D2C eCommerce & Coffee Subscription Platform Development
A subscription-based coffee platform designed around curated tasting experiences, community feedback, and data-driven coffee selection instead of traditional eCommerce selling
Measured post-launch vs. the previous period - GA4 / Shopify Analytics.
THE CLIENT
Mr. Roasters Coffee is a specialty coffee subscription platform that focuses not on selling coffee, but on creating structured tasting experiences for users who want to explore high-quality fresh coffee from different roasters.
Each delivery is designed as a “tasting flight” with blind samples, allowing users to evaluate coffee without bias toward brand or origin. The system is enriched with tasting cards and community feedback, turning coffee consumption into a shared, data-driven experience
PROBLEM SPACE
Reframing Coffee as an Experience, Not a Product
The platform needed to move beyond traditional coffee eCommerce and create a structured tasting ecosystem
Bias-Free Product Evaluation
Users had to evaluate coffee without influence from origin or brand perception, requiring a “blind tasting” system
Community Feedback Integration
The system needed to collect, compare, and visualize feedback from users and roasters in a meaningful way
Subscription Complexity
Managing recurring deliveries, preferences, and gifting options required a flexible subscription infrastructure
WHAT WE DID
Tasting-Driven Product Structure
Built a system of curated tasting flights where each delivery is designed as a controlled sensory experience
Blind Coffee Selection Mechanism
Implemented “blind bags” functionality to ensure unbiased evaluation of coffee samples
Subscription System Integration
Developed flexible subscription logic allowing users to manage recurring deliveries and gift subscriptions
Community Feedback Loop
Created a system where users can rate coffees and compare their feedback with roasters and the broader community
Product Highlighting System
Introduced “All Stars” selection based on aggregated tasting results to surface the highest-rated coffees
TECHNICAL IMPLEMENTATION
Defined user journey from subscription → tasting delivery → feedback → community comparison
Integrated ReCharge to manage recurring orders, subscriptions, and gifting flows
Built Shopify-based storefront optimized for subscription-first logic rather than one-time purchases
Implemented Stripe API for secure and flexible payment processing
Developed JavaScript-based interactions for rating, feedback submission, and product exploration
WORKING PROCESS
We didn’t build a coffee shop - we built a tasting system
Every interaction was designed around discovery, evaluation, and feedback, not purchase alone
The system encourages users to continuously refine their taste preferences through structured feedback
All UX flows were built around recurring engagement, not single transactions
Product quality is shaped by aggregated user and roaster feedback, not static catalog decisions
PROJECT RESULTS
A subscription-based coffee ecosystem centered on tasting experiences instead of product listings
A structured blind-tasting system that removes brand bias from evaluation
Engaged user community contributing to product scoring and selection
Scalable subscription infrastructure for recurring deliveries and gifting
A data-driven product evolution model powered by user feedback loops
TOOLS WE USE
Development & Frontend
- Shopify
- JavaScript
Subscription & Commerce Logic
- ReCharge
Payments & Transactions
- Stripe API
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