So basically, we're thinking that yes. So live e-commerce is apparently we're thinking that the growth credential for the live e-commerce sector is very, very high. However, it has come to a relatively mature stage. And most of the moving parts in the industry has been settled. And going forward, we'll be seeing that there will be more brands and more other business partners that will come in to the live e-commerce space. Instead of just purely focused on KOL live streaming, we will be seeing more merchants or more brands to join live e-commerce as well. So, of course, we're just, we'll continue to invest in the live e-commerce segment of our business and to maintain and to enhance our competitive advantage over the other competitors. We'll continue to innovate and to optimize our user interface. However, we will also close the, forego the monetization strategy as we, as this is actually, we are on track to have a stronger monetization in our live e-commerce business. And we also want to achieve a balance between different roles in the live e-commerce, different players in the live e-commerce space, including KOLs, merchants, brands and also other supply chain partners. We want to strike a balance between all these different players while we achieve the monetization. So since we have been continuously innovate in the live e-commerce space, we have accumulated massive amount of knowledge and know-how in this space. And we do believe that we have more room to apply our knowledge. We would like to apply our knowledge in other space, including cross-border e-commerce as well as offline commerce. We believe that our experience and our know-how can definitely be leveraged to capture future business opportunities. So, as you can see, the customer acquisition cost on average for the entire industry has been increasing rapidly over the last maybe a year or 2. So very much a focus on the customer retention. I think as we mentioned on the previous earnings calls, existing users retention is extremely important for us. As you can see that the live e-commerce part, the average users ARPU is way higher than the traditional e-commerce users. So we are seeing much higher up over there. So that's why we can, and as you can see from the quarterly results, our sales and marketing expense actually decreased by 63%. So we can use a much lower sales and marketing expense to maintain the growth. Going forward, given the magnitude and the scale of the company, we will not be using a cash-burning strategy to acquire customers. Instead, we will be leveraging our know-how, our knowledge and use innovation to acquire our customers and to use the money more efficiently in other spaces.