about & identity.
The traits I recognise in myself.
Core internal traits, behavioral patterns, and personal engineering philosophy extracted from 10+ years of MarOps leadership and life experiences.
Curious
I like finding out how things work and following a question until I discover something.
Drives deep reverse-engineering of API webhooks, lead scoring discrepancies, and CRM ingestion rules until root causes are found.
Independent
I enjoy being given a budget/things and take ownership of the outcome.
Comfortable operating autonomously as a single source of truth for MarTech stacks, from architecture to execution.
Adventurous
I'll do something, for example, leap into something that I haven't done in a very long time if the opportunity presents itself.
Eager to adopt cutting-edge automation models, modern TypeScript pipelines, and untangle complex enterprise architectures.
Calm
I generally prefer thinking things through rather than speaking unnecessarily before to think.
Essential for high-pressure incident mitigation, systematically reducing backlog defects from hundreds to <20 under tight deadlines.
Build. Learn. Solve. Make an impact.
I am motivated by difficult problems, learning, connecting processes, and having freedom to experiment and seeing that something I built or changed actually worked.
I like building: this website is one example — alongside automated MJML email templates, lifecycle nurturing engines, and API sync pipelines.
I like solving: especially problems where the answer is not obvious at the start — diagnosing attribution leaks, sync latency, and CRM deduplication.
I like learning: but I work better when curiosity has some focus — earning 3x HubSpot Academy certifications and diving into modern automation frameworks.
I like freedom: enough space to think, experiment, and take ownership — turning manual bottlenecks into autonomous engines that save 1,000+ operational hours.
Approachable, friendly and loyal.
I am usually the person organizing trips for my friends, and enjoy long conversations about completely random topics. I can be introverted, but that does not mean I dislike people — I just prefer good conversations to colossal ones.
And yes, I am adventurous enough to travel solo, then come home, and immediately start planning the next trip.
In engineering and cross-functional teams, this translates to calm collaboration, transparent sprint updates in Jira, and authentic loyalty to teammates and long-term project outcomes.
60-Day Enterprise Architecture Rollout
How I partner with B2B SaaS VP/Directors of Marketing and RevOps to stabilize CRM syncs, eliminate attribution disputes, and automate sub-5m sales handoffs without disrupting daily operations.
Audit & Schema Lock
- Webhook & sync error log forensic audit
- Custom property taxonomy freeze
- Duplicate contact & company mapping
- Single-source-of-truth definition
Lifecycle & Ingestion Gate
- Multi-branch workflow loop prevention
- Demographic & behavioral intent scoring
- Cascading form field standardization
- Spam & competitor domain filtering
SLA Routing Engine
- Round-robin territory assignment logic
- Real-time Slack / Teams ChatOps alerts
- Sub-5m SLA automated escalation timer
- Sales rep activity tracking gates
Revenue Attribution & Board Deck
- Multi-touch W-shaped model deployment
- Executive dashboard build (Looker/HubSpot)
- Campaign influence ARR reconciliation
- Standard operating procedure handoff
Proving $1.4M+ Closed ARR via Multi-Touch Attribution
Enterprise HealthTech SaaS ($35M ARR) · Defending marketing budget in front of the board with mathematically auditable pipeline data.
Disputed Marketing Pipeline
The VP of Marketing faced intense CFO scrutiny over $600K annual acquisition spend because the CRM used naive last-touch attribution, crediting 85% of enterprise deals to direct outbound sales and obscuring digital touches.
W-Shaped Attribution & Data Pipeline
Architected custom object data pipeline linking HubSpot web interactions, gated content downloads, and product webinars directly to Salesforce Opportunity Contact Roles with W-shaped weighting (30% first touch, 30% lead creation, 30% opp creation, 10% middle).
$1.4M+ ARR Attributed & Budget Defended
Proved $1.42M in closed-won ARR directly influenced by multi-channel marketing campaigns. The VP successfully secured a 35% budget expansion for the next fiscal year backed by immutable attribution telemetry.
Explore Case Studies & Specifications
Deep-dive specifications into enterprise lifecycle systems, lead scoring engines, and API sync pipelines.
HubSpot Workflows
Engineer multi-step visual workflows, if/then branch logic, and automated lead routing across customer journeys.
Lifecycle Scoring
Build behavioral and demographic lead scoring models that automate Subscriber → MQL → SQL stage transitions.
CRM Data Hygiene
Enforce custom property schemas, contact deduplication, and opt-in compliance to maintain a single source of truth.
Email Architecture
Develop modular responsive MJML/HTML5 email systems and behavioral nudge engines that accelerate campaign velocity.
API & Webhook Sync
Connect web applications, DAM platforms, and CRM engines via RESTful APIs and webhooks for real-time trigger automation.
Revenue Attribution
Turn cross-channel campaign data into multi-touch attribution dashboards, pipeline velocity metrics, and marketing ROI.
Need an Enterprise-Grade Lifecycle Architecture?
Schedule a 20-minute technical discovery call to review your current lifecycle workflows, CRM hygiene schemas, or deliverability infrastructure.