Any way to search and replace chunks of HTML?

Hello! I need to massively replace hundreds of AdSense blocks with a shortcode only in the table wp_posts. Since I’m not sure if your plugin may do the job, I wanted to ask first. Will it?

https://wordpress.org/plugins/search-and-replace/