全球领先的新经济产业第三方数据挖掘与分析机构
关于“券商”的报告
艾媒咨询 | 2024-2025年中国券商自营APP竞争格局及用户行为监测报告
随着移动互联网的快速发展和金融科技的不断进步,中国券商自营APP行业迎来了迅猛的发展态势。自2010年中国首批券商自营APP上线以来,各大券商综合发力,从业务、营销、社交等多个方面扩大市场,APP的功能已从最初的股票交易和基本行情查询,扩展到了包括融资债券交易、资讯浏览等多个方面。直至目前,券商自营APP已经成为投资者进行股票交易和投资的首选途径,是连接投资者与金融市场的重要桥梁。这一转变不仅反映了技术的进步,也体现了用户行为和市场趋势的变化。全球新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2024-2025年中国券商自营APP竞争格局及用户行为监测报告》数据显示,中国证券APP用户规模增长迅速,2024年中国证券APP用户规模为2.4亿人。随着中国证券市场的不断成熟及投资者数量的持续增多,中国证券APP用户规模仍将保持较快增长,预计2025年有望达2.6亿人。艾媒咨询分析师认为,券商通过布局智慧型网点、APP端、PC端和客服中心四种渠道,优化渠道间的交互能力和衔接打造渠道闭环,不断构建以客户为中心的综合服务平台,保证客户的线上线下体验高度一致,提高客户粘性以占领市场。
With the rapid development of mobile Internet and the continuous progress of financial technology, China's brokerage self-run APP industry has developed in a rapid trend. Since the launch of China's first batch of securities brokerage self-run apps in 2010, major securities brokerages have made comprehensive efforts to expand the market from many aspects such as business, marketing and social networking. The functions of the APP have expanded from the initial stock trading and basic market inquiries to include financing bond trading, information browsing and other aspects. Up to now, the brokerage self-run APP has become the preferred way for investors to carry out stock trading and investment, and it is an important bridge connecting investors with the financial market. This shift reflects not only advances in technology, but also changes in user behavior and market trends. According to the latest "2024-2025 The competition pattern and user behavior monitoring report of China's brokerage self-run APP" released by iiMedia Research, Data show that the scale of China's securities APP users is growing rapidly, and the scale of China's securities APP users will be 240 million in 2024. As China's securities market continues to mature and the number of investors continues to increase, the number of Chinese securities APP users will continue to maintain rapid growth, which is expected to reach 260 million in 2025. The iiMedia consulting analysts believe that through the layout of four channels, namely intelligent network, APP, PC and customer service center, brokerages optimize the interaction ability and connection among channels to create a closed-loop channel, constantly build a customer-centric comprehensive service platform, which is ensured that customers' online and offline experiences are highly consistent, and improve customer stickiness to occupy the market.艾媒咨询 | 2025年中国券商自营类APP行业发展状况与消费行为调查数据
随着移动互联网的快速发展和金融科技的不断进步,中国券商自营类APP行业迎来了迅猛的发展态势。根据全球领先的新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025年中国券商自营类APP行业发展状况与消费行为调查数据》显示,2024年中国互联网理财用户规模达到7.4亿人,预计2025年将达到7.6亿人。其中,2024年中国证券APP用户规模为2.4亿人,2025年有望达到2.6亿人。这一增长趋势反映了中国证券市场数字化转型的加速,以及移动互联网技术在金融领域的广泛应用。
在2025年中国投资者使用券商自营类APP的频率中,每周使用的占比最高,为46.00%。其次是每日使用,占比为36.00%。每月使用的占比为12.00%。此外,在功能偏好方面,投资研报与资讯解读以60.00%的占比成为最核心需求,其次是自选股管理功能和交易下单功能,占比分别为46.00%和40.00%。这表明中国投资者对券商自营类APP已形成高频使用习惯与深度内容依赖。券商自营类APP平台应持续优化信息服务的实时性与专业性,强化自选股管理等个性化工具,提升用户粘性与平台价值。
艾媒咨询分析师认为,中国券商自营类APP行业将呈现以下三大发展趋势。一是智能化服务深化,AI投顾与大数据分析将成为标准配置;二是内容生态升级,视频化投教与实时研报构建核心壁垒;三是场景融合加速,平台将嵌入消费、社交等生活场景以提升用户粘性。随着金融科技持续赋能,券商自营类APP将从交易工具演进为综合财富管理平台,推动行业从用户规模竞争转向服务价值竞争的新阶段。
With the rapid development of mobile internet and the continuous progress of financial technology, the self-operated APP industry of Chinese securities firms has witnessed a vigorous growth trend. According to the latest "2025 China Securities Self-operated APP Industry Development Status and Consumer Behavior Survey Data" released by iiMedia Research, a leading third-party data mining and analysis institution for the new economy industry, the scale of internet finance users in China reached 740 million in 2024 and is expected to reach 760 million in 2025. Among them, the scale of securities APP users in China was 240 million in 2024 and is expected to reach 260 million in 2025. This growth trend reflects the accelerated digital transformation of the Chinese securities market and the wide application of mobile internet technology in the financial field.
