In today's dynamic commercial environment, direct marketing continues to be a effective tool for reaching target audiences and driving results. Email direct marketing (EDM) has emerged as a particularly versatile channel, offering businesses the ability to personalize their messaging and connect with consumers on a more individualized level. By u