Pattern栢藤销售及采购全球负责人Doug Jensen：跨境电商的胜负来自每个环节“好一点”

This article breaks down the core logic of cross-border e-commerce operations: sustainable long-term growth does not come from blindly scaling spending, but from identifying hidden waste across every operational link, and stacking incremental marginal advantages over competitors at each step. It shares a wide range of actionable, directly applicable practices for operators.

1. First, audit three commonly overlooked areas of cost waste: On the advertising front, an analysis of more than $1 billion in Amazon ad spend finds that 27% of ad budgets on average go to clicks that never convert, with waste reaching as high as 78% in extreme cases. Operators need to break down performance across ad formats and separate brand versus non-brand keyword performance, prioritizing optimization of non-brand terms that reach new customers. On logistics, teams should map hidden fees tied to platform warehousing, inventory transfers, and inbound services, optimizing inventory placement to improve turnover and cash flow. On returns, reduce return rates through clear customer communication and precise user profiling, and grade returned inventory to minimize losses.

2. Implement refined, data-driven adjustments to daily operations: In fulfillment, use systematized processes to raise efficiency in inbound, sorting, and delivery to cut transportation costs. For promotions, avoid defaulting to intuition-based round-number discounts and fixed campaign durations, and instead design differentiated offers based on data. For advertising, do not pile into overcrowded high-volume keywords; instead, cover a wider range of niche terms to build organic traffic over time. For content creation, reference competitors’ conversion performance data to inform design, rather than relying purely on subjective judgment.

Brands pursuing cross-border growth must move past the old playbook of broad, untargeted ad spending and experience-based decision-making. Instead, they should unlock growth by driving efficiency improvements and refined operations across the entire value chain, building sustainable, differentiated competitive advantages.

1. On the cost side, systematically audit three categories of hidden waste: On advertising, analysis of more than $1 billion in Amazon ad spend shows 27% of budgets on average go to non-converting clicks, with waste reaching 78% in extreme cases. Brands should break down performance across ad formats and separate brand versus non-brand keyword results, prioritizing optimization of non-brand terms to reach new customers. On logistics, map hidden costs tied to platform logistics services including warehousing, cross-facility transfers, and inbound configuration fees, optimizing inventory placement to boost turnover and improve corporate cash flow. On returns, reduce return rates through more precise customer communication and user profiling, and use return root-cause analysis to iteratively fix gaps in product descriptions, sizing, packaging, and quality.

2. On the growth side, accumulate incremental marginal advantages across operational links: Do not default to round-number discounts and fixed campaign durations for promotions; instead, design offers based on consumer sensitivity to price, brand, and delivery speed, and leverage brand trust to support product pricing power. For ad bidding, do not pile into crowded high-volume keywords that drive up costs; instead, use data to win strong rankings on a wider set of niche keywords and build organic traffic over time. For content design, align creative optimization with observed conversion patterns in competitor content, while remaining consistent with the brand’s own positioning.

Cross-border sellers do not need to blindly increase budget to drive growth. The priority is to identify hidden waste across every operational link; stacking small marginal advantages at each step can deliver low-cost growth, and sellers can also partner with specialized providers to fill capability gaps.

1. Watch for three key operational risks: On advertising, 27% of ad spend on average goes to non-converting clicks, with wasted spend reaching as high as 78% in extreme cases—blindly increasing ad budgets will only amplify this waste. On platform logistics, easily overlooked costs including warehousing fees, cross-warehouse transfer fees, and inbound configuration service fees, paired with poor inventory placement, can tie up large amounts of working capital. On returns, behaviors such as consumers ordering multiple sizes to try on create extra costs across the entire chain, which will directly erode operating margins if not managed properly.

2. Adopt actionable, practical growth tactics: Instead of piling into high-cost, high-volume keywords for ad campaigns, run granular optimization at the SKU level, investing small amounts to win rankings across a larger set of niche keywords and gradually build organic traffic. Instead of setting round-number discounts and fixed campaign durations based on experience, design differentiated discount levels and campaign timelines based on data, rather than relying solely on low prices to acquire customers. Instead of designing content based on subjective feel, analyze the connection between competitor content elements and conversion rates to guide optimization.

3. Consider buyout-style exclusive distribution partnership models, leveraging partners’ systematized fulfillment, reverse logistics processing, and data-driven operation capabilities to reduce costs across the entire operational chain.

For manufacturers entering the cross-border e-commerce space, the sector creates two core opportunities: capturing supply chain optimization gains driven by refined cross-border operations, and identifying product design and production improvements from end-market operating data, to win market share through stable product quality paired with efficiency advantages.

1. Identify clear directions for product production and design optimization: Use brands’ return analytics and SKU-level consumer insights to target improvements, addressing frequently cited issues including mismatched product descriptions, sizing deviations, inadequate packaging, and quality defects by adjusting production standards, optimizing sizing design, and upgrading packaging solutions to reduce return rates at the source and cut end-to-end losses. Manufacturers can also adjust product feature design based on competitor content feedback and consumer preferences to better match real market demand.

