That custom gift for your mom takes more work than you think

Mahir Yavuz shares his inspiring journey into tech, starting from his childhood in Istanbul, Turkey, where he embarked on coding adventures influenced by his sister's programming books. He discusses how his education in a mix of design and programming shaped his approach to product thinking, and how his PhD in data and cities fueled his experiments with algorithms and statistical methods. Mahir explains his 15-year trajectory leading him to his current role at Etsy, emphasizing the evolution of data science and machine learning over the years.

Mahir describes Etsy as a global marketplace focusing on unique, creative goods, with about 90 million buyers and 6 million sellers. He emphasizes the challenges Etsy faces due to its wide variety of unique products, especially the absence of SKUs and structured inventory management. The difficulty lies in organizing and categorizing such diverse items while effectively connecting sellers with potential buyers.

Mahir dives deep into how Etsy employs machine learning to streamline product categorization and enhance user experience. He explains that despite the need for structured data, the flexibility of metadata is crucial to accommodate the unique nature of items. Furthermore, he discusses the importance of real-time data processing for inventory, emphasizing the technology and optimizations behind search results and recommendations.

The conversation touches on the exploration and implementation of generative AI (GNI) within Etsy. Mahir shares insights into how Etsy is cautiously integrating GNI to bolster internal productivity and enhance seller experiences. He elaborates on using GNI for improving product listing quality, assessing the balance between leveraging new technologies and maintaining marketplace integrity.

Mahir articulates the intricacies of matching buyer intent with effective search and recommendation strategies. He explains the difference between high-intent searches and exploratory browsing experiences, detailing the technology behind their ranking system and how they ensure diverse and exciting recommendations while actively managing familiar user trends.

Mahir highlights the importance of Etsy's strong community of buyers and sellers, emphasizing that their feedback helps maintain trust and nurture a supportive atmosphere. He acknowledges the challenges that come with running an open marketplace but underscores Etsy's commitment to fostering an environment where creativity and connection thrive.