplitude

Growth in Action

Real outcomes from systematic experimentation and engineering-driven optimization.

E-Commerce 0%

Checkout Conversion Lift

Reduced friction with progressive forms, trust signals, and cart abandonment flows. Implemented in 3 sprints.

SaaS 0x

ROAS Improvement

Implemented server-side tracking, consent mode v2, and predictive audiences. Cut CAC by 28% in 60 days.

Marketplace 0%

Core Web Vitals Pass Rate

Edge caching, image optimization, and route splitting transformed a 2.1s LCP to 0.8s, boosting organic traffic.

Common Questions

Everything you need to know about working with a growth engineer.

How is Growth Engineering different from standard Web Development? +

Traditional web development focuses on features, delivery, and stability. Growth engineering is metric-obsessed: every line of code is tied to a business KPI, backed by data, and validated through experimentation before scaling.

What's the typical engagement model? +

We work in 2-week growth sprints. Each sprint includes 2-3 high-impact experiments, tracking implementations, or performance optimizations. You get weekly reporting, dashboard access, and clear ROI tracking.

Do you work with existing teams or handle end-to-end? +

Both. I can embed with your product/marketing team to fill growth gaps, or act as a fractional growth lead managing experiments, analytics, and technical implementation from start to finish.

How quickly can I expect to see results? +

Quick wins (tracking fixes, speed boosts, friction removal) typically show impact within 2-4 weeks. Systematic growth loops and compounding experiments usually yield significant ROI within 60-90 days.

Ready to Replace Guesswork with Growth?

Book a complimentary 30-minute Growth Audit. I'll analyze your funnel, identify quick wins, and map out a data-backed experiment roadmap.