Many ecommerce websites, including Thomson Reuters, still rely on basic keyword-based search functionality, which can lead to inaccurate search results, difficulty finding the desired product, and, ultimately, lost sales. For instance, a customer searching for "family law book" might miss out on relevant products tagged as "juvenile law book" due to the reliance on exact keyword matches. In addition to this, the look and feel of the site was to be fixed while following modern design practices while also standardizing user flow across the site. To enhance the search experience in an online store, we considered addressing the below following with strategic fixes - Keyword-Based Limitations, Neglecting Customer Data, Inefficient Navigation, Underutilized Product Recommendations, Handling No-Results Pages