 Adam was quoted today as saying that the partner ecosystem is going to be around in a foundation for decades. I think he's 100% right. For me in terms of the industry verticals, the partner ecosystem we have and the availability of these niche solutions that really are solving very specific but mission critical use cases for our customers in each of the industries is super important and it's going to be a foundation for AWS's growth strategy across all the industry segments for many years to come.