Hi, there. Doug, it's Derek speaking. I'll take that one for you. First and foremost, you're right, we had a quarter in Q3 that we're pretty pleased with on the progress we made on top-line. There's a lot that went into that. We had a number of drivers to that outcome, including the progress we've made on our direct-response ad platform. We continue to make really significant investments in the ad ranking and optimization, incorporating a much broader range of signals into the ad platform and driving much larger models. And we've also instituted a much faster pace of experimentation. All of that's leading to more precise conversion predictions, improved ROI for advertisers. And as we noted in the letter in particular, 7/0 has been a bright spot in the quarter in terms of driving Pixel Purchase behavior and the year-over-year and quarter-over-quarter growth that we saw in lower funnel. And I also note that part of the strength in Q3 was around brand advertising where we saw really good uptake on our Total Takeover products, including First Story that launched in the period. So, really pleased with the momentum that we saw there. And I think as you look into Q4, I think we talked about a little bit in the letter, but to share some high-level color, we believe we're on the right path for the DR platform. So, we're pleased with the continuous progress we're making there, working with our partners on making their privacy safe integrations with the platform, higher quality and more performance for them and driving performance. We're also pleased with what we're seeing on our scaled solutions for small and medium-sized businesses and what that drove out in terms of quarter-over-quarter growth in Q3 of 11% in aggregate and the DR business returning to year-over-year growth. So, we're really pleased with fundamentally what we're seeing there and what we're executing against into the new quarter. I think on the brand side in particular, coming off of the progress that we saw in Q3 with those new brand products seeing really good uptake, you're right, as we move into Q4, Q4 is a little bit different as a quarter. Historically, we've seen a little bit larger share of the revenue coming from brand products in Q4. And then two, the Q4 business being a little bit more back-end weighted than other quarters historically as well. So, both of those things sort of impacting visibility. And brand having grown at a slower rate in Q3 and being a larger share of the business in Q4 sort of brings a little bit of a mix shift headwind. And then last, the point that you raised very specifically, which is what we've seen since the onset of the war in the Middle East is we have had a number of primarily brand-oriented campaigns pause spending in the early period after the onset of the war there in the Middle East. I will say that we have seen a lot of those campaigns resume spending. And the impact to our daily run rate has reduced significantly as a result of that. But we also have seen a very small amount of incremental campaign pauses triple in more recently. And so, one of the things that we've tried to do here when we're thinking about giving forward-looking information for Q4 is number one, be transparent about what we've seen quarter-to-date on that side. And then, I think when we look back historically, for example, to what we all experienced at the onset of the war in Ukraine and the impact that that had on folks' business and the operating environment, I think we've realized that war is fundamentally unpredictable. And as a result, it would be imprudent to provide a formal guide in that kind of an environment. However, what we did do for the sake of transparency for the investment community to share our internal forecast, and that internal forecast assumes an acceleration at the top end. But we've attempted to incorporate everything that we know as of today about the impact of those pauses into the fullness of the range of revenue so that you can see that. And then, of course, that obviously flows right through to the adjusted EBITDA range as well, because we have a very high rate of flow through on those. So, I think stepping back fundamentally, we're pleased with the progress we're making on the DR business. And we're pleased, we think we're on the right path with that platform. And we're also pleased with the uptake that we saw from those new brand products in Q3 as well. So I think, the progress there is good. We just want to make sure that people are aware of that one headwind we've seen to begin the quarter. And hopefully that gives you a little bit of color on how we frame that. Thank you.