It can seem counterintuitive that moss shows up at all in a region known for long, dry summers. The explanation is local, not regional: specific shaded microclimates on a roof, under tree canopy, on a north-facing slope, in a valley that drains slowly, stay damp far longer than the surrounding area and the overall climate would suggest.
A single mature oak or pine overhanging one section of roof can keep that patch meaningfully cooler and damper than the rest of the house for most of the year, which is more than enough for moss to establish even during a dry season that would otherwise discourage it almost everywhere else on the property. A strong atmospheric river, the kind covered in , can saturate those same shaded spots for days at a stretch, giving moss exactly the extended wet window it needs to spread.