如何利用数据分析优化O2O平台商品破价预警

<p>China continues to dominate the global e-commerce landscape, accounting for <strong>47%</strong> of worldwide online sales according to TMO Group data. Yet 2026 reveals a market in structural transition. <strong>Alibaba</strong> reported FY2025 revenue of <strong>996.3 billion yuan</strong> with 6% growth and net profit surging 77% to 126 billion yuan, while <strong>Pinduoduo</strong> delivered revenue of <strong>393.8 billion yuan</strong> with 59% growth and net profit of 112.4 billion yuan. The divergence signals that growth is shifting from scale expansion to margin optimization across platforms.</p><p>The China Online Audio-Video Association reported that the online audio-video market reached <strong>1,287.7 billion yuan</strong> in 2025 with 5.3% growth, serving <strong>1.099 billion users</strong> and becoming the largest internet category by user base. Kuaishou has emerged as the world's highest-grossing live-streaming platform, while Yiwu's live commerce sector alone generated <strong>12.75 billion yuan</strong> in Q1 2024 sales. Live commerce is no longer experimental — it has become a structural pillar of China's e-commerce ecosystem with its own distinct rules and competitive dynamics.</p><p><strong>Pinduoduo</strong> has been the standout performer with a five-year revenue CAGR of <strong>45.7%</strong>, far outpacing both Alibaba and JD.com. Its Q4 2024 revenue reached 110.6 billion yuan with 24.4% growth, demonstrating sustained momentum even as the base effect grows. However, J.P. Morgan and Deutsche Bank project Alibaba's Q4 FY2026E revenue at 246.5 billion yuan with only 4.3% growth and net profit declining 51.7% year-over-year. The market is clearly bifurcating between high-growth disruptors and maturing incumbents.</p><p>Alibaba's cloud division achieved <strong>triple-digit AI revenue growth</strong> for seven consecutive quarters, signaling that the competitive battleground is extending beyond traditional e-commerce into cloud computing and artificial intelligence. With China's 2025 GDP reaching <strong>140 trillion yuan</strong> at 5.0% growth according to the National Bureau of Statistics, but quarterly deceleration from Q1's 5.4% to Q4's 4.5%, platforms are accelerating their technology investments to drive efficiency gains and create new revenue streams beyond transaction-based models.</p><p>First, brands should develop platform-specific strategies rather than one-size-fits-all approaches, recognizing that Pinduoduo's value-driven audience differs fundamentally from Tmall's premium positioning. Second, invest in live commerce capabilities as a core channel, not an add-on, leveraging the 1.099 billion user base for both brand building and direct conversion. Third, monitor the cloud and AI integration trend closely, as platforms that successfully embed AI into merchant tools will offer superior targeting and operational efficiency advantages.</p><ul><li>Alibaba FY2025 Annual Report — Revenue and profit data: <a href="https://www.alibabagroup.com/en-US/ir-home" target="_blank">https://www.alibabagroup.com/en-US/ir-home</a></li><li>Pinduoduo 2024 Annual Report — Growth metrics: <a href="https://investor.pddholdings.com/" target="_blank">https://investor.pddholdings.com/</a></li><li>China Online Audio-Video Association — 2025 market report: <a href="https://www.cnsa.org.cn/" target="_blank">https://www.cnsa.org.cn/</a></li><li>TMO Group — China e-commerce global share analysis: <a href="https://tmogroup.asia/" target="_blank">https://tmogroup.asia/</a></li><li>National Bureau of Statistics — China 2025 GDP data: <a href="https://www.stats.gov.cn/" target="_blank">https://www.stats.gov.cn/</a></li></ul>

<p>China continues to dominate the global e-commerce landscape, accounting for <strong>47%</strong> of worldwide online sales according to TMO Group data. Yet 2026 reveals a market in structural transition. <strong>Alibaba</strong> reported FY2025 revenue of <strong>996.3 billion yuan</strong> with 6% growth and net profit surging 77% to 126 billion yuan, while <strong>Pinduoduo</strong> delivered revenue of <strong>393.8 billion yuan</strong> with 59% growth and net profit of 112.4 billion yuan. The divergence signals that growth is shifting from scale expansion to margin optimization across platforms.</p><p>The China Online Audio-Video Association reported that the online audio-video market reached <strong>1,287.7 billion yuan</strong> in 2025 with 5.3% growth, serving <strong>1.099 billion users</strong> and becoming the largest internet category by user base. Kuaishou has emerged as the world's highest-grossing live-streaming platform, while Yiwu's live commerce sector alone generated <strong>12.75 billion yuan</strong> in Q1 2024 sales. Live commerce is no longer experimental — it has become a structural pillar of China's e-commerce ecosystem with its own distinct rules and competitive dynamics.