I identify the natural rate of inflation: the threshold where signal-to-noise crosses unity. Extending Lucas (1972), I show that when inflation falls below sectoral volatility, firms cannot distinguish aggregate from idiosyncratic shocks. Sticky-price firms rationally filter out competitor price...