Growth Systems Architect

I architect growth systems from strategy through execution - designing blueprints, building infrastructure, and optimizing performance based on data. From strategy to live system in weeks, not months. I don't just plan - I ship, measure, and iterate.

Kamila Lipska

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About

I'm Kamila Lipska, a full-stack growth architect with 15+ years of experience in SaaS, Web3, and digital ecosystems. I bridge strategy and engineering with full-stack technical fluency, designing scalable marketing infrastructures that connect strategy with implementation. I don't just plan, I ship, measure, and iterate, enabling high-velocity growth for companies navigating complexity, fragmentation, or rapid expansion.

From marketing data pipelines to automation architecture, attribution modeling to GTM strategy, I don't just identify gaps, I build the systems that fix them for good. CEOs and CMOs trust me when they need a senior operator who can move fast, solve without hand-holding, and lead complex initiatives across brands, teams, or toolsets.

I'm not your typical marketer. I'm a systems thinker who sees the bigger picture and builds infrastructure that scales.

My Approach

If it doesn't generate impact or unlock leverage, it doesn't belong in the system. I don't just optimize what's broken, I design systems that don't break. Every component I build is engineered for durability, scalability, and measurable business outcomes.

What Sets Me Apart

I'm a hybrid operator, strategic enough to architect the entire growth stack, technical enough to implement it without friction. My value lies in building order out of chaos: aligning data, automation, paid and organic, attribution, and CRM into one high-performing machine.

Systematic Thinking

If it doesn't generate impact or unlock leverage, it doesn't belong in the system. I don't just optimize what's broken, I design systems that don't break. Every component I build is engineered for durability, scalability, and measurable business outcomes.

Core Competencies

I don't just strategize, I execute, optimize, and scale systems that drive real business outcomes. From data infrastructure to acquisition to lifecycle automation, I bring structure to chaos, clarity to metrics, and performance to every growth layer. My approach combines technical depth with strategic thinking to build robust, scalable systems that deliver measurable results.

Analytics & Data Infrastructure

GA4, PostHog, Segment, GTM, Keitaro

Paid Acquisition Systems

Google Ads, Meta, LinkedIn, Crypto Networks

Content & Organic Growth

Technical SEO, Content Strategy, Search Console

Lifecycle & Automation

HubSpot, Customer.io, Zapier, VWO

Web3 Growth Systems

Crypto Ads, Developer Acquisition, Token Adoption

Conversion Optimization

A/B Testing, UX Analysis, Funnel Optimization

AI Building & Automation

AI Systems, Automation Architecture, Intelligent Workflows

Technical SEO & Infrastructure

Site Architecture, Core Web Vitals, Technical Audits

Data Architecture & BI

Data Pipelines, Business Intelligence, Automated Reporting

Growth Systems I Build

I architect end-to-end lifecycle strategies, then build and optimize the systems that execute them. These aren't isolated services, they're interconnected infrastructures that align data, automation, and acquisition with your business model. Each system is built with precision, tested for performance, and optimized for long-term scalability.

System
Description
Tools
01

Advanced Tracking & Data Infrastructure

I architect full-funnel tracking systems that give you clean, real-time visibility into performance, attribution, and revenue outcomes. From server-side pipelines to multi-touch models, I eliminate data blind spots and fix attribution at the source.

GA4 & PostHog Server-side GTM Multi-touch Attribution
02

SEO & Organic Growth Systems

I build SEO infrastructures that go far beyond rankings, aligning technical foundations, content systems, and structured data to drive sustainable, compounding growth. My work turns organic traffic into a predictable acquisition channel.

Technical SEO Schema & Structured Data Content Strategy
03

Paid Acquisition Systems

I build scalable paid acquisition systems that align strategy, segmentation, and attribution from the first click to final conversion. My approach blends precision audience targeting, channel-specific creative logic, and performance-focused tracking.

Google Ads Meta & LinkedIn Crypto Networks
04

Lifecycle & Automation Systems

I build lifecycle systems that combine CRM logic, marketing automation, and sales enablement into one seamless growth engine. My work transforms scattered tools and workflows into fully integrated systems that react to user behavior.