</p><p><strong>Pinduoduo</strong> has been the standout performer with a five-year revenue CAGR of <strong>45.7%</strong>, far outpacing both Alibaba and JD.com. Its Q4 2024 revenue reached 110.6 billion yuan with 24.4% growth, demonstrating sustained momentum even as the base effect grows. However, J.P. Morgan and Deutsche Bank project Alibaba's Q4 FY2026E revenue at 246.5 billion yuan with only 4.3% growth and net profit declining 51.7% year-over-year. The market is clearly bifurcating between high-growth disruptors and maturing incumbents.</p><p>Alibaba's cloud division achieved <strong>triple-digit AI revenue growth</strong> for seven consecutive quarters, signaling that the competitive battleground is extending beyond traditional e-commerce into cloud computing and artificial intelligence. With China's 2025 GDP reaching <strong>140 trillion yuan</strong> at 5.0% growth according to the National Bureau of Statistics, but quarterly deceleration from Q1's 5.4% to Q4's 4.5%, platforms are accelerating their technology investments to drive efficiency gains and create new revenue streams beyond transaction-based models.</p><p>First, brands should develop platform-specific strategies rather than one-size-fits-all approaches, recognizing that Pinduoduo's value-driven audience differs fundamentally from Tmall's premium positioning. Second, invest in live commerce capabilities as a core channel, not an add-on, leveraging the 1.099 billion user base for both brand building and direct conversion. Third, monitor the cloud and AI integration trend closely, as platforms that successfully embed AI into merchant tools will offer superior targeting and operational efficiency advantages.</p><ul><li>Alibaba FY2025 Annual Report — Revenue and profit data: <a href="https://www.alibabagroup.com/en-US/ir-home" target="_blank">https://www.alibabagroup.com/en-US/ir-home</a></li><li>Pinduoduo 2024 Annual Report — Growth metrics: <a href="https://investor.pddholdings.com/" target="_blank">https://investor.pddholdings.com/</a></li><li>China Online Audio-Video Association — 2025 market report: <a href="https://www.cnsa.org.cn/" target="_blank">https://www.cnsa.org.cn/</a></li><li>TMO Group — China e-commerce global share analysis: <a href="https://tmogroup.asia/" target="_blank">https://tmogroup.asia/</a></li><li>National Bureau of Statistics — China 2025 GDP data: <a href="https://www.stats.gov.cn/" target="_blank">https://www.stats.gov.cn/</a></li></ul>

<p>The global instant retail market is projected to exceed <strong>$400 billion by 2025</strong>, with China leading in market share. Meituan Flash Shopping and JD Daojia dominate the sector.</p><p>According to industry reports, <strong>third-tier and below cities grew over 60% YoY</strong>, significantly outpacing first-tier markets.</p><p>Meituan Flash Shopping holds <strong>over 50% market share</strong> in China's instant retail sector. JD Daojia leverages its logistics expertise, while Taobao Flash leverages the Alibaba ecosystem.</p><p>Lower-tier cities represent the fastest-growing segment, with order volume growth exceeding <strong>60% year-over-year</strong>. Consumer demand for 30-minute delivery is driving expansion.</p><p>1. Develop region-specific product strategies based on local consumer preferences</p><p>2. Optimize前置仓 networks to improve delivery efficiency</p><p>3. Leverage platform data tools to identify high-potential stores and consumers</p><p><strong>What is instant retail?</strong></p><p>Instant retail refers to the model where consumers order online and receive deliveries within 30 minutes to 2 hours from local stores or warehouses.</p><p><strong>Why is instant retail growing so fast?</strong></p><p>Consumer demand for speed, combined with improved logistics infrastructure, has made instant retail the fastest-growing retail segment in China.</p><p><strong>How can brands capitalize on instant retail?</strong></p><p>Brands should build omnichannel strategies, optimize product assortment, and focus on lower-tier market opportunities.</p><p><strong>What are the future trends in instant retail?</strong></p><p>Increased warehouse density, AI-powered product selection, and 24/7 delivery services are emerging as key trends.</p><p><strong>How to improve conversion rates in instant retail?</strong></p><p>Optimize product pages, showcase user reviews, and provide instant customer support to boost conversion.</p><ul><li>Euromonitor International — Global Instant Retail Report 2025: <a href="https://www.euromonitor.com/instant-retail" target="_blank">https://www.euromonitor.com/instant-retail</a></li><li>McKinsey & Company — China Retail Innovation: <a href="https://www.mckinsey.com/insights/china-retail" target="_blank">https://www.mckinsey.com/insights/china-retail</a></li><li>Meituan Investor Relations — Q1 2025 Results: <a href="https://investor.meituan.com" target="_blank">https://investor.meituan.com</a></li></ul>

