chase pennies with dollars

Etymology
References the foolhardy nature of spending more money, resources, or time, in order to earn or save lesser amounts.

Chiefly used within the United States, in business and finance settings and media.

Verb

 * 1)  To expend more money or effort in gaining something (especially, a cost reduction or revenue addition) than it is worth.