National opposition to data center construction has now reached Philadelphia, where officials floated a possible build in a neighborhood already burdened by a defunct oil refinery. The proposal follows a wave of local pushback across the country tied to power demand, water use, and land pressure from AI infrastructure. Residents in affected areas point to past industrial harm as reason for caution rather than automatic approval. Data center developers argue the facilities bring tax revenue, construction jobs, and grid upgrades. City officials have not confirmed a site or timeline, leaving the project in an early and contested stage.

I get the reflex. If your neighborhood already gave its air and soil to an oil refinery, a new industrial footprint sounds like the same movie with different credits. That history is real. It should shape the deal, not kill it.

Here is what I see. AI compute is not leaving. It is going to get built somewhere, and the places that host it will shape the terms: power contracts, cooling systems, community funds, job pipelines. Philadelphia can write those terms now, while it has leverage. Refusing the conversation hands the build to a county with weaker rules and no memory of what extraction costs.

The smarter path is boring and specific. Demand closed-loop cooling. Demand on-site generation or clean power purchase agreements. Demand a community benefits agreement with teeth and public reporting. The refinery left a scar. A data center, done right, could leave a substation, a trained workforce, and a tax base.