<p><strong>Meituan</strong> reported revenue of <strong>92.1 billion yuan</strong> ($13.3 billion) for Q4 2025, a 4.1% year-on-year increase that narrowly missed analyst expectations of 92.2 billion yuan. More critically, the company posted an adjusted net loss of <strong>15.1 billion yuan</strong>, narrowed from 16 billion yuan in Q3 but reversed from a profit of 9.8 billion yuan a year earlier—the second consecutive quarterly loss driven by fierce subsidy competition in China's instant retail sector.</p><p>However, a turning point may be near. A state media editorial calling for an end to food delivery price wars was republished by Chinese regulators in early 2026, widely interpreted as an official endorsement to stop the so-called "neijuan" (involution) competition. Following the signal, <strong>Meituan</strong> shares surged <strong>14% in a single day</strong>, reflecting investor optimism that the era of margin-eroding subsidies may finally be over.</p><p><strong>Meituan Flash Shopping</strong>, <strong>Alibaba's Taobao Flash Purchase</strong>, and <strong>JD Daojia</strong> are locked in an intense three-way competition for dominance in China's instant retail market, targeting the "30-minute delivery ring"—orders delivered within 30 minutes of placement. Instant commerce (defined as online purchases, typically food, bubble tea, and daily necessities, fulfilled within 60 minutes) has become the fastest-growing segment of China's retail market.</p><p>Multiple research institutions project China's instant retail market to exceed <strong>1.5 trillion yuan</strong> ($207 billion) in total size in 2026. The China Quick Commerce Databook Report 2026 projects the market will reach $126.74 billion by 2029.</p><p>Beyond pure-play platforms, major offline retailers including <strong>Walmart China</strong>, <strong>RT-Mart</strong>, and <strong>CR Vanguard</strong> are rapidly integrating into instant delivery networks, using their store footprint as micro-fulfillment centers. Data shows that after connecting to instant delivery platforms, offline supermarkets see average order values increase by approximately <strong>23%</strong> for online orders.</p><p>In the instant retail race, logistics network density directly determines both user experience and cost structure. <strong>Meituan Flash Shopping</strong> has deployed over <strong>300,000 dark stores</strong> across major Chinese cities, covering a 3-kilometer radius around each location. This density enables a 30-minute delivery success rate exceeding <strong>96%</strong>, creating a formidable barrier to entry for new competitors.</p><p>To capitalize on the rapidly evolving instant retail landscape, brands should focus on three priorities: first, building a multi-platform price and promotion monitoring system covering Meituan Flash Shopping, Taobao Flash Purchase, and JD Daojia to detect price violations in real time; second, prioritizing product rollout in high-tier cities with dense dark store coverage, leveraging the "30-minute delivery" capability as a premium channel for new product launches; third, connecting with platform data APIs to access consumer profiling and repurchase cycle data to guide store location and SKU optimization decisions.</p><p><strong>Q1: What was Meituan's Q4 2025 revenue?</strong></p><p>A: Meituan reported Q4 2025 revenue of 92.1 billion yuan ($13.3 billion), a 4.1% year-on-year increase, slightly below analyst expectations of 92.2 billion yuan.</p><p><strong>Q2: Why is the instant retail price war ending?</strong></p><p>A: In early 2026, Chinese regulators republished a state media editorial opposing subsidy-driven competition in food delivery, signaling official intervention. Meituan shares surged 14% the following day.</p><p><strong>Q3: How large is China's instant retail market in 2026?</strong></p><p>A: Multiple research institutions project China's instant retail market will exceed 1.5 trillion yuan ($207 billion) in 2026, with the market projected to reach $126.74 billion by 2029.</p><p><strong>Q4: What is the core competitive advantage in instant retail?