# If you'd like to omit non-matching lines from the result; add ';d' to the end of the expression.
sed -E 's/(<a(?:(?!href).)* href\s*=\s*")(?:https?:\\/\\/)?www\.website\.com\\//$1/g;t' <<< "<a href=\"https://www.website.com/LUGAD-Clothing-Jewelry-Shoulder-Brushed/dp/B07D1V99MF/ref=sr_1_3/131-4937141-2376367/s=apparel&ie=UTF8&qid=1531422091&sr=1-3&nodeID=7141123011&psd=1&keywords=clothing%2Cshoes+and+jewelry\">The Link</a>
<a href = \"http://www.website.com/LUGAD-Clothing-Jewelry-Shoulder-Brushed/dp/B07D1V99MF/ref=sr_1_3/131-4937141-2376367/s=apparel&ie=UTF8&qid=1531422091&sr=1-3&nodeID=7141123011&psd=1&keywords=clothing%2Cshoes+and+jewelry\">The Link</a>
<a class=\"bolt\" href=\"http://www.website.com/LUGAD-Clothing-Jewelry-Shoulder-Brushed/dp/B07D1V99MF/ref=sr_1_3/131-4937141-2376367/s=apparel&ie=UTF8&qid=1531422091&sr=1-3&nodeID=7141123011&psd=1&keywords=clothing%2Cshoes+and+jewelry\">The Link</a>"
Please keep in mind that these code samples are automatically generated and are not guaranteed to work. If you find any syntax errors, feel free to submit a bug report. For a full regex reference for SED, please visit: https://www.gnu.org/software/sed/manual/html_node/The-_0022s_0022-Command.html