How a fast-growing cafe escaped the off-the-shelf trap and took back its time.
MatchaDachi is a fast-growing cafe brand dedicated to making high-quality matcha accessible to everyone. As they expanded, so did the complexity of their daily operations, supply chain and store management.
- Client
- MatchaDachi
- Industry
- Cafe & Retail
- Service
- Intelligent Workflow Automation
- What we built
- Data pipeline & inventory layer
The challenge
Like many growing retail brands, MatchaDachi relied on an off-the-shelf point-of-sale system that dictated how they ran their business, instead of supporting the way they actually worked. That created a chain of bottlenecks:
- Data locked away.The POS kept their data in a rigid structure that couldn't be exported in detail or freely analysed, leaving store owners blind to underlying trends.
- A daily admin drain.Managers and staff cross-checked inventory by hand at the end of every day, hours that should have gone to customers, growth and their teams.
- Room for error.Without detailed data, that manual reconciliation was prone to mistakes that distorted their true stock levels.
- Running on gut feel.Restocking relied on intuition, not data, which meant missed sales and frequent stock-outs.
- Strategy on hold.Leadership couldn't plan with confidence, because they couldn't access or trust the numbers their POS gave them.
What we built
Rather than moving MatchaDachi onto yet another generic platform, we built a solution designed around their actual daily operations: a custom data pipeline and inventory management layer that bridges the gap between what their POS captures and what the business really needs.
With their data freed from the POS, the mechanical work of inventory tracking now runs on its own. The system does the maths; the team focuses on the matcha.
What changed
Data
Locked structure, manual exports, delayed reporting.
Automated data intake, much faster processing and real-time visibility.
Inventory
Restocking based on gut feel and guesswork.
Reliable forecasting and planning, backed by detailed, accessible data.
Branches
Hidden bottlenecks and reactive problem-solving.
Faster calls on branch operations, catching stock-outs before they happen.
People
Hours lost every day to manual, error-prone reconciliation.
Far less admin, and managers back to focusing on growth and creative strategy.
MatchaDachi stopped working as data-entry clerks for their software and got back to growing their brand.
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