</strong></p><p>A: Dark store density is the most critical moat. Meituan Flash Shopping operates over 300,000 dark stores covering a 3-kilometer radius, maintaining a 96%+ 30-minute delivery success rate.</p><p><strong>Q5: How should brands participate in instant retail?</strong></p><p>A: Brands should prioritize rollout in high-tier cities with dense dark store networks, build real-time multi-platform price monitoring systems, and leverage platform data APIs for consumer insights and store location decisions.</p><ul><li>Inside Retail Asia — Meituan posts second consecutive quarterly loss amid instant retail price war: <a href="https://insideretail.asia/2026/03/27/food-delivery-wars-continue-to-bite-meituan-which-posts-another-quarterly-loss/" target="_blank">https://insideretail.asia/2026/03/27/food-delivery-wars-continue-to-bite-meituan/</a></li><li>SCMP — How China's retail market is evolving amid Alibaba and Meituan's instant commerce war: <a href="https://www.scmp.com/tech/big-tech/article/3325354/how-chinas-retail-market-evolving-amid-alibaba-and-meituans-instant-commerce-war" target="_blank">https://www.scmp.com/tech/big-tech/article/3325354/how-chinas-retail-market-evolving-amid-alibaba-and-meituans-instant-commerce-war</a></li><li>GlobeNewswire — China Quick Commerce Databook Report 2026, market to reach $126.74 billion by 2029: <a href="https://www.globenewswire.com/news-release/2026/04/21/3277632/28124/en/China-Quick-Commerce-Databook-Report-2026.html" target="_blank">https://www.globenewswire.com/news-release/2026/04/21/3277632/28124/en/China-Quick-Commerce-Databook-Report-2026.html</a></li></ul>

<p><strong>China's instant retail market reached 1.2 trillion yuan in 2025</strong>, representing a year-on-year growth of 35%, making it the fastest-growing segment in the retail industry. According to data from the Ministry of Commerce Research Institute, the market size is expected to exceed 1.5 trillion yuan in 2026 and reach 2 trillion yuan by 2030.<strong>Meituan Flash Shopping's GMV grew by over 80% in 2025</strong>, achieving triple-digit growth in alcohol instant retail. China Resources Snow Brewery reached a strategic cooperation with Meituan Flash Shopping, Taobao Flash Shopping, and JD Daojia, increasing its instant retail GMV by nearly 50% in the first half of 2025.</p><p><strong>Meituan Flash Shopping holds approximately 60% of the instant retail market share</strong>, with over 500 front warehouses and a peak daily order volume of 25 million orders. The platform achieved a "15-minute delivery" coverage rate of 75% in core cities, with county-level instant retail order volume increasing by over 80% during the Spring Festival period.<strong>Taobao Flash Shopping leverages Alibaba's ecosystem synergy</strong>, integrating traffic from Amap, Alipay, Taobao Tmall, and Tmall, stabilizing its market share at around 25% in 2025 with a 20% DAU growth.<strong>JD Daojia adopted a differentiated strategy of "zero commission + five social insurances"</strong>, capturing about 11% market share during the 618 shopping festival, but fell back to 8% by year-end.</p><p><strong>Gujing Gongjiu's e-commerce business grew significantly in 2025</strong>, exceeding targets on mainstream platforms like JD.com and Douyin. The brand adopted a "blockbuster product + festival scenario" dual-driven strategy in instant retail channels, with the Nianfen Yuangjiang gift box series growing by approximately 20% year-on-year.<strong>China Resources Snow Brewery customized marketing for the "late-night snack scenario" on Meituan Flash Shopping</strong>, with monthly sales exceeding 300 million yuan in the summer of 2025, a 180% increase compared to the same period last year.</p><p><strong>Instant retail order volume in tier-3 and below cities increased by 120% year-on-year</strong>, becoming the fastest-growing regional market in 2025. Meituan Flash Shopping adopted a "front warehouse + convenience store alliance" model in lower-tier markets, covering over 500,000 stores, a 65% increase compared to 2024.<strong>During the 2025 Double 11 period, instant retail order share in lower-tier markets exceeded first-tier cities for the first time</strong>, reaching 52%.</p><p>FMCG brands should establish an "instant retail data center" to achieve real-time monitoring of multi-platform prices, inventory, reviews, and competitor data.<strong>Recommended core metrics for brands:</strong> order fulfillment time (target ≤30 minutes), SKU sell-through rate (target ≥60%), price competitiveness index (benchmarked against competitors ±5% range), repurchase rate (target ≥35%). Through AI-driven dynamic pricing strategies, automatically adjusing promotional intensity during peak periods can increase overall GMV by about 15-20%.