CASE STUDY

CASE STUDY

Data-Driven Fertilizer Subscription

Data-Driven Fertilizer Subscription

Data-Driven Fertilizer Subscription

TIMEFRAME
TIMEFRAME

Long-term collaboration

Long-term collaboration

INDUSTRY
INDUSTRY

E-commerce / AgriTech / Subscription D2C

E-commerce / AgriTech / Subscription D2C

TEAM SIZE
TEAM SIZE

Small

Small

TOOLS
Airtable Interfaces
Airtable Automations
Airtable REST API
Shopify
Make
Slack
Mailersend
Chargebee
GraphQL
Webflow
Typeform
Custom JavaScript scripts
Need & Problem

I joined the company at the very beginning, when the idea was to build a fully personalized fertilizer subscription service.

There was no existing system. Everything had to be designed and built from scratch.
The challenge was to turn a science based product into a scalable operational model:
• Structure customer lawn data in a usable way
• Integrate weather data into fertilizer logic
• Process laboratory soil results automatically
• Calculate fertilizer quantities per lawn and trimester
• Connect product logic with Shopify and recurring billing
• Manage automated deliveries for around 1,000 customers per cycle
• Enable personalized customer communication based on Airtable data
• Create visibility for the team through operational dashboards

The business model depended entirely on building a reliable, automated backbone from day one.

The Solution

I designed and implemented the operational backbone of the business:
• Built the full data architecture in Airtable (customers, lawns, fertilizers, subscription cycles)
• Developed custom logic to calculate fertilizer quantities per lawn and trimester
• Automated soil lab result ingestion via FTP integration
• Integrated Shopify product logic via GraphQL (via make.com)
• Implemented recurring delivery automation (~1,000 customers per cycle)
• Built Airtable dashboards for operational monitoring, subscription oversight, and delivery tracking
• Implemented personalized email automation (newsletters and customer communication) powered by Airtable data and synced to the marketing system (Mailersend)
• Set up Slack-based error monitoring and alerts
• Contributed to the development of a customer portal for personalized lawn care instructions (Webflow)

RESULTS
End-to-end automation
Scalable system architecture
Integrated data ecosystem
Real-time reporting
Reliable subscription engine
Growth-ready foundation
SKILLS
System architecture design
Operational system design
Automation strategy
API integration
Scripting and custom logic
Scalability planning
Technical ownership
RESULTS
End-to-end automation
Scalable system architecture
Integrated data ecosystem
Real-time reporting
Reliable subscription engine
Growth-ready foundation
SKILLS
System architecture design
Operational system design
Automation strategy
API integration
Scripting and custom logic
Scalability planning
Technical ownership
SKILLS
System architecture design
Operational system design
Automation strategy
API integration
Scripting and custom logic
Scalability planning
Technical ownership