When you look at the history of our international expansion, we've actually tended to lags customer demand and customer activity in each region that we've gone to. And the first focus has been really providing more in time-zone, in region post-sales support for customers, and helping activate the communities on those places in order to improve the efficiency of our go-to-market, so that we can take the early wins in a given market really catalyzed that into advocacy and supports within those areas. There's other examples where for instance, our ability to sell to startups in the DACH region remotely was something that was prevalent, not necessarily relatively easy, but certainly easier than selling to more traditional industries. They're going to have a stronger expectation that we're well established in those areas. So I think that what you should expect to see is that as we continue to crack into more and more verticals and move up that adoption curve that I was referencing earlier, to sell into the enterprises in the kind of the majority part of the curve in these regions they will continue to deploy, go-to-market resources in those places. If you look at the history of Braze, I think is a product investment, to be able to sell into new markets is relatively minimal, with some exceptions, we did highlight the localization of our dashboard in Japan into Japanese, our support, the growth of our Tokyo team. And that has been growing really well. Japan is obviously unique market for a variety of reasons, and we wanted to be able to accelerate the investment that we're making there. We're currently evaluating what our next steps for localization are going to be. You're certainly going to continue to see us adding new languages over time. You also see us continuing to add more offices over time. There's other aspects of this for instance, WhatsApp, which is a new message channel that we're working with Meta on deploying in this year. Hopefully depending on what their timelines end up being as they continue to mature that product. But that's particularly important in certain markets where SMS is either less adopted or more cost prohibitive to be able to use for the types of engagement-use cases that we're running. And so in all of those examples, there are certainly aspects of it that will require product investment for Giga -Hertz expansion, we balance those against our penetration into those markets, the nature of those markets, and we'll continue to put go-to-market resources closer to the locuses of customers, especially as we see the potential to grow into a very large market, or if there's particular ways that the traditional industries in those areas work. And so for all of those reasons, you should expect to see our international expansion continue and not be something that's finished in this year, but rather an opportunity that we continue to invest into for years to come.