San Antonio City Councilmember Ric Galvan has watched data centers transform his city over two decades. When the first facilities arrived in the 2000s, they looked like relatively unassuming office buildings. That has changed. Data centers have since grown into massive "hyperscale" facilities spanning millions of square feet, housing the physical infrastructure for AI.

The shift is stark in Galvan's roughly 55-square-mile district, which now contains more than a dozen data centers. He expects that number to reach around 20 over the next few years if proposed projects are completed. The facilities cluster along two main roads, concentrating nuisances — traffic among them — in the same neighborhoods.

That local friction frames a question now confronting the industry's biggest builders, including Microsoft: if a data center is camouflaged in the woods, will anyone hate it less? The company is exploring biomimicry-style designs that blend facilities into surrounding greenery, a nod to growing community resistance as AI infrastructure footprints expand.

The context matters for the semiconductor supply chain. Hyperscale data centers are the primary demand engine for advanced AI accelerators, and every new facility represents committed capacity for chips, networking hardware, and power infrastructure. When siting disputes slow or block construction, they introduce uncertainty into an expansion pipeline that chipmakers and their suppliers already track closely.

San Antonio illustrates the pattern. What began as low-profile buildings acceptable to nearby residents has become a land-use issue concentrated along specific corridors, with councilmembers like Galvan fielding complaints about the cumulative impact of clustered facilities. The industry's answer — disguising buildings rather than shrinking them or relocating them — suggests designers see aesthetics as part of the acceptance problem, even where traffic, noise, and power draw remain the substantive grievances.

Whether camouflage changes neighborhood politics or merely decorates the dispute remains an open question. If proposed projects in districts like Galvan's proceed, the count of facilities will keep climbing, and communities will keep weighing the look of the buildings against what flows through them.