</p><p><strong>Q1: What is the core difference between instant retail and traditional e-commerce?</strong></p><p>A: Instant retail is characterized by "minute-level fulfillment + localized supply," with an average delivery time of 30-60 minutes, while traditional e-commerce delivery time is 1-3 days. In 2025, the instant retail market size reached 1.2 trillion yuan, with a growth rate three times that of traditional e-commerce.</p><p><strong>Q2: How should FMCG brands choose the right instant retail platform?</strong></p><p>A: Platforms should be selected based on brand positioning. High-end alcohol brands prefer Meituan Flash Shopping (high average order value, good user quality), mass FMCG products can choose Taobao Flash Shopping (large traffic, strong ecosystem synergy).</p><p><strong>Q3: How does the gross margin of instant retail channels compare with traditional channels?</strong></p><p>A: Instant retail gross margin is usually in the 25-35% range, slightly lower than traditional e-commerce (30-40%), but higher than offline supermarkets (15-25%). The advantages are fast turnover, low damage, and timely data feedback.</p><p><strong>Q4: What are the growth drivers for the instant retail market in 2026?</strong></p><p>A: Growth is mainly driven by three aspects: first, increased penetration in lower-tier markets (expected to cover 70% of counties in 2026); second, category expansion (extending from alcohol to fresh food, medicine, digital products).</p><p><strong>Q5: How can brands monitor price order in instant retail channels?</strong></p><p>A: It is recommended to use automated price monitoring tools, real-time crawl price data from Meituan, Taobao, JD.com and other platforms, setting warning thresholds (e.g., automatic alarm if price deviation >10%).</p><ul><li>Trillion-level Instant Retail Activates OTC Channels: The "30-Minute War" of Beauty Brands — 2026-05-09,<a href="https://www.sohu.com/a/1020392693_121845678" target="_blank">https://www.sohu.com/a/1020392693_121845678</a></li><li>Behind the Target of Thirty Billion-Level Chain Brands in Three Years: Meituan Flash Shopping's Instant Retail Strategic Declaration — 2026-05-03,<a href="https://blog.csdn.net/TMTdoc/article/details/159395506" target="_blank">https://blog.csdn.net/TMTdoc/article/details/159395506</a></li><li>High Inventory, Price Inversion..."Third Channel" Instant Retail as a Solution for the Alcohol Industry? — 2026-05-08,<a href="https://new.qq.com/rain/a/20260508A06VTZ00" target="_blank">https://new.qq.com/rain/a/20260508A06VTZ00</a></li></ul>

<p><strong>In 2025, the average customer acquisition cost (CAC) for e-commerce in China reached 210 yuan per person</strong>, up from 80 yuan in 2020, representing a 162.5% increase. As user growth on mainstream platforms like Taobao, JD.com, and Pinduoduo slows down, traffic dividends are gradually disappearing.<strong>Live streaming e-commerce CAC is 85 yuan/person</strong>, while social e-commerce CAC is 62 yuan/person, but still faces high traffic investment pressure.<strong>Private domain e-commerce transaction scale reached 5 trillion yuan</strong>, accounting for 36% of the overall e-commerce market, becoming a new option for brands to reduce CAC.</p><p><strong>Taobao Tmall's 2025 GMV reached 8.5 trillion yuan</strong>, maintaining its leading position, but CAC increased by 35% year-on-year. JD.com's 2025 marketing expenses increased by 75% year-on-year, totaling 84 billion yuan, most of which was invested in food delivery subsidies and traffic procurement. Pinduoduo, through its "10 billion subsidy" strategy, controlled CAC at around 120 yuan/person, lower than the industry average.<strong>Douyin E-commerce's 2025 GMV exceeded 3 trillion yuan</strong>, with live streaming sales accounting for 65%, becoming the fastest-growing e-commerce platform.</p><p><strong>Gujing Gongjiu's e-commerce business grew significantly in 2025</strong>, exceeding targets on mainstream platforms like JD.com and Douyin. The brand adopted a "blockbuster product + festival scenario" dual-driven strategy, with the Nianfen Yuangjiang gift box series growing by approximately 20% year-on-year.<strong>A snack brand, through private domain operations</strong>, reduced public domain CAC from 1088 yuan/person to 30-60 yuan/person in private domain, increased repurchase rate to 2-3 times that of public domain, and achieved a private domain GMV ratio of 45% in 2025.</p><p><strong>In 2025, the number of large model registrations nationwide reached 225</strong>, and major e-commerce platforms actively explored using AI to empower product sales. Alibaba released the "Qianwen" AI assistant for individual users, deeply integrating with Alibaba ecosystem businesses such as Taobao Tmall, Taobao Flash Shopping, Amap, Feizhu, and Alipay.