Cochlear inner hair cells (IHCs) develop from pre‐sensory pacemaker to sound transducer. Here, we report that this involves changes in structure and function of the ribbon synapses between IHCs and spiral ganglion neurons (SGNs) around hearing onset in mice. As synapses matured they changed from holding several small presynaptic active zones (AZs) and apposed postsynaptic densities (PSDs) to one large AZ/PSD complex per SGN bouton. After the onset of hearing (i) IHCs had fewer and larger ribbons; (ii) Ca_V1.3 channels formed stripe‐like clusters rather than the smaller and round clusters at immature AZs; (iii) extrasynaptic Ca_V1.3‐channels were selectively reduced, (iv) the intrinsic Ca²⁺ dependence of fast exocytosis probed by Ca²⁺ uncaging remained unchanged but (v) the apparent Ca²⁺ dependence of exocytosis linearized, when assessed by progressive dihydropyridine block of Ca²⁺ influx. Biophysical modeling of exocytosis at mature and immature AZ topographies suggests that Ca²⁺ influx through an individual channel dominates the [Ca²⁺] driving exocytosis at each mature release site. We conclude that IHC synapses undergo major developmental refinements, resulting in tighter spatial coupling between Ca²⁺ influx and exocytosis.