Outside of California "you paid $500k for your house, so we're gonna tax you on $500k" is not how property taxes work. The town/city/county typically does property assessments on regular basis (usually annually). These are based on doing comparisons with like houses in your neighborhood and are equal prone to "2 blocks over is way more desirable".