2. Unlock new business opportunities: As multi-channel cross-border selling raises the bar for fulfillment efficiency, factories can support brands and exclusive distribution partners’ regional warehouse placement strategies by optimizing supply cadence and inbound planning, reducing cross-warehouse transfer costs and improving inventory turnover. To meet demand for tiered processing of returned goods, factories can also offer supporting services including product repair and repackaging to capture incremental value in the after-sales segment.

3. When advancing digital operations, connect data flows across end sales, advertising, inventory, and returns to guide production scheduling and inventory replenishment, avoiding overstock that ties up working capital.

The cross-border e-commerce industry has shifted from a growth phase driven by broad, untargeted ad spending to an era of refined, full-chain operational efficiency. Service providers can build targeted solutions anchored to common brand pain points, leveraging data and technology capabilities to capture incremental service revenue.

1. Identify three core pain points facing cross-border brands today: First, advertising operations are overly粗放. Analysis of more than $1 billion in Amazon ad spend shows 27% of budgets on average go to non-converting clicks, with waste reaching 78% in extreme cases, and most brands lack the capability to run granular ad breakdowns and keyword optimization. Second, cost control is weak: Brands have low awareness of hidden costs in platform logistics, including warehousing, transfer, and inbound configuration fees; poor inventory placement easily ties up cash flow, and brands face high end-to-end return costs while lacking capabilities for tiered return processing and reverse product optimization. Third, operational decisions are often experience-driven: Promotion discount setting, ad keyword selection, and content design are largely based on subjective judgment rather than data support.

2. Define clear directions for solution development: Build data-driven ad optimization tools to help clients measure ROI across ad types and keywords, and strengthen bidding optimization capabilities for non-brand and long-tail keywords. Build intelligent fulfillment management systems to help clients automate end-to-end inbound, sorting, and shipping processes, paired with tiered reverse logistics processing and return data analysis services. Build intelligent business decision tools to help clients design promotion strategies based on data, and analyze competitor content conversion patterns to guide creative development.

E-commerce marketplaces need to adapt to cross-border merchants’ widespread demand for refined operations, optimizing their own service rules and tool systems to guide merchants away from broad, untargeted ad spending toward refined management, and build a healthier platform ecosystem.

1. Respond to merchants’ core operational needs: Currently, merchants have low visibility into cost details within platform logistics systems, including warehousing fees, cross-warehouse transfer fees, and inbound configuration service fees, and poor inventory placement easily leads to slower turnover and tied-up cash flow. Platforms need to further refine fee disclosure to provide merchants with clearer cost guidance. Multi-channel sellers need connected data flows across inventory, orders, and fulfillment to enable cross-channel inventory coordination and efficient fulfillment; platforms can open smoother data interfaces to improve cross-system collaboration efficiency.

2. Optimize platform operations and merchant onboarding systems: Introduce high-quality buyout-style exclusive distribution service providers to lower operational barriers for small and medium-sized merchants in fulfillment, advertising, and return processing, and raise overall platform merchandise circulation efficiency. Open data-driven operation tools to merchants, including granular ad performance analysis, keyword optimization guidance, return reason data analysis, and competitor content conversion benchmarks, to guide merchants to shift from experience-based to data-based decision-making.

3. Guard against unhealthy operational trends: Prevent merchants from piling into a small set of high-volume keywords that drive up bidding costs and lead to vicious low-price competition, and guide merchants to explore niche long-tail keywords and build organic traffic through combined advantages in content, fulfillment, and product quality.

The cross-border e-commerce industry is showing a clear shift from rough, scale-driven expansion to refined, efficiency-based competition. New service models such as buyout-style exclusive distribution are growing in value, while the sector’s prior rough growth phase has exposed a set of common operational pain points with high research value.

1. Track shifts in the industry’s core competitive logic: Cross-border e-commerce growth no longer relies solely on increased investment in advertising and promotions, but has shifted to end-to-end efficiency competition. If an enterprise holds even a marginal advantage over competitors across links including keyword bidding, content conversion, inventory turnover, and delivery speed, the cumulative stacking of these small advantages can deliver higher organic rankings and more traffic. This "marginal advantage" logic, similar to winning dynamics in Olympic competition, is becoming the industry’s mainstream competitive model.

2. Examine widespread structural problems currently exposed across the sector: A large-sample analysis of more than $1 billion in Amazon ad spend finds that 27% of industry ad spending on average goes to non-converting clicks, with wasted spend reaching 78% in extreme cases, reflecting extremely coarse-grained ad operations at most firms. Enterprises also commonly lack awareness of hidden platform logistics costs, face high end-to-end losses from returns, and rely on experience rather than data for operational decisions, leaving large amounts of hidden waste unidentified.

3. Study the value of emerging business models: The global buyout-style exclusive distribution model, represented by firms such as Baiteng, provides end-to-end services for brands through self-built intelligent fulfillment systems and data-driven operation capabilities, driving efficiency gains and cost reductions through scale effects and algorithm optimization. It represents an emerging service form in the cross-border ecosystem worthy of ongoing tracking.