productImageUpdate mutation messing up the way the image is displayed on the product page

Shopify Partner
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I am getting user images, optimizing them and then using productUpdateMedia mutation to update the optimized images on the stores. Only in certain cases I have noticed that this operation is causing a blank space to appear on the product page. Is this a bug? Do I have to take any steps on my end to avoid this bug? Can productUpdateMedia (image url update) cause the product screen to mess up? 

Note - I have checked and verified that there is no problem with the image - the original and optimized images both look proper when viewed from my local machine.

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