“Looking ahead to the rest of 2024, we expect capital investments to be higher in the second half of the year.”

In context

“ar-over-year. It's driven by our continued focus on cost control, including a measured pace of hiring. Additionally, AWS operating margin includes an approximately 200 basis point favorable impact from the change in the estimated useful life of our servers that we instituted in Q1. As we've long said, we expect AWS operating margins to fluctuate over time, driven in part by the level of investments we're making at any point in time. We remain focused on driving efficiencies across the business, which enables us to invest to support the strong growth we're seeing in AWS, including generative AI. Now let's turn our attention to capital investments. As a reminder, we define these as a combination of CapEx plus equipment finance leases. For the first half of the year, CapEx was $30.5 billion. Looking ahead to the rest of 2024, we expect capital investments to be higher in the second half of the year. The majority of the spend will be to support the growing need for AWS infrastructure as we continue to see strong demand in both generative AI and our non-generative AI workloads. For the third quarter, specifically, I'd highlight a few seasonal factors to keep in mind. First, we hosted another successful Prime Day in mid-July. It was our 10th Prime Day and was our largest ever. Prime members globally saved billions of dollars on deals across every product category. From a profitability perspective, we've historically seen a headwind to operating margin in Q3, driven by Prime Day deals, as well as the marketing spend surrounding the event. Additionally, in Q3, we also begin to ramp up our capacity to handle Q4 holiday volumes in our fulfillment network. And lastly, we expect an increase i”