HubSpot Customer.io Zapier & Make
05

Conversion Optimization Systems

I design conversion systems that turn behavioral data into growth levers, combining experimentation, analytics, and journey-level insight to drive measurable improvements across key funnels. I don't guess what works, I validate, refine, and scale it.

A/B Testing Heatmaps & Recordings Form Optimization
06

Product & SaaS Development Systems

I architect and build SaaS solutions using AI-powered development tools, no-code platforms, and logic-based automation. From concept to launch, I design products that solve real growth problems - turning strategic insights into functioning software that drives measurable business outcomes.

AI Development No-Code Platforms Logic Automation Product Architecture
07

Data-First Strategy Development

I don't guess, I diagnose, test, and optimize based on data. Every strategic decision is backed by behavioral analysis, funnel diagnostics, and predictive modeling. I bridge strategy and engineering with full-stack technical fluency, turning insights into actionable systems.

Behavioral Analysis Funnel Diagnostics Predictive Modeling Technical Problem-Solving
08

Web3 Growth Systems

I design acquisition systems built for the complexity of Web3, aligning paid channels, search intent, onboarding, and developer traction into compliant, performance-driven funnels. Whether it's driving token adoption or structuring user journeys across L2s, dApps, or security ecosystems.

Crypto Ads Developer Acquisition Token Adoption
01

Advanced Tracking & Data Infrastructure

I architect full-funnel tracking systems that give you clean, real-time visibility into performance, attribution, and revenue outcomes. From server-side pipelines to multi-touch models, I eliminate data blind spots and fix attribution at the source.

GA4 & PostHog Server-side GTM Multi-touch Attribution
02

SEO & Organic Growth Systems

I build SEO infrastructures that go far beyond rankings, aligning technical foundations, content systems, and structured data to drive sustainable, compounding growth. My work turns organic traffic into a predictable acquisition channel.

Technical SEO Schema & Structured Data Content Strategy
03

Paid Acquisition Systems

I build scalable paid acquisition systems that align strategy, segmentation, and attribution from the first click to final conversion. My approach blends precision audience targeting, channel-specific creative logic, and performance-focused tracking.

Google Ads Meta & LinkedIn Crypto Networks
04

Lifecycle & Automation Systems

I build lifecycle systems that combine CRM logic, marketing automation, and sales enablement into one seamless growth engine. My work transforms scattered tools and workflows into fully integrated systems that react to user behavior.

HubSpot Customer.io Zapier & Make
05

Conversion Optimization Systems

I design conversion systems that turn behavioral data into growth levers, combining experimentation, analytics, and journey-level insight to drive measurable improvements across key funnels. I don't guess what works, I validate, refine, and scale it.

A/B Testing Heatmaps & Recordings Form Optimization
06

Product & SaaS Development Systems

I architect and build SaaS solutions using AI-powered development tools, no-code platforms, and logic-based automation. From concept to launch, I design products that solve real growth problems - turning strategic insights into functioning software that drives measurable business outcomes.

AI Development No-Code Platforms Logic Automation Product Architecture
07

Data-First Strategy Development

I don't guess, I diagnose, test, and optimize based on data. Every strategic decision is backed by behavioral analysis, funnel diagnostics, and predictive modeling. I bridge strategy and engineering with full-stack technical fluency, turning insights into actionable systems.

Behavioral Analysis Funnel Diagnostics Predictive Modeling Technical Problem-Solving
08

Web3 Growth Systems

I design acquisition systems built for the complexity of Web3, aligning paid channels, search intent, onboarding, and developer traction into compliant, performance-driven funnels. Whether it's driving token adoption or structuring user journeys across L2s, dApps, or security ecosystems.

Crypto Ads Developer Acquisition Token Adoption

My Tech Stack

The platforms I use to architect scalable growth systems. While these are some of the most recognized tools in analytics, automation, acquisition, and optimization, my real strength lies in how I connect them.

