WASHINGTON—An uncomfortable question looms over the tax debate in Congress: What’s Plan B?

Border adjustment, a pillar of House Republicans’ tax proposal, is taking a beating. Big retailers are lobbying aggressively against the concept, which would tax imports and exempt exports. Senate Republicans have expressed views ranging from skepticism to hostility. Even some House Ways and Means Republicans are wary.

With...