As @runswithscissors pointed out this module does the trick Block Conditional Visibility by URI Query Parameters Thank you!
Download and enable
drush en block_query
Go to blocks
admin/structure/block and create a block or enable one of your choice. There are no specific configurations elsewhere. It's a very lightweight feature.
At the page of your block, under the "Visibility settings" you will now see "Queries" to "show block on specific pages", add the query parameter ONLY.
E.g. if you have a destination parameter that leads to that particular page, only add the part behind the question mark
?, not the entire path.
Test it out
Let us know if it worked for you too.