As @runswithscissors pointed out this module does the trick Block Conditional Visibility by URI Query Parameters Thank you!
Step 1
Download and enable drush en block_query
Step 2
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.
Step 3
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.