Analytics & Intelligence

GA4 Expert
PostHog Expert
Hotjar Advanced
Search Console Expert
Ahrefs Expert

Data Infrastructure & Automation

Segment Advanced
Google Tag Manager Expert
Zapier & Make Advanced

Attribution & Tracking

Keitaro Expert
Server-side GTM Expert
Custom Data Layers Expert

Paid Acquisition

Google Ads Expert
Meta & LinkedIn Ads Expert
Crypto & Web3 Ads ADVANCED

Growth Operations

HubSpot Expert
VWO Advanced
Brevo Expert
Klaviyo Expert
Customer.io Advanced
Brevo Advanced

Development & Content

HTML/CSS/JavaScript Advanced
Webflow Advanced
WordPress Advanced
Notion Advanced

Kind Words About Kamila

What CEOs and founders say about working with me

"Kamila is one of the most exceptional individuals I've ever met. I've been working with her on the affiliate marketing program and was impressed by her drive, knowledge and new ideas. She is not only online marketing professional but also easy going and fun person. She is skilful in many areas of online marketing, but what makes her stand out is her constant development and working ethic. I would have no hesitation recommending her to any prospective company who wants an intelligent, dedicated and focused marketer to bring them superb results."

Karolina Skowron

Account Director, Pepperjam

"Kamila is excellent and really lovely to work with. She pitched a clear and targeted strategy and picked up the paid media activity for bedsonboard.com amazingly quickly, minimising and handover/down time. She was quick to offer a strategy for any new idea I threw at her and of course lived by a test first philosophy that I respected. I'd recommend Kamila for any brands looking for clear, focused and highly engaged growth marketing."

Tim Ludlow

CEO, Beds on Board

"Working with Kamila and her team has been great from the start. Kamila works very independent and proactive which is exactly what we were looking for. We were able to outsource the online growth aspect fully to her and she's following up on every required task whilst keeping us updated. Working with her feels like she's part of our team and she is great at building a connection with our employees. We're extremely happy with the achieved growth so far and we cannot wait to see the next results!"

Frederik Foket

Founder, Mapiac

From the Blog

A selection of my blog posts, written under Crypto Mum, where I simplify complex marketing, tech, and crypto concepts for non-technical audiences. This blog is where I break down high-level strategies into clear, practical insights, making advanced topics accessible without losing depth.

SaaS Innovation

From Impatience to Innovation: Building a SaaS Product in 12 Hours

At 40, I've learned that impatience isn't always a vice, sometimes it's the fuel that drives breakthrough innovation. While I've been watching Web3 opportunities in the US unfold at what feels like glacial pace, I decided to channel that restless energy into something tangible.

Read More
🤖

AI SEO: When Your "Revolution" Loses to Bing

Your CEO just pinged you on Slack. The message is clear: "We're behind on AI search. Everyone's doing it. We need to move fast." Sound familiar? Here's what nobody's telling you: the AI search revolution is losing to the search engine that everyone forgot exists.

Read More
🎭

The Credibility Bluff: Why Growth Is Often Just Theater

Every company claims it hires for impact. But most hire just for credibility, not the real kind. They want people who "look smart," not those who actually build. It's all about the appearance: sharp jargon, slick dashboards, and the ability to sound right in a room.

Read More
🌐

Web3 Keeps Rediscovering What SaaS Learned a Decade Ago

Why foundational growth work gets sidelined, and what that reveals about organizational maturity in a fast-moving industry. Web3 teams hire me to solve a growth problem they can't name: they want predictable user acquisition, but they've built organizations that can only execute campaigns.

Read More
🔧

Why HubSpot Fails Growth Architects, and How I Build Around It

HubSpot feels like the Apple of B2B platforms, but not in a good way. Closed, controlling, and beautifully packaged, until you try doing real work. Built for sales, marketed to marketers, and priced for finance departments, it promises a unified go-to-market engine.

Read More
📊

Growth Metrics That Actually Matter: Beyond Vanity Numbers

Most growth teams are drowning in data but starving for insights. They track everything and understand nothing. Here's how to cut through the noise and focus on metrics that actually drive business outcomes.

Read More
📊

How I Fixed Attribution Without Being a Developer (But Thinking Like One)

What I learned building signal integrity across stacks when no one else would prioritize it. Attribution was failing because the stack was fragmented, and dev didn't care. We weren't missing tools. We had GA4, Segment, Webflow, GTM, and Zapier.

Read More

Contact

Let's build something together

Ready to turn your growth challenges into scalable systems? Let's discuss how I can help architect your next breakthrough.