E-Commerce

ShopFlow

Headless Commerce at Black Friday Scale

ClientShopFlow Commerce Ltd.
Duration11 months
Team10 engineers
Year2022
🛒

📋 Overview

ShopFlow's existing Shopify setup couldn't handle flash sales — they were losing $400K per hour during outages. We rebuilt their commerce platform as a cloud-native headless architecture that scaled from 500 to 25,000 concurrent users in under 60 seconds, with zero downtime across two consecutive Black Fridays.

⚠️ The Challenge

Flash sales were bringing in 50× normal traffic in minutes. Shopify's shared infrastructure couldn't handle it. Cart abandonment during peak hit 78%. Their checkout flow had 7 steps and a 4.2 second load time. Payment failures were running at 12% during peak. Each Black Friday was a PR disaster.

💡 Our Solution

We built a decoupled headless storefront on Next.js backed by a custom commerce engine. Auto-scaling Kubernetes handles traffic spikes. A Redis-backed inventory reservation system prevents overselling. The checkout was rebuilt as a 2-step flow with sub-second response times using optimistic UI and edge-cached product data.

Results That Speak

🚀50×Traffic Scale Handled
0Downtime on Black Friday
⏱️1.1sCheckout Load Time (was 4.2s)
🛒31%Cart Abandonment Reduction
💰$8M+Peak Day Revenue
💳0.8%Payment Failure Rate (was 12%)

Key Features

60-Second Auto-Scale

KEDA-powered Kubernetes scales from 5 to 500 pods in under 60 seconds on traffic spike detection.

🛡️

Inventory Reservation

Redis-atomic cart reservations prevent overselling even at 25K concurrent checkouts.

🔍

Algolia Search

Sub-50ms product search with typo tolerance, personalisation, and instant filters.

🌍

Edge-Cached Storefronts

Cloudflare Workers serve product pages from 300+ edge locations with stale-while-revalidate.

📊

Real-Time Sales Dashboard

Live GMV, conversion funnel, inventory alerts, and geographic sales heatmaps.

🎨

Headless CMS

Marketing team controls all content, banners, and promotions with zero engineering involvement.

Technology Stack

Frontend

Next.js 14TypeScriptFramer MotionTailwind CSS

Commerce Engine

Node.jsGraphQLStripeAlgolia Search

Caching & Scale

Redis ClusterCloudflare WorkersCDN Edge Cache

Infrastructure

AWS EKSKEDA Auto-scalingTerraformDatadog

Database

PostgreSQLPgBouncerElasticsearch

Project Timeline

01

Architecture & Scoping

5 weeks

Load profiling, bottleneck analysis, headless architecture design, vendor selection.

02

Commerce Engine

12 weeks

Custom product/cart/order APIs, inventory service, Stripe integration, webhook system.

03

Storefront

10 weeks

Next.js headless frontend, edge caching strategy, search integration, mobile optimisation.

04

Scale Engineering

8 weeks

Kubernetes auto-scaling, load testing to 100K RPS, Redis clustering, chaos engineering.

05

Admin & CMS

6 weeks

Merchant dashboard, headless CMS, inventory management, order fulfilment flows.

06

Launch & Black Friday

7 weeks

Staged rollout, Black Friday war-room, real-time monitoring, post-event optimisation.

We survived our biggest sales event ever without a single incident. The engineering team set up a war-room with us and monitored every metric in real time. Zero downtime. $8M in a single day. Absolutely incredible.
DK
Dev Kapoor
Founder & CEO, ShopFlow Commerce
★★★★★

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