Extracting marker coordinates from embedded google map

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Pretty new to this so bear with me. I am needing to extract marker coordinates from an embedded google map - an example link is http://www.picknpay.co.za/store-search and I want to extract all marker positions generated in the map on search. Considered using services such as ParseHub but before going that route I thought I'd give a shot through SO/myself.

There has to be an easier way of finding the coordinates for markers stored in the map than manually going through them all and searching for their coordinates individually?

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