But inside the gate and down past the office buildings -- where many of the Chinese employees work and live -- is a collection of massive workshops, and there you can hear the whirr of machinery as animal hides are soaked, threshed, tanned, shaved, colored and finished. About 450 Ethiopian workers are there to move things along.
The factory is situated just north of this capital city, in the town of Suluta. That's where most of its employees come from, including Wuberst Desalegn, a 22-year-old woman who has been working at the factory since shortly after it opened in 2010. She has since been promoted to the position of finishing director. Wuberst isn't quite sure where she'd be if she weren't working at the China-Africa Overseas Leather Products facility, she says. Perhaps at home.
"I think maybe I'll stay in this company," she added. She makes 1,400 Ethiopian birr ($74) a month, which easily covers her rent of 250 birr ($13).
The government of Ethiopia hopes that millions more will follow in Wuberst's footsteps. It has plans to turn its economy from a primarily agricultural one (farming makes up 43 percent of GDP and employs about 85 percent of the population) into one where manufacturing plays a larger role.
It's a strategy that hopes to emulate the successes of East Asian countries such as Vietnam, China and South Korea, where wages are rising as manufacturing operations grow ever more sophisticated. Higher costs in Asia could push international manufacturers to move to Africa, where labor costs are minimal and land is relatively cheap. Ethiopia wants to be ready for that influx, and has been saying so for years.
But manufacturing's contribution to GDP has hovered around 4 percent for years; for all their talk, officials haven't been able to nudge that figure upward. Some apparently intractable issues, including a dire lack of financing, shoddy trade logistics and a shallow pool of local experience, will have to be overcome before Ethiopia can realize its dream of emulating Asia's manufacturing boom.