<strong>AI-driven dynamic pricing strategies</strong> can increase overall GMV by about 15-20%, intelligent customer service systems reduce labor costs by 40%, and recommendation algorithm optimization increases conversion rates by 25%. Brands should establish an "AI E-commerce Operations Center" to achieve multi-platform data integration and intelligent decision-making.</p><p>E-commerce enterprises should shift from "traffic thinking" to "user value thinking." Recommended strategies include:<strong>First, build a private domain traffic pool</strong>, precipitating users through carriers such as WeChat Work, Mini Programs, and Apps to reduce dependence on platform traffic;<strong>Second, full-link AI empowerment</strong>, introducing AI tools from product selection, pricing, customer service to logistics to improve efficiency;<strong>Third, deep cultivation of content e-commerce</strong>, establishing brand awareness through short videos, live streaming, and community operations to increase repurchase rates. According to Wangjingshe data, the scale of private domain e-commerce users reached 520 million in 2024, with repurchase rates 2-3 times that of public domain, making it a core strategy for brands to survive cycles.</p><p><strong>Q1: Why did e-commerce customer acquisition costs rise significantly in 2025?</strong></p><p>A: Main reasons include traffic dividend peaking, intensified platform competition, and fragmented user attention. CAC rose from 80 yuan in 2020 to 210 yuan in 2025, a increase of 162.5%. Private domain e-commerce has become an effective way to reduce CAC.</p><p><strong>Q2: What is the core difference between private domain e-commerce and traditional e-commerce?</strong></p><p>A: Private domain e-commerce is a brand's self-controlled traffic pool, with CAC of 30-60 yuan/person and repurchase rates 2-3 times that of public domain. In 2024, private domain e-commerce transaction scale reached 5 trillion yuan, accounting for 36% of the overall market, making it an essential strategy for brands.</p><p><strong>Q3: How can AI technology help e-commerce reduce operating costs?</strong></p><p>A: AI can be applied to intelligent customer service (40% cost reduction), dynamic pricing (15-20% GMV increase), recommendation algorithms (25% conversion rate increase), content generation (60% cost reduction), and other scenarios, making it key to full-link cost reduction and efficiency improvement.</p><p><strong>Q4: What are the development trends of live streaming e-commerce in 2025?</strong></p><p>A: In 2025, live streaming e-commerce entered a mature stage of refined operations, with brand live streaming becoming the dominant force. Annual GMV reached nearly 7 trillion yuan. Regulators have set "compliance red lines" for AI applications, requiring significant identification of AI-generated content to ensure healthy technological development.</p><p><strong>Q5: How can brands build an efficient private domain operation system?</strong></p><p>A: It is recommended to adopt a "public domain traffic diversion + private domain precipitation + community operation" three-stage strategy. Build a self-controlled private domain ecosystem through full-link SaaS solutions, avoid platform traffic kidnapping, and maximize user lifecycle value. In 2024, the scale of private domain e-commerce users reached 520 million.</p><ul><li>Design and Implementation of E-commerce User Behavior Analysis System Based on Data Mining — 2026-05-03,<a href="https://blog.csdn.net/m0_59169364/article/details/157070555" target="_blank">https://blog.csdn.net/m0_59169364/article/details/157070555</a></li><li>Under the Triple Pressure of Low Gross Margin, High Traffic Investment, and Strict Regulation, Where is the Breakthrough for Snack E-commerce? — 2026-05-09,<a href="https://www.woshipm.com/it/6391991.html" target="_blank">https://www.woshipm.com/it/6391991.html</a></li><li>Private Domain E-commerce Operations: The Transformation Path from Traffic Thinking to User Value — 2026-05-08,<a href="https://blog.csdn.net/Xiaoyao_T/article/details/158889838" target="_blank">https://blog.csdn.net/Xiaoyao_T/article/details/158889838</a></li><li>Annual GMV Nearly 7 Trillion "2025 Live Streaming E-commerce Market Data Report" Wangjingshe Released for the Eighth Year — 2026-05-08,<a href="https://so.html5.qq.com/page/real/search_news?docid=70000021_05669fd9ba899352" target="_blank">https://so.html5.qq.com/page/real/search_news?docid=70000021_05669fd9ba899352</a></li></ul>