Case Study · AgriTech · B2C Commerce · Embedded Finance

How We Built a B2C Agri Commerce Platform —
10,000 Orders a Day in 12 Weeks

Waycool Foods, one of India’s largest agritech-to-retail supply chain operators, needed a B2C commerce app for fresh produce — complete with embedded credit, dynamic pricing, and integrated logistics. Twelve weeks later, they were processing 10,000 orders a day with 99% uptime.

10,000 Orders processed per day
within 3 months of launch
99% Uptime maintained
across peak traffic
98% Order fulfillment rate
from basket to doorstep

Waycool Foods operates one of India’s largest farm-to-retail supply chains — sourcing from 100,000+ farmers and distributing to retailers, hotels, restaurants, and institutional buyers across South India. Their B2B infrastructure was already at scale. The opportunity was the consumer.

They wanted to open a direct B2C channel: selling fresh produce to consumers through a mobile app. But this wasn’t a simple storefront layered on top of existing B2B inventory. The business model required four things that had to work together from day one:

  • Embedded credit — letting consumers buy now and pay later on their produce baskets, settled in 7–15 days
  • Dynamic market-led pricing — prices that adjust in real time based on supply, demand, and spoilage windows to protect margin on perishable produce
  • Integrated logistics — same-day or next-day delivery from Waycool’s existing warehouse network, routed intelligently across fulfillment centers
  • Live inventory sync — real-time stock coordination between B2C orders and the existing B2B wholesale operation so the same inventory pool could serve both channels without conflicts

They had 90 days to launch before the peak harvest season. They needed a partner who could build the full stack — commerce, credit, pricing, and logistics — and stay to operate it under SLA.


Three reasons.

Reason 01

End-to-end, not piecemeal.

Every other vendor they spoke to offered a separate e-commerce frontend, a separate credit provider integration, a separate logistics API layer. We scoped it as one platform: commerce, credit, payments, pricing, and logistics under a single data model. One integration surface, one accountability line, one SLA.

Reason 02

AI-native pricing and fulfillment from day one.

Dynamic pricing for perishable produce and intelligent route optimization are too complex for hardcoded rules. They decay within weeks as supply patterns shift. We architected the AI layer upfront — demand forecasting, price elasticity modeling, and delivery route optimization — not as bolt-ons after the core platform shipped.

Reason 03

Twelve weeks with full visibility, or we don’t sign.

Waycool’s operations team had been through a failed platform build before. Their condition was weekly working demos — not status updates, running software on a staging environment — or they would stop the engagement. We ran all twelve weeks that way. They could see the platform grow every Friday.


A six-layer B2C commerce platform — every layer shipped together.

Layer 01 · Consumer App

iOS + Android Commerce App

A React Native app for consumers to browse fresh produce, build baskets, select delivery slots, and check out. Embedded credit checkout for eligible buyers — “Pay Later with Waycool Credit” at checkout, white-labeled so the credit experience lives entirely inside the Waycool app. Cart-to-order flow optimized for low-bandwidth mobile conditions common in South India.

Layer 02 · AI Pricing Engine

Real-Time Dynamic Pricing

Prices update every 15 minutes based on four inputs:

  • Inventory levels and spoilage windows (perishable-first allocation)
  • Historical demand patterns by delivery zone and day-of-week
  • Elasticity models that move inventory before spoilage without eroding margin
  • Competitive pricing signals from external market data

Consumers see both “market price” and their “locked price” at checkout.

Layer 03 · Inventory Bridge

Real-Time WMS Sync

A live sync layer between the B2C platform and Waycool’s existing warehouse management system. B2C orders reserve inventory instantly on confirmation; if stock drops below threshold, the SKU auto-delists from the consumer app. The same inventory pool serves both B2C and B2B channels without conflicts or oversells.

Layer 04 · Embedded Credit

White-Label “Pay Later” Infrastructure

Integration with Waycool’s credit partner: eligibility checks at checkout, credit limit management, repayment scheduling, and delinquency tracking. The full credit lifecycle is white-labeled — consumers see “Waycool Credit,” not a third-party brand. Credit exposure dashboards for Waycool’s risk team built into the operations console.

Layer 05 · Logistics Orchestration

Intelligent Order Routing

Each order is assigned to the optimal fulfillment center based on three real-time signals: which warehouse holds the required SKUs, the consumer’s selected delivery slot, and delivery route density (batching nearby orders into single runs). Direct integrations with last-mile delivery providers for same-day and next-day fulfillment.

Layer 06 · Operations Console

Merchant & Ops Dashboard

A web-based console for Waycool’s operations team: order queue by status, exception management (damaged produce, failed delivery, out-of-stock escalations), credit exposure monitoring, and pricing rule overrides. Real-time dashboards for fulfillment rate, uptime SLA, and credit portfolio health. Role-based access for ops, finance, and logistics teams.


Mobile
React Native
iOS + Android consumer app
TypeScript
Type safety across app layer
Tailwind
Design system & tokens
Frontend Web
Next.js
Operations & merchant console
React + TypeScript
Component layer
Tailwind
Consistent with mobile tokens
Backend
Node.js
Core API & orchestration
PostgreSQL
Orders, credit, inventory records
Redis
Pricing cache & session state
AI / ML Layer
OpenAI
Demand forecasting, price elasticity
Custom ML pipeline
Route optimization engine
15-min pricing loop
Real-time price update cadence
Integrations
Credit partner APIs
Embedded Pay Later infrastructure
Payment gateways
Cards, UPI, wallets + credit checkout
WMS bridge
Webhook + polling sync to inventory
Logistics APIs
Last-mile delivery providers
Infrastructure
AWS (EKS, RDS, S3)
Compute, database, storage
CloudFront + WAF
CDN & web application firewall
SOC2-aligned
Logging, audit trail, encrypted PII

Twelve one-week sprints, each ending with a working demo on staging. Waycool’s ops and product leads attended every Friday demo. The scope was locked in week one and stayed locked — no late additions, no scope creep, no re-negotiations.