In terms of the frequency of Chinese investors using self-operated APPs of securities firms in 2025, the proportion of those who open the APP several times a week is the highest, at 46.00%. This is followed by those who open it several times a day, accounting for 36.00%. Those who open it many times a day account for 12.00%. In addition, in terms of functional preferences, investment research reports and information interpretation, with a proportion of 60.00%, have become the core demand. This is followed by the self-selected stock management function and the trading order function, with proportions of 46.00% and 40.00% respectively. This indicates that Chinese investors have formed a high-frequency usage habit and a deep content dependency on self-operated APPs of securities firms. Self-operated APP platforms of securities firms should continuously optimize the real-time and professional nature of information services, strengthen personalized tools such as self-selected stock management, and enhance user stickiness and platform value.
Analysts from iiMedia Research believe that the self-operated APP industry of Chinese securities firms will present the following three major development trends. First, intelligent services will be further deepened, with AI investment advisors and big data analysis becoming standard configurations. Second, the content ecosystem will be upgraded, with video-based investment education and real-time research reports building core barriers. Third, the integration of scenarios will accelerate, with platforms embedding into consumption, social and other life scenarios to enhance user stickiness. With the continuous empowerment of financial technology, self-operated APPs of securities firms will evolve from trading tools to comprehensive wealth management platforms, driving the industry to shift from user scale competition to service value competition.艾媒咨询 | 2025年中国品牌电商服务商行业研究报告
在全球数字经济深度发展与中国品牌全球化战略的双重驱动下,品牌电商服务商行业已成为链接消费市场与商业增长的核心枢纽,中国企业凭借全域运营能力与技术革新优势引领全球电商服务生态变革。全球新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025年中国品牌电商服务商行业研究报告》数据显示,2024年中国品牌电商服务行业市场规模达4468.5亿元,同比增长9.6%;预计2028年将突破5862.3亿元,年复合增长率稳居高位。艾媒咨询分析师认为,在消费场景碎片化与全球化扩张的浪潮下,AI智能决策、跨境全链路服务及垂类精细化运营,正成为驱动行业从“流量托管”向“增长引擎”跃迁的核心动力。行业服务边界持续拓展,从传统电商平台运营延伸至TikTok直播本地化、ESG合规化建设、私域资产沉淀等新兴领域,推动品牌方与服务商关系重构为“全域增长合伙人”。
Driven by the deep development of the global digital economy and China's brand globalization strategy, the brand e-commerce service provider industry has emerged as a core hub linking consumer markets with business growth. Chinese enterprises, leveraging their omnichannel operational capabilities and advantages in technological innovation, are leading the transformation of the global e-commerce service ecosystem. According to the latest "2025 China Brand E-Commerce Service Provider Industry Research Report" released by iiMedia Research, a third-party data mining and analysis institution focusing on the global new economy, the size of China's brand e-commerce service industry reached 446.85 billion yuan in 2024, representing a year-on-year increase of 9.6%. It is projected to exceed 586.23 billion yuan by 2028, with the compound annual growth rate remaining at a high level.
