You can get carrier covers, bundle bean ones are good for rain or there's some companies that make them Annie's accessories and Baby wearing cosy I think.
I have one from baby wearing cosy. It has a removable fleece so if it's not too cold just wet you can just clip the cover round them.
I was caught short and found the pram cover worked really well 😂😂