Software Development · Case Study
High-Performance Order Management System for an Omnichannel Retail Brand
How Softaims re-engineered the Order Management System (OMS) for a $240M US apparel retailer, supporting 38,500 checkouts per minute with zero oversold orders during peak Cyber Week sales.
ClientUS Omnichannel Retail & Apparel Brand
IndustryRetail & E-Commerce
Project typeCustom E-Commerce SaaS & Order Management System
Duration14 weeks

Project Summary
Our client is a prominent US apparel and lifestyle retailer generating over $240 million in annual revenue across 180 physical retail stores and an international online storefront. During previous Black Friday and Cyber Monday holiday sales, their legacy e-commerce platform suffered severe checkout slowdowns and inventory desynchronization, resulting in 4,200 oversold orders and costly customer refund vouchers.
Softaims re-engineered their core Order Management System (OMS) and Real-Time Inventory Allocation Engine using Next.js, Node.js, and in-memory stock reservation locks. The new platform effortlessly supported 38,500 checkouts per minute during Cyber Monday with sub-second response times, zero oversold orders, and a record $14.2M in single-day holiday sales.
About the Client
Headquartered in Seattle, Washington, the client is a beloved lifestyle and outdoor apparel brand operating 180 brick-and-mortar retail stores across North America alongside a high-volume global digital commerce store.
The Business Challenges
For retail brands, the Cyber Week holiday period generates over 35% of total annual operating profits. In the previous holiday season, high-demand product drops and flash sales pushed concurrent checkout attempts to 35,000 checkouts per minute.
Under this intense traffic burst, the legacy software failed in critical areas:
- 4,200 Oversold Orders: Because inventory updates lagged in slow database queues, multiple online shoppers checked out the exact same limited-stock items simultaneously. The company had to cancel 4,200 orders, costing $320,000 in refunds and apology gift vouchers.
- In-Store Pickup (BOPIS) Confusion: Customers who placed 'Buy Online, Pick Up in Store' orders arrived at local stores only to find the items had already been sold to walk-in shoppers because inventory updates took 20 minutes to sync.
- Checkout Abandonment: Checkout response times slowed to nearly 7 seconds, prompting frustrated mobile shoppers to abandon full carts during peak promotional hours.
The Solution: Real-Time Stock Reservation & High-Speed Checkout Architecture
Softaims redesigned the order processing pipeline to handle extreme concurrency smoothly and keep store inventory synchronized in real time.
Key Capabilities Delivered:
- Instant In-Memory Stock Holds: When a customer begins checkout, the system places a temporary 10-minute hold on the item in ultra-fast memory in 0.8 milliseconds. If stock runs out, subsequent shoppers are instantly notified without slowing down the database.
- Decoupled Payment & Warehouse Sync: Payment processing is separated from slower warehouse ERP systems using asynchronous event queues, ensuring warehouse communication delays never make a customer's checkout hang.
- Real-Time 180-Store Inventory Synchronization: Physical store cash registers and online shopping carts share an event-driven inventory stream, keeping stock counts perfectly accurate across all 180 stores within 1.8 seconds.
- High-Speed Next.js Storefront: Rebuilt product catalog pages with modern edge caching, delivering instantaneous catalog browsing and sub-second checkout on mobile devices.
Our Process: Rigorous Load Testing & Holiday Season Readiness
To guarantee flawless performance under peak holiday pressure, Softaims executed a 14-week development and testing schedule:
- System Architecture Redesign (Weeks 1–3): Designed the in-memory reservation engine and event-driven order processing workflows.
- Core Engine Development (Weeks 4–8): Developed the new order management microservices, Redis reservation cluster, and ERP sync pipelines.
- Simulated Peak Load Testing (Weeks 9–11): Ran synthetic stress tests in k6 simulating 50,000 simultaneous shoppers checking out in the same minute, fine-tuning response times and memory efficiency.
- Seamless Store Rollout (Weeks 12–14): Connected all 180 retail store locations and launched the new digital checkout system 6 weeks ahead of Black Friday.
Key Results & Commercial Impact
The modernized OMS transformed the brand's holiday sales performance and eliminated customer service friction:
- Record $14.2M Cyber Monday: Processed 38,500 checkouts per minute with 100% system uptime, achieving the highest single-day revenue in the brand's history.
- Zero Oversold Orders: Across 2.1 million items sold throughout Cyber Week, the system achieved 0.000% overselling, completely eliminating customer cancellation emails.
- Instant 210ms Checkout Speed: Average checkout response time improved from 6.8 seconds to 210 milliseconds (-96.9% faster).
- +42% In-Store Pickup Revenue: Reliable real-time store stock counts boosted 'Buy Online, Pick Up in Store' sales by 42%, driving valuable foot traffic to physical retail stores.
- +61% Mobile Conversion Increase: Fast, seamless mobile checkout lifted digital conversion rates from 1.8% to 2.9%.
Client Feedback
"Black Friday used to mean panic in the engineering war room—crashed checkout servers, oversold inventory, and thousands of angry customer service tickets. Softaims completely transformed our digital infrastructure with their modern OMS architecture."
"On Cyber Monday, we processed over 38,000 orders a minute with sub-second response times and zero inventory errors. It was the smoothest, most profitable holiday season in our company's history."
— David Ross, Director of Digital Engineering, US Omnichannel Retail Brand
About the Author
Author icon By Victoria M.
- ✓ Verified Expert
Experience icon 9 years of experience
My name is Victoria M. and I have over 9 years of experience in the tech industry. I specialize in the following technologies: Front-End Development, JavaScript, React, Next.js, Node.js, etc.. I hold a degree in Master of Commerce (MCom). Some of the notable projects I've worked on include: Fintech SaaS with Multi-Payment & Accounting API Integration, Uber-like Web & Mobile App for Charter Flight Booking, Fitness Web App with Tracking System and Dashboard, SaaS Platform Development with AI Image Editor, E-commerce Platform with Crypto Payments & Discount Features, etc.. I am based in Rivne, Ukraine. I've successfully completed 20 projects while developing at Softaims.
I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last.
My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims.
Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today's highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.