Analysts from iiMedia Research noted that amid the fragmentation of consumption scenarios and the wave of global expansion, AI-powered intelligent decision-making, cross-border full-link services, and vertical niche refined operations have become the core drivers propelling the industry to leap from "traffic management" to "growth engine." The boundaries of services are continuously expanding, extending from traditional e-commerce platform operations to emerging areas such as TikTok live-streaming localization, ESG compliance development, and private domain asset accumulation. This evolution is redefining the relationship between brands and service providers into "omnichannel growth partners."艾媒咨询 | 2025年全球数字人直播电商产业趋势报告
在全球数字化浪潮汹涌澎湃的当下,电商行业正经历着前所未有的变革与重塑,数字人直播电商顺势崛起,成为引领行业发展的全新风口。亚马逊、京东、淘宝等头部电商平台纷纷加码数字人电商直播赛道,以技术驱动消费体验革新。全球新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025年全球数字人直播电商产业趋势报告》数据显示,2021-2026年全球数字人电商直播市场规模呈上升趋势,2024年全球数字人电商直播市场规模为492.82亿美元,预计2026年将达到767.93亿美元。艾媒咨询分析师认为,数字人电商直播带货正通过技术迭代与场景创新持续加速行业变革,其与传统直播带货的关系已从竞争走向协同。
In the current era when the global digital wave is surging, the e-commerce industry is undergoing unprecedented transformation and reshaping. Digital human live-streaming e-commerce has emerged as a new trend, leading the development of the industry. Leading e-commerce platforms such as Amazon, JD.com and Taobao are all stepping up their efforts in the digital human e-commerce live streaming field, driving the innovation of consumer experience with technology. The latest "Global Digital Human live-streaming e-commerce industry trend report 2025" released by iiMedia Research, a third-party data mining and analysis institution for the global new economy industry, shows that the global digital human e-commerce live-streaming market size is on the rise from 2021 to 2026. The global digital human e-commerce live streaming market size was 49.282 billion US dollars in 2024 and is expected to reach 76.793 billion US dollars by 2026. Analysts from iiMedia Research believe that Digital human e-commerce live-streaming sales are continuously accelerating industry transformation through technological iteration and scene innovation. Its relationship with traditional live-streaming sales has shifted from competition to collaboration.艾媒咨询 | 2025-2029年中国直播电商行业运行大数据分析及趋势研究报告
在数字经济蓬勃发展的当下,直播电商的内涵与外延不断拓展,从传统实物商品销售延伸至本地生活服务、虚拟内容付费等多元领域,成为推动消费升级、助力经济增长的新引擎。全球新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025-2029年中国直播电商行业运行大数据分析及趋势研究报告》数据显示,2024年中国网上零售额达到15.52万亿元,预计到2025年规模将达到16.65万亿元。艾媒咨询分析师认为,直播电商正经历从野蛮生长到高质量发展的关键转型,在资本、平台、政府三方合力下,行业逐步构建起“效率-秩序-理性”的良性发展框架。
In the current era of vigorous development of the digital economy, the connotation and extension of live-streaming e-commerce are constantly expanding. It has extended from traditional physical goods sales to multiple fields such as local life services and virtual content payment, becoming a new engine for promoting consumption upgrading and economic growth. The latest "Analysis and trend research report on the operation of China's live e-commerce industr from 2025 to 2029" released by iiMedia Research, a third-party data mining and analysis institution for the global new economy industry, shows that China's online retail sales reached 15.52 trillion yuan in 2024. It is estimated that the scale will reach 16.65 trillion yuan by 2025. Analysts from iiMedia Research believe that live-streaming e-commerce is undergoing a crucial transformation from wild growth to high-quality development. With the joint efforts of capital, platforms, and the government, the industry is gradually establishing a virtuous development framework of "efficiency - order - rationality".艾媒咨询 | 2025年中国零售行业市场消费行为调查数据
