CLIENT CONTEXT

TOMORO Coffee is a fast-growing coffee chain that started in Indonesia and built brand presence across Southeast Asia.

Public sources show it opened its first Jakarta store in 2022 and scaled to around 600 Indonesia stores by 2024, with a 1,000-store ambition.

By 2024, it operated in 58 of Indonesia's 98 cities and had around 20 international stores across China, Singapore and the Philippines.

In 2025, expansion focus moved beyond major Java cities toward tier-2 and tier-3 cities across Sumatra, Kalimantan and Sulawesi.

BUSINESS CHALLENGES

Rapid store expansion increased headquarters and regional management complexity across cities, islands and store maturity stages.

Manual follow-ups and after-the-fact reporting could not support fast anomaly detection, new-store ramp-up monitoring or region-by-region adjustment.

App-driven operations generated data beyond POS transactions: member behavior, campaigns, benefits, delivery, payment and repurchase signals.

Finance, delivery, campaign cost and store performance needed to be analyzed together to understand the true quality of growth.

Store expansion required map-based decision support across location, city tier, density, delivery radius, member penetration and consumption potential.

GUANDATA SOLUTION

Built an overseas operations analytics layer covering store management, finance, member operations, overall business performance, delivery and store-expansion mapping.

Created store dashboards tracking sales, orders, product mix, time-period performance, rankings and abnormal fluctuations.

Connected app orders, member benefits, campaigns and store performance to evaluate conversion, repurchase and campaign effectiveness.

Consolidated sales, orders, activities, expenses and financial results into a unified business view.

Supported delivery analytics across delivery orders, fulfillment timeliness, abnormal orders, store capacity and regional differences.

Customized Indonesia map-based analysis for store distribution, regional coverage, potential whitespace and location planning.

SELECTED ANALYTICS SCENARIOS

BUSINESS IMPACT

Enabled scalable management of a fast-growing overseas coffee-store network with unified operational indicators.

Helped teams identify new-store ramp-up, mature-store volatility, low-performing stores and regional gaps more efficiently.

Brought app-based member operations into the business management loop, from campaign execution to conversion and repurchase review.

Improved finance-operation alignment through a shared view across store performance, costs, campaigns and financial outcomes.

Turned delivery fulfillment into a measurable part of store performance management.

Supported regional expansion and store-opening decisions with map-based analysis.

APPLICABLE SCENARIOS

Applicable to Indonesian and Southeast Asian retail, F&B;, coffee, pharmacy, lifestyle and franchise chains scaling across cities.

Useful when customers need app-driven member operations, store performance, delivery quality, finance-operation alignment and location planning.

DATA & PROCESS SCOPE

Covers store operations, finance, member operations, delivery analytics, campaign review and map-based store expansion.

Connects app orders, member benefits, activities, expenses, store performance and regional expansion data.

KEY TAKEAWAY

This case shows how Guandata supports fast-scaling Indonesian retail operations across stores, members, delivery and expansion planning.