E-Commerce Brands ($1M–$20M)
Somewhere between $1M and $20M, every e-commerce brand hits the same wall: the systems that worked when you were small stop working, and nobody on the team has time to fix them while also running the business.
Segment Profile
// Market Context
The Landscape
The $1M–20M revenue band is where e-commerce brands experience the sharpest operational inflection point. Below $1M, manual processes and off-the-shelf apps are sufficient — volume doesn't punish inefficiency yet. Above $20M, brands have hired real engineering capability.
In between, SKU complexity and channel count have grown past what spreadsheets can support, but the brand isn't large enough to justify a full internal engineering org. Over-investing in a full internal team too early, or continuing to duct-tape solutions, represents an expensive operational failure.
// Scaling Barriers
Operational Inefficiencies & Channel Complexity
Business Bottlenecks
- ✕The founder or a small ops team is still manually reconciling inventory and routing fulfillment decisions.
- ✕Customer service headcount is growing linearly with order volume because there's no self-serve infrastructure.
- ✕Marketing can't get clean data to prove ROI because attribution is fragmented across platforms.
- ✕SKU count has grown to the point where manual inventory tracking produces regular errors.
- ✕The original Shopify app stack, chosen when the brand was small, now creaks under multiple warehouses and 3PLs.
Growth & SKU Challenges
- ✕International expansion or new channels (TikTok Shop, wholesale) add compounding operational complexity.
- ✕Cannot confidently forecast demand for new product launches, leading to over- or under-production.
- ✕Recommendations and email personalization remain generic despite years of accumulated purchase data.
- ✕PCI-DSS scope grows as payment volume and channels increase.
Business & Attribution Risks
- ✕Growth plateauing not because of demand but because operations can't support more volume without breaking.
- ✕A high-profile overselling incident during a major sale event damaging brand trust.
- ✕Working capital increasingly tied up in inventory misallocated due to poor demand forecasting.
- ✕Rising customer acquisition costs not offset by improving retention.
// Solutions Architecture
Engineering Your Competitive Advantage
Multi-Warehouse Routing
We build custom fulfillment engines that orchestrate order routing across multiple 3PLs and warehouses based on real-time SKU levels, carrier rates, and proximity.
AI Demand & Forecasting
We deploy predictive algorithms leveraging your historical Shopify and CRM data to plan inventory purchases and optimize SKU production cycles.
Real-Time Channel Sync
We automate inventory level synchronization across Shopify Plus, Amazon Seller Central, TikTok Shop, and wholesale channels to completely eliminate overselling.
Unified Retention Systems
We construct custom customer data layers that join Shopify, Klaviyo, and ad data, replacing generic segment targeting with behavior-driven automation.
Fulfillment Exceptions Console
We build internal tool consoles replacing manual daily spreadsheets, allowing operations teams to manage edge-case shipping holds with clean audit records.
Peak-Event Infrastructure
We load-test and harden your entire API and app stack to guarantee uptime during high-volume Black Friday and flash sales events.
// Engagement Pipeline
The Implementation Blueprint
Discovery & App Stack Audit
We compile your third-party integrations, identify overlap in Shopify app configurations, and target where database entries are slipping sync.
Sync Optimization & Deployment
We deploy the unified inventory middleware and custom 3PL routers, monitoring order flow during actual production cycles.
Hardening & Hand-off
We finalize user role controls, complete security reviews of all integrated Shopify plugins, and transition documentation.
// Technical Blueprints
Example Systems We Build
Explore targeted solutions built from scratch.
Unified inventory system across owned site, Amazon, and wholesale channels
Custom fulfillment routing engine reflecting current 3PL relationships
Internal ops dashboard replacing the daily reconciliation spreadsheet
Subscription/replenishment management system
Wholesale/B2B ordering portal
Customer data platform unifying Shopify, Klaviyo, and ad data
Returns and exchange processing system
Demand planning tool for new product launches
Loyalty program backend with custom tiering logic
Multi-warehouse purchase order and reorder system
// FAQS
Common Engineering Questions
We don't have any in-house engineering. Can you still help?
Do we need to move off Shopify Plus?
How long does it typically take to see results?
Can you work around our peak season without disrupting it?
If your growth has started to feel like it's fighting your own operations instead of being helped by them...
Let's look at what's actually creating the friction and figure out what to fix first.