A $50,000 one-off database build with no maintenance plan isn't an edge case. It's what happens when off-the-shelf tools run out of runway at real spend.
At high spend levels, the standard reporting stack runs out of resolution. One operator who'd run large Meta budgets for years eventually needed a level of ad-level truth no off-the-shelf platform gave him, so he hand-built a custom database and used AI-assisted development to query it directly instead of eyeballing exports. It worked. It also cost roughly $50,000 and took real time to get right.
The catch is what happened after launch: no ongoing maintenance plan, and no one responsible for keeping it current as new questions came up. It solved the immediate problem and then sat there, a finished project nobody was assigned to revisit.
The instinct, build the real database once reporting tools stop being enough, was correct. A one-off project isn't infrastructure no matter how well it's built. Infrastructure gets maintained and extended as a standing part of the business, not left as a completed side project once it ships. That's the actual gap between a $50,000 one-time build and the same database built to last from day one.