LALifecycle Architect

Technical case studies

Lifecycle systems, broken down by architecture.

These are the implementation-level studies behind the larger lifecycle work: customer state, activation milestones, segmentation, attribution, automation, and revenue paths.

Full case studies

The broader business rebuilds.

All technical and growth studies

The systems behind the work.

These write-ups live in the blog for SEO and education, but they are case studies by structure: business problem, architecture, implementation, tradeoffs, and measurement where the data exists.
Technical Case Study

Replacing Delighted With an Owned, Multi-Product NPS Infrastructure

A technical lifecycle case study on replacing Delighted with owned NPS infrastructure across borrower feedback, practice feedback, Checkout feedback, suppression, routing, response records, and reporting.

Technical Case Study

Designing an AI-Powered Modular Email Assembly Platform for Regulated Lifecycle Marketing

A product and systems-design case study on approved content atoms, layouts, borrower traits, AI-assisted selection, approval controls, audit logs, testing, and regulated lifecycle personalization.

Technical Case Study

Building an AI Sales Intelligence Platform for 77 Reps and 23,000 Prospects

A technical product case study on AI reply classification, human approval, CRM context, retrieval from Gong and HubSpot history, multi-signal lead scoring, outbound generation, and territory intelligence.

Technical Case Study

Building Zendrop's Promotional Revenue System Across Email, SMS, Landing Pages, and In-App Messaging

A technical lifecycle case study on turning Zendrop promotions into a coordinated revenue system across audience eligibility, offer assignment, email, SMS, landing pages, in-app placements, purchase suppression, and reporting.

Technical Case Study

Designing a Demo Booking and Attendance System for Scratch's B2B Sales Motion

A lifecycle architecture case study on using HubSpot workflows, contact properties, sales ownership, demo-state management, reminders, attendance logic, and follow-up paths around Scratch's B2B demo motion.

Technical Case Study

Recovering Abandoned Kajabi Checkouts With ActiveCampaign and Behavioral Lifecycle Automation

A lifecycle case study on using Kajabi checkout behavior, ActiveCampaign product-specific journeys, UTM tracking, Google Analytics, and purchase suppression to recover abandoned Med School Headquarters checkouts.

Technical Case Study

Protecting Deliverability During Zendrop's ActiveCampaign-to-HubSpot Migration

A technical migration case study on sending domains, DNS authentication, audience risk segmentation, warm-up sequencing, duplicate-send prevention, suppression logic, and revenue-critical lifecycle continuity.

Technical Case Study

Designing a 160-Mile Geo-Targeted Tournament Promotion System for Pickleball.com

A lifecycle case study on using subscriber location and tournament location to build about 160-mile regional audiences for Pickleball.com and PPA Tour tournament promotion.

Technical Case Study

Building an Interest-Based Sales Nurture System Without Lead Magnets

A lifecycle marketing case study on using email clicks, page views, ActiveCampaign tags, interest profiles, and education-first journeys to nurture Med School Headquarters prospects without traditional lead magnets.

Technical Case Study

How I Accidentally Built an Email Newsletter Into One of Pickleball's Largest Owned Media Channels

A growth and lifecycle case study on creating Pickleball.com's Tips of the Week newsletter, a weekly instructional video franchise that grew into an owned media channel with about 16,000 clicks per week and sponsor demand.

Technical Case Study

Designing a Product-Qualified Lead Routing System Using Shopify Revenue Signals

A technical lifecycle case study on using Shopify revenue signals, Zendrop product events, CRM ownership assignment, sales notifications, rep-based email and SMS, lifecycle stage updates, and nurture suppression to route Product Qualified Leads.

Technical Case Study

Designing Behavior-Based Onboarding Around Leading Indicators of Retention

A technical lifecycle case study on redesigning Zendrop onboarding around retained-customer behavior, activation milestones, customer state, and trial-to-paid conversion.

Technical Case Study

Building a State-Aware Evergreen Nurture System

A technical case study on using customer attributes, behavioral branching, and dynamic CTA blocks to reinforce Zendrop activation milestones after onboarding.

Technical Case Study

Recovering Abandoned Affiliate Trial Signups With Lifecycle Automation

How Zendrop recovered abandoned affiliate trial signups by capturing intent before payment friction, preserving attribution, and rebuilding trust through lifecycle automation.

Technical Case Study

Building a Research-Led Education Engine Before Black Friday

A technical lifecycle case study on using Typeform research, customer pain points, Q4 proof, and a multi-phase education campaign before Zendrop's Black Friday offer.

Technical Case Study

Rebuilding a Webinar Funnel From Registration to Revenue

A technical lifecycle case study on rebuilding Zendrop's webinar funnel across registration, reminders, SMS, attendance paths, replay, offer sequencing, urgency, purchase conversion, and exit logic.

Lifecycle Engineering

How I Used AMPscript to Dynamically Render the Correct Financing Offer in Salesforce Marketing Cloud

A technical case study on using AMPscript in Salesforce Marketing Cloud to select the right financing offer and render dynamic payment messaging.

Lifecycle Engineering

Building Custom Journey Exit Logic in Salesforce Marketing Cloud

How to build custom Journey Builder exit logic with Automation Studio SQL, shared IDs, and contact attributes when conversion data lives elsewhere.

Lifecycle Engineering

Building Location-Aware Email Personalization with Liquid and Customer.io Collections

How to use Customer.io Collections and Liquid to render location-aware tournament recommendations without dozens of campaign branches.

Lifecycle Engineering

Using HubSpot Custom Code Actions to Build Intelligent Referral Matching

How HubSpot custom code actions, CRM search, confidence scoring, and routing can match patient referrals to the right clinic record.

Lifecycle Engineering

Building a Scalable Reporting Pipeline in Salesforce Marketing Cloud

How to design a Salesforce Marketing Cloud reporting pipeline with SQL transformations, cached dashboards, and A/B test analysis.