Weeks 1–2

Scope, Architecture & Integration Design

Locked the full data model, the credit integration design, the pricing engine architecture, and the logistics partner selection in a 3-day working session with Waycool’s product and ops leads. Signed off integration contracts with the credit partner, two logistics providers, and the WMS team. Consumer app wireframes reviewed and approved by end of week two.

Weeks 3–5

Core Commerce Platform

Shipped the full consumer app — browse, cart, slot selection, checkout — with payment integrations (cards, UPI, wallets). Order management system live on staging. The Waycool team could place a test order end-to-end through the app by the Friday of week five. Real inventory was not yet wired — orders hit a staging WMS environment.

Weeks 6–7

AI Pricing Engine

Built and validated the demand forecasting models against Waycool’s historical B2B order data. Price elasticity engine live — prices updating on the staging app every 15 minutes based on synthetic inventory inputs. Spoilage-aware allocation logic reviewed with Waycool’s supply chain team and signed off. First real pricing cycle ran in production staging on Thursday of week seven.

Weeks 8–9

Embedded Credit & Logistics Integration

Credit partner integration live: eligibility checks at checkout, limit management, repayment schedule generation, and delinquency tracking wired end-to-end. White-label credit UI reviewed and approved by Waycool’s brand team. Logistics provider APIs integrated — route optimization engine running, test orders assigned to fulfillment centers based on live slot and inventory signals.

Weeks 10–11

Inventory Bridge, Ops Console & Load Testing

WMS sync live against Waycool’s production inventory system. B2C orders now reserving real stock instantly. Operations console shipped with order queue, exception management, credit exposure dashboards, and pricing rule overrides. SOC2-aligned audit logging wired throughout. Load test to 15,000 concurrent sessions — infrastructure scaled without degradation. UAT with Waycool’s ops team: eleven issues found, all resolved by Thursday of week eleven.

Week 12

Soft Launch, Public Launch & Scale to 10,000 Orders/Day

Soft launch to 500 internal users on Monday. 48-hour stability window with no issues. Public launch on Wednesday. Order volume grew from 200 orders on day one to 10,000 orders per day within the first three months under our post-launch Operate SLA. We stayed on platform for 60 days after launch — monitoring, handling edge cases, handing off a stable platform with full runbooks to Waycool’s internal team.


Numbers from the first three months of live operation. Every figure below reflects real consumer order behaviour and real platform performance on the production system.

10,000
Orders per day within 3 months of launch. The platform scaled from 200 orders on launch day to 10,000 daily orders within the first three months — a 50x growth in daily volume — without a platform rebuild or infrastructure re-architecture. The load-tested, horizontally scalable AWS deployment absorbed the growth without degradation.
99%
Uptime maintained across peak traffic periods and promotional spikes. The 99% uptime figure held through harvest season peaks, flash sale events, and weekend morning surges — the highest-traffic windows for fresh produce orders. No production incidents that caused customer-visible downtime in the first 60 days under our Operate SLA.
98%
Order fulfillment rate from basket to doorstep. Across all orders placed, 98% were successfully fulfilled — accounting for stockouts, produce damage at warehouse, and last-mile delivery failures. The 2% exception rate was handled automatically by the ops console exception workflow, not by manual intervention.
30%
Of orders placed using the “Pay Later” embedded credit option. Credit adoption drove measurably higher basket sizes — consumers using Pay Later spent an average of 2.3x more per order than cash or card buyers. The credit layer, built white-label under the Waycool brand, became a material customer acquisition and retention lever within the first month.
12%
Reduction in spoilage through AI-powered inventory-aware pricing. The dynamic pricing engine’s perishable-first allocation — marking down produce approaching its spoilage window to clear inventory before waste — cut spoilage by 12% versus the baseline from Waycool’s B2B operations, while an 8% margin improvement from price elasticity optimization offset the markdown cost.
12 Weeks
On schedule for peak harvest season — the hard external deadline. The 90-day window Waycool had before the harvest season peak was non-negotiable. We delivered a working, load-tested platform in 12 weeks — on time, on scope, and on budget. The harvest season became the B2C channel’s first high-volume stress test. It passed.

Most agritech operators treat B2C as a side channel — a simple storefront plugged into existing B2B infrastructure as an afterthought. Waycool treated it as a new business model: embedded credit as a customer acquisition lever, dynamic pricing as a margin optimizer, and integrated logistics as a consumer promise that could differentiate in a commoditised market.

The platform didn’t just sell produce. It sold a different way to buy produce — with credit, with freshness guarantees priced in real time, with predictable same-day delivery. That’s the difference between a storefront and a commerce platform.

The 12-week timeline only held because every layer was designed together from the start. Pricing had to know about inventory levels. Logistics had to know about credit status. The ops console had to see all three. Platforms that bolt these layers together after the fact spend months integrating what should have been built as a system.


Building a B2C commerce platform?
Or any consumer-facing product?

If your build needs commerce, embedded credit, dynamic pricing, or integrated logistics — and you need a team that ships production-grade software in weeks — we scope it in one working session and commit to a fixed fee within 48 hours.