I build marketplace systems, not isolated tasks.

First understand the business problem. Then inspect data, channel mechanics, operational limits and only after that choose the action.

Good e-commerce work is systematic: launch cleanly, measure honestly, automate bottlenecks and stop investing when the channel does not justify it.