The Journey of Music Data Analytics: "We tracked millions of artists and songs all over the Internet and sold that data back to record labels and the industry at large, primarily with the goal of trying to understand how does a band become famous? How do you go from playing in your garage to headlining nationwide tours?"

Emerging E-Commerce Insights: "And I was tinkering on some other random things, and through a sort of circuitous path, found ourselves in the world of data again and found this way to understand how a shop was selling and how their inventory was changing over time."

Health and Wellness Trend: "since beginning of the year, we've seen a sort of rise in health and wellness products."

Improving Economic Models: "we're, we're actively trying to, you know, enhance these estimates and these models with other datasets or with mostly with other datasets and like, improving it so that it's normalized across different part currencies as well."

Fashion Industry Release Strategies: "There's some brands that are just releasing every five weeks or six weeks, and then there's some that just don't release a new first collection at all and are just selling the same staple goods out of their shop week over week and some way to differentiate between."

Product Launch Insight: "And so if you want to know how your competitors are doing or how industry you're considering going into is doing with new releases over the last month, you can just sort of segment new release sales and price versus historical sales and price for a given product."

Consumer Trends and Retail Strategy: "So there's this relationship between, you know, what is driving stores to create new products versus what are consumers purchasing because they exist in the stores versus a trend that they're latching onto because it's popular at that moment. And this tries to capture both of those."

Subscription Economy in the Beverage Industry: "I'd be really curious to see how many of those drink and beverage shops offer subscriptions or like by category, which, which categories offer subscriptions versus a lot because it feels like the drinking beverage category would benefit a lot from subscriptions."

E-Commerce vs. Retail Evolution: "I met a brand that blew up online just to see got into retail and now is basically contemplating turning their homepage into a store locator only because it's just more efficient for them to sell through the retailers than it is to, you know, fulfilled on their own 100%."

Building Data Products: "Um, a lot of patience, I would say, is probably the thing that goes into building a data product."