随着数字零售技术的深度融合创新,消费模式呈现多元化发展态势,主要应用于以直播购物、社交电商为例的流量重构领域,以会员体系运营、精准推荐算法为例的用户运营领域,以及即时零售、虚拟试穿技术等场景体验领域。这种技术演进推动形成了覆盖智能货架管理、跨境商品直购的新型消费生态,同时催生出结合AR导航、无人配送的智慧零售解决方案,为消费者构建起全时段、全场景的购物体验闭环。根据全球新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025年中国零售行业市场消费行为调查数据》数据显示,2025年中国消费者选择线上购物的核心动因中,“商品选择丰富性”以39.14%的占比居于首位,反映出消费者对多元化需求的重视。线上购物频率呈现集中化特征,“每月2-3次”成为主流选择,占比达35.45%,而每周线上购物时间分配中,“1-3小时”以55.74%的绝对优势成为多数消费者的常态选择。在消费类目偏好方面,食品类商品以36.68%的消费占比领跑线上购物清单,印证了生鲜电商和即时零售场景的深度渗透。艾媒咨询分析师认为,零售企业需系统性优化线上线下一体化运营能力:在线上渠道应强化动态定价算法与供应链弹性,通过C2M模式降低溢价空间;线下场景需加速AR虚拟试穿、智能导购机器人等体验型技术部署,同时构建会员积分跨场景通兑体系以提升用户忠诚度。对于消费者普遍反映的“价格敏感度攀升”现象,建议通过大数据驱动的精准促销策略与付费会员专属权益体系实现差异化价值供给。
With the deep integration and innovation of digital retail technology, the consumption model shows a diversified development trend, which is mainly applied to the field of traffic reconstruction such as live shopping and social e-commerce, the field of user operation such as membership system operation and accurate recommendation algorithm, and the field of scene experience such as instant retail and virtual fitting technology. This technological evolution has promoted the formation of a new consumption ecology covering intelligent shelf management and cross-border direct purchase of goods, and has spawned a smart retail solution combining AR navigation and unmanned distribution, building a full-time and full-scene shopping experience closed-loop for consumers. According to Consumer behavior survey data of China's retail industry in 2025 released by iiMedia Research, a third-party data mining and analysis institution in the global new economy industry, among the core motivations for Chinese consumers to choose online shopping in 2025, "Product selection richness" ranked first with 39.14%, reflecting consumers' emphasis on diversified needs. Online shopping frequency presents a centralized feature, "2-3 times a month" has become the mainstream choice, accounting for 35.45%, and in the weekly online shopping time allocation, "1-3 hours" has become the normal choice of most consumers with an absolute advantage of 55.74%. In terms of consumer preference, food products led the online shopping list with 36.68% of consumption, confirming the deep penetration of fresh e-commerce and instant retail scenes. Analysts of IIMedia Consulting believe that retail enterprises need to systematically optimize online and offline integrated operation capabilities: online channels should strengthen dynamic pricing algorithms and supply chain elasticity, and reduce premium space through C2M mode; In offline scenes, it is necessary to accelerate the deployment of experiential technologies such as AR virtual fitting and intelligent shopping guide robots, and build a cross-scene redemption system for member points to enhance user loyalty. For the phenomenon of "rising price sensitivity" generally reflected by consumers, it is suggested to realize differentiated value supply through big data-driven precision promotion strategy and the exclusive rights and interests system of paying members.艾媒咨询 | 2025年中国农村电商行业发展状况与消费行为调查数据
随着农村电商生态持续完善,其发展格局呈现多元化特征,涵盖以短视频平台、社区团购为代表的销售渠道,以及合作社直供、加工企业联动的供应链整合模式。根据全球领先的新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025年中国农村电商行业发展状况与消费行为调查数据》数据显示,在销售渠道方面,抖音网店以29.79%占比成为农村经营者首选平台,说明农村电商行业比较依赖于抖音网店。食品生鲜类商品以超五成占比主导销售结构,本地采购供应链模式占比达53.72%,说明农村电商行业倾向于自产自销。然而53.19%的经营者面临客户拓展难题,物流信息滞后、配送成本高成为主要运营障碍。消费者端数据显示,智能手机以66.90%占比成为主要上网设备,淘宝与拼多多构成双强格局,51-100元中等价位商品占据45.92%市场份额,社交电商以54.08%偏好度领跑消费模式。说明消费者倾向于用手机在淘宝等APP上消费,消费主要集中在中低端价格的产品,并且喜欢与人分享消费经历。艾媒咨询分析师认为,需通过行业协会引导优化供应链协作,强化冷链物流基建以降低损耗成本,同时建立区域电商培训体系提升运营能力,借助内容电商模式激活下沉市场消费潜力。
