$re = '/(<a(?:(?!href).)* href\s*=\s*")(?:https?:\/\/)?www\.website\.com\//';
$str = '<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>';
$subst = "$1";
$result = preg_replace($re, $subst, $str);
echo "The result of the substitution is ".$result;
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 PHP, please visit: http://php.net/manual/en/ref.pcre.php