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I lead up data science for the Platform Product Group at Coinbase. \u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ECoinbase_TuhinGhosh_synced.mp4 [00:26:12 - 00:26:30]\u003Cbr\u003E\r\nSpeaker 3:\u003C/b\u003E we are the team that's responsible for onboarding users, making sure payment systems making sure our blockchain ecosystem works. And we log down the platform against bad actors. So it's a very broad scope, and data plays a key role in everything that we do. \u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ECoinbase_TuhinGhosh_synced.mp4 [00:07:38 - 00:07:54]\u003Cbr\u003E\r\nSpeaker 3:\u003C/b\u003E So we have always used Snowflake for our analytical workloads. And we love the Snowflakes platform for what it gives us in terms of governance and scalability. And now we are able to leverage the platform to do sophisticated machine learning\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ECoinbase_TuhinGhosh_synced.mp4 [00:08:47 - 00:09:18]\u003Cbr\u003E\r\nSpeaker 3:\u003C/b\u003E So our existing setup used to be that we would need to send the data, which oftentimes happens to be in Snowflake, on a little bit of a field trip. So we'd have to send it from Snowflakes to Databricks where the rest of the pipeline live. And that pipeline had a bunch of tools like Tecton and Fiddler, you name it. It was the alphabet soup. 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For data scientists, what this means is that they have a smoother, well governed and scalable workflow. \u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ECoinbase_TuhinGhosh_synced.mp4 [00:10:32 - 00:10:46]\u003C/b\u003E\u003Cbr\u003E\r\n\u003Cb\u003ESpeaker 3:\u003C/b\u003E as you can imagine, like having access to simple libraries and SQL specific ways of doing things like forecasting Coinbase_TuhinGhosh_synced.mp4 [00:10:50 - 00:10:55]\u003Cbr\u003E\r\nSpeaker 3: This used to take months, we are turning that into days, if not hours. \u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ECoinbase_TuhinGhosh_synced.mp4 [00:22:13 - 00:22:27]\u003C/b\u003E\u003Cbr\u003E\r\n\u003Cb\u003ESpeaker 3:\u003C/b\u003E For the business, what it means is they have more timely, actionable insights which they can use to personalize the product, help retain our customers and make our customers overall happier with the Coinbase platform. 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