With the continuous improvement of rural e-commerce ecology, its development pattern shows diversified characteristics, including sales channels represented by short video platforms and community group buying, as well as the supply chain integration model of direct supply by cooperatives and linkage of processing enterprises. According to the latest "Survey data of development status and consumer behavior of China's rural e-commerce industry in 2025" released by iiMedia Research, the world's leading third-party data mining and analysis institution of new economy industry, in terms of sales channels, Tiktok online store has become the preferred platform for rural operators with 29.79%. It shows that the rural e-commerce industry is more dependent on the Tiktok online store. Fresh food products accounted for more than 50% of the dominant sales structure, and the local procurement supply chain model accounted for 53.72%, indicating that the rural e-commerce industry tends to produce and sell by itself. However, 53.19% of operators face the problem of customer expansion, logistics information lag, high distribution costs become the main operational obstacles. Consumer data show that smart phones accounted for 66.90% of the main Internet equipment, Taobao and Pinduoduo formed a dual strong pattern, 51-100 yuan medium-price goods accounted for 45.92% of the market share, social e-commerce with 54.08% preference leading the consumption mode. This shows that consumers tend to use mobile phones to consume on Taobao and other apps, and their consumption is mainly concentrated in the middle and low price products, and they like to share their consumption experience with others.iiMedia Research believe that it is necessary to optimize supply chain collaboration through industry associations, strengthen cold chain logistics infrastructure to reduce loss costs, and establish regional e-commerce training systems to enhance operational capabilities, and activate the consumption potential of sinking markets with the help of content e-commerce models.艾媒咨询 | 2025年中国财经新闻用户消费行为调查数据
随着数字化阅读技术的迭代升级,2025年中国财经用户关注呈现渠道移动化、内容专业化特征,聚焦实时行情分析、政策解读及投资策略,偏好短视频与数据可视化呈现形式,付费意愿向深度报告倾斜。根据全球新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025年中国财经新闻用户消费行为调查数据》数据显示,94.90%的用户表示会主动关注财经新闻。用户获取资讯渠道呈现移动化特征,微博/微信与抖音/快手两大社交平台占据主导地位,短视频内容传播效能显著增强。在阅读习惯方面,51.54%用户保持每周4-5次高频接触,单次阅读时长集中于4-10分钟,午间12-14点形成阅读高峰。内容需求聚焦行业经济动态,长视频以41.45%的占比成为最受青睐的呈现形式。用户互动行为呈现积极态势,51.68%受访者习惯通过点赞表达认可。付费阅读需求强劲,69.08%用户倾向为课程、讲坛等知识型产品付费,显示深度内容商业化潜力。但调研同时揭示现存问题:信息过载导致筛选成本升高,垂直领域专业度不足,以及互动功能同质化制约用户体验。艾媒咨询分析师认为,财经媒体需构建“精准推送+深度解读”双轮驱动模式,依托AI技术优化内容分发效率,强化行业专家智库建设以提升专业壁垒。同时应开发差异化付费产品矩阵,完善用户分层运营体系,并在交互设计中融入社交裂变机制,以激活平台生态活力。
With the iteration and upgrade of digital reading technology, in 2025, Chinese financial users pay attention to the characteristics of mobile channels and professional content, focusing on real-time market analysis, policy interpretation and investment strategy, preferring short video and data visualization, and paying willingness to tilt towards in-depth reports. According to the latest "China financial news user consumption behavior survey data in 2025" released by iiMedia Research, a third-party data mining and analysis institution in the global new economy industry, 94.90% of users said they would take the initiative to pay attention to financial news. The channels for users to obtain information show the characteristics of mobile, and the two social platforms of Weibo/wechat and Douyin/Kuaishou occupy the dominant position, and the transmission efficiency of short video content has been significantly enhanced. In terms of reading habits, 51.54% users maintain 4-5 high-frequency contacts per week, and the single reading time is concentrated in 4-10 minutes, and the reading peak is formed at 12-14 o 'clock in the afternoon. Content demand focuses on the economic dynamics of the industry, and long video has become the most favored form of presentation with 41.45% of the total. User interaction showed a positive trend, and 51.68% of respondents used to express recognition through likes. The demand for paid reading is strong, and 69.08% of users tend to pay for knowledge-based products such as courses and lectures, showing the commercialization potential of in-depth content. However, the survey also revealed existing problems: information overload leading to higher screening costs, lack of expertise in vertical fields, and homogenization