Clint YueIndependent software studioShanghai, China

Practical softwarefor online businesses.

Clint Forge is an independent software studio founded by Clint Yue. I research painful workflows, speak with real operators, and build focused tools that make online businesses easier to run.

Contact Clint Current research

Illustrative research board

What breaks before Shopify?

Illustrative workflow - not live operational data.

Who this is for

Operators with
real friction.

This site is for people who already feel the cost of broken workflows, not for browsers collecting inspiration.

Shopify operators

Wholesale, retailer, or high-volume order flows that break before they enter Shopify.

Agency leads

Teams supporting brands stuck in exception loops, remaps, and manual intake.

Founders & ops leads

People who can describe a painful, measurable process and want a focused tool.

Not a fit

Pitch decks, generic AI demos, or feature shopping without a concrete workflow.

Current Research

Shopify B2B Order Operations

I’m studying how Shopify brands handle wholesale and retailer orders, especially SKU, pack-size, pricing and duplicate-order mismatches before orders enter Shopify.

Exception Report

Pre-Shopify intake · Wholesale / retailer orders

Report type: Illustrative example
Inputs: EDI and email PO
Scope: Pre-Shopify intake
Focus: Common exceptions

Illustrative research examples. They show common intake failures, not client or live merchant data.

Swipe sideways to view the full example table.

ID	Order	SKU	Issue	Detail	Severity
EX-01	PO-88412	SOAP-24CS	SKU mismatch	Buyer SKU SOAP-24CS maps to two catalog variants	High
EX-02	PO-88412	LOTION-06PK	Pack-size conflict	Ordered 6-pack; catalog sells case of 12 only	High
EX-03	PO-88419	CANDLE-LG	Price variance	PO unit $18.40 vs active wholesale $16.90	Med
EX-04	PO-88420	SOAP-12CS	Duplicate order	Same retailer PO number received twice in 41 min	High
EX-05	PO-88422	GIFT-SET-A	SKU mismatch	Discontinued SKU still on retailer template	Med
EX-06	PO-88425	BALM-03PK	Pack-size conflict	Qty 3 interpreted as units, not packs	Low

Contact Clint

Currently speaking with Shopify operators and agencies working on B2B workflows.

Current focus

Look closely.
Build selectively.

I’m currently exploring repetitive, expensive, and error-prone workflows faced by Shopify merchants and small online teams.

01
Store operations and quality assurance
02
Product and catalog workflows
03
Customer support and internal knowledge
04
Reporting, monitoring and business automation
05
AI-assisted workflows that produce measurable business value

How I work

Find the grain
of the problem.

Understand

Speak with operators and study the workflow before deciding what to build.

Build

Create a focused prototype around one painful and measurable problem.

Validate

Put it in front of real users, learn quickly and improve based on evidence.

Principles

Specific problems.
Noticeable value.

Technology earns its place when it reduces work, risk, or cost in a way operators can feel.

01Small, focused software can create disproportionate value.

02Real workflows matter more than fashionable technology.

03Useful products begin with specific problems, not feature lists.

04Evidence from users is more valuable than assumptions.

05Software should reduce work, risk or cost in a way people can actually notice.

About Clint

Builder-led,
from first question.

I’m Clint Yue, an independent builder based in Shanghai.

My work sits between software engineering, product research and business problem-solving. I use modern AI-assisted development tools to move quickly, but the goal is not to produce more software. The goal is to understand real problems and build products that earn their place in someone’s workflow.

Clint Forge is the home for that work.

Write to Clint

Let's talk

Have a painful
workflow worth fixing?

Contact Clintclint@clintforge.com

I’m always open to a focused conversation about real problems in online operations.

No pitch decks. No hard sell.

Just signal and context.