From my experience working with TikTok Shop and GMV Max, one key takeaway is understanding the crucial 'learning phase' that new video campaigns undergo. When you post a video showcasing a product, it initially enters this phase where TikTok's algorithm assesses the content and product performance. If the video generates good engagement and conversions, it moves beyond the learning phase to consistently deliver and boost sales. Many creators overlook the importance of high-quality content during this phase. Videos that don’t quickly convert or engage viewers tend to get stuck in the learning phase, which limits their reach and impact. Therefore, focusing on clear, engaging visuals and concise messaging is essential. For example, incorporating authentic demonstrations of the product or sharing personal stories can significantly increase viewer trust and conversion likelihood. Another insight I've found helpful is the dynamic between a brand’s ad budget and GMV Max optimization. Brands allocate budgets to either remove underperforming videos or boost well-performing ones. This targeted approach optimizes the return on ad spend (ROAS), ensuring that budgets generate maximum revenue. Creators who understand this relationship can better tailor their content to appeal to brands seeking efficiency and sales growth. Operating at maximum efficiency means generating multiple times the return compared to the initial investment. For instance, a 4X output signifies the video and product are highly optimized in terms of conversion rates and viewer engagement. Creators aiming for this level should seek continuous feedback, analyze video performance metrics, and refine their approach accordingly. Finally, competition among creators on TikTok Shop means maintaining consistency in content quality and staying updated with emerging trends is vital. Participate in relevant challenges and hashtags (#gmvmax, #joinbrands, #influencertips) to boost discoverability. With patience and strategic content creation, leveraging GMV Max can become a powerful way to grow your influence and e-commerce success on TikTok.