of interactive features restricting user experience. iiMedia Research believe that financial media need to build a two-wheel drive model of "accurate push + deep interpretation", rely on AI technology to optimize the efficiency of content distribution, and strengthen the construction of industry expert think tanks to enhance professional barriers. At the same time, a differentiated paid product matrix should be developed, a hierarchical user operation system should be improved, and a social fission mechanism should be incorporated into the interaction design to activate the ecological vitality of the platform.艾媒咨询 | 2025年中国无人零售行业发展状况与用户行为调查数据
随着物联网、人工智能、大数据等前沿技术深度嵌入零售领域,中国无人零售行业近年来一路高歌猛进,从概念试水逐步迈向大规模商用,展现出强大的发展活力。根据全球领先的新经济产业第三方数据挖掘和分析机构iiMedia Research(艾媒咨询)最新发布的《2025年中国无人零售行业发展状况与用户行为调查数据》数据显示,2024年中国人均可支配收入突破40000元大关,达到41314元。在2024年中国居民移动电话普及率达到了127.10部/百人。上述数据足以说明以物联网、大数据等前沿技术为核心的无人零售市场发展前景广泛。在对无人零售行业了解情况调查中,有50.41%的无人零售用户表示听说过,较为了解的用户占比为38.14%,这表明绝大部分用户都对无人零售有一定的认知。在对便利程度影响中,46.85%的用户认为略微提高,18.10%的用户认为显著提高,说明中国无人零售行业对用户生活便利程度带来了较大的正面影响。在无人零售商店未来改进空间看法中,62.76%的无人零售用户希望进行购物流程和支付方式的优化,59.51%的用户希望对店内环境和设施进行改善。这说明尽管无人零售行业具有巨大市场,但在精细服务方面仍然需要优化和改进。艾媒咨询分析师认为,未来中国无人零售行业需在技术稳定性、商品品类丰富度、运营成本控制等方面持续发力。企业应加大研发投入,提升设备稳定性与智能化水平,优化购物流程;同时,精准洞察消费者需求,丰富商品供给,通过精细化运营,进一步释放无人零售的市场潜力,塑造更具竞争力的商业模式。
With the deep integration of cutting-edge technologies such as the Internet of Things, artificial intelligence, and big data into the retail sector, China's unmanned retail industry has been making rapid progress in recent years, gradually moving from conceptual trials to large-scale commercial use, demonstrating strong development vitality. According to the latest "iiMedia Report | Survey data on the development status and user behavior of China's unmanned retail industry in 2025 " released by iiMedia Research, a world-leading third-party data mining and analysis institution for the new economy industry, China's per capita disposable income exceeded 40,000 yuan in 2024, reaching 41,314 yuan. In 2024, the penetration rate of mobile phones among Chinese residents reached 127.10 per 100 people. The above data are sufficient to demonstrate that the unmanned retail market, centered on cutting-edge technologies such as the Internet of Things and big data, has a broad development prospect. In the survey on the understanding of the unmanned retail industry, 50.41% of unmanned retail users said they had heard of it, and the proportion of users who were relatively familiar with it was 38.14%. This indicates that the vast majority of users have a certain understanding of unmanned retail. In terms of the impact on convenience, 46.85% of the users think it has slightly improved, and 18.10% of the users think it has significantly improved, indicating that the unmanned retail industry in China has brought a considerable positive impact on the convenience of users' lives. Among the views on the future improvement space of unmanned retail stores, 62.76% of unmanned retail users hope to optimize the shopping process and payment methods, and 59.51% of users hope to improve the in-store environment and facilities. This indicates that although the unmanned retail industry has a huge market, it still needs optimization and improvement in terms of fine services. Analysts from iiMedia Research believe that in the future, China's unmanned retail industry needs to continue to make efforts in terms of technological stability, the richness of product categories, and the control of operating costs. Enterprises should increase investment in research and development, enhance the stability and intelligence level of equipment, and optimize the shopping process. At the same time, accurately understand consumer demands, enrich product supply, and through refined operation, further unleash the market potential of unmanned retail and shape a more competitive business model.
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