Ocean pH varied substantially over the study period. Our model explained 70% of the variation in pH, which declined significantly with increasing atmospheric CO2 and upwelling, increased with temperature and regional chlorophyll, and varied with the diurnal photosynthesis/respiration cycle. The rate of decline in pH documented in our data, 0.045 units per year, is an order of magnitude faster than predicted by current models of pH change based on physical processes. Patterns of transitions among sessile species varied significantly among years and were associated with changes in pH. In general, transitions involving calcifying species indicated reduced performance, whereas those involving non-calcifying taxa indicated enhanced performance. Markov Chain models predict that reduced pH will cause a shift in ecosystem structure, reducing dominance of calcareous mussels and goose barnacles, and increasing abundance of calcareous acorn barnacles and non-calcareous fleshy algae. Hence, reduced calcification plays a role ecosystem response, but the complex web of species interactions complicates the impacts. Our results indicate that ocean pH decline is ongoing and may be occurring at a faster rate than previously suspected, that such changes have ecological consequences, that models of ocean pH should integrate biological processes, and that more comprehensive data collection and analysis is needed to adequately understand ocean pH dynamics and their consequences.