开源分析用户行径!一款记录并分析用户行径和画像的开源软件
<h1 style="color: black; text-align: left; margin-bottom: 10px;"><span style="color: black;">真正的大师,永远都怀着一颗学徒的心!</span></h1>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">1、</span>项目简介</strong></span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">开源分析用户<span style="color: black;">行径</span>!一款记录并分析用户<span style="color: black;">行径</span>和画像的开源软件</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">2、</span>实现功能</strong></span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">1、</span>数据采集</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">数据采集是获取原始数据的过程,是数据分析和应用的<span style="color: black;">基本</span>。现代企业需要从各个<span style="color: black;">途径</span>和平台收集数据,以全面<span style="color: black;">认识</span>用户<span style="color: black;">行径</span>和市场动态。支持网页、小程序、IOS、Android等多端的数据采集,能够<span style="color: black;">保证</span>数据的全面性和多样性。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">1. 网页数据采集</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">网页数据采集<span style="color: black;">重点</span>指<span style="color: black;">经过</span><span style="color: black;">各样</span>技术手段从网站上提取数据。这<span style="color: black;">包含</span>用户<span style="color: black;">拜访</span>日志、点击流数据以及表单提交信息等。常用的<span style="color: black;">办法</span>有:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">爬虫技术</strong>:<span style="color: black;">经过</span>编写爬虫脚本,自动抓取网站上的公开信息。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">埋点技术</strong>:在网页的关键位置嵌入代码,实时采集用户的<span style="color: black;">行径</span>数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">日志分析</strong>:分析服务器日志文件,提取用户<span style="color: black;">拜访</span>的路径、时间、IP<span style="color: black;">位置</span>等信息。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">2. 小程序数据采集</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">小程序<span style="color: black;">做为</span>轻量级应用,在移动互联网中占据重要地位。小程序数据采集需要<span style="color: black;">思虑</span>用户隐私和安全性,<span style="color: black;">一般</span>采用以下<span style="color: black;">办法</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">SDK集成</strong>:<span style="color: black;">经过</span>集成官方或第三方<span style="color: black;">供给</span>的SDK(软件<span style="color: black;">研发</span>工具包),实现数据采集功能。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">API接口</strong>:利用小程序<span style="color: black;">供给</span>的API接口,实时上传用户操作数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">事件<span style="color: black;">跟踪</span></strong>:预先定义关键事件,在用户触发这些事件时,记录<span style="color: black;">关联</span>数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">3. iOS数据采集</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">iOS设备的数据采集需要遵守苹果的隐私政策和审核标准。<span style="color: black;">平常</span>的采集<span style="color: black;">办法</span><span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">App内埋点</strong>:在应用中嵌入代码,实时采集用户交互数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">系统权限请求</strong>:获取用户同意后,采集位置、通讯录等<span style="color: black;">敏锐</span>数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">第三方分析工具</strong>:<span style="color: black;">运用</span>如Firebase、Mixpanel等工具进行数据采集和分析。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">4. Android数据采集</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Android设备的数据采集相对灵活,但<span style="color: black;">亦</span>需要遵守Google Play的政策。采集<span style="color: black;">办法</span><span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">App内埋点</strong>:与iOS类似,<span style="color: black;">经过</span>嵌入代码采集用户<span style="color: black;">行径</span>数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">系统权限请求</strong>:获取必要权限后,采集设备信息、地理位置等数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">第三方SDK</strong>:利用成熟的第三方数据分析工具,简化数据采集过程。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">2、</span>流量概览</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">流量概览是对<span style="color: black;">拜访</span>量、<span style="color: black;">拜访</span><span style="color: black;">源自</span>和<span style="color: black;">拜访</span>特征的综合分析。它<span style="color: black;">帮忙</span>企业<span style="color: black;">认识</span>其平台的受欢迎程度、用户<span style="color: black;">源自</span>以及用户<span style="color: black;">行径</span>特点。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">1. 流量<span style="color: black;">途径</span>分析</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">流量<span style="color: black;">途径</span>分析<span style="color: black;">指的是</span>对<span style="color: black;">区别</span><span style="color: black;">源自</span>的访客流量进行跟踪和分析。<span style="color: black;">平常</span>的流量<span style="color: black;">途径</span><span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">自然搜索</strong>:用户<span style="color: black;">经过</span>搜索引擎进入网站或应用。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">社交<span style="color: black;">媒介</span></strong>:<span style="color: black;">经过</span>社交平台的<span style="color: black;">举荐</span>或分享链接进入。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">付费推广</strong>:<span style="color: black;">经过</span><span style="color: black;">宣传</span>或其他付费<span style="color: black;">途径</span>导入的流量。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">直接<span style="color: black;">拜访</span></strong>:用户直接输入URL<span style="color: black;">拜访</span>。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">经过</span>分析各<span style="color: black;">途径</span>的流量占比和转化效果,<span style="color: black;">能够</span>优化营销策略,<span style="color: black;">提高</span>ROI(投资<span style="color: black;">报答</span>率)。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">2. 设备分析</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">设备分析<span style="color: black;">指的是</span>对用户<span style="color: black;">运用</span>的设备类型进行统计,<span style="color: black;">包含</span>桌面设备、平板电脑和移动设备。进一步细分<span style="color: black;">能够</span><span style="color: black;">包含</span>操作系统版本、浏览器类型等。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">设备类型</strong>:<span style="color: black;">认识</span>用户<span style="color: black;">重点</span><span style="color: black;">运用</span>何种设备,有助于优化网站或应用的用户体验。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">操作系统</strong>:识别用户<span style="color: black;">运用</span>的操作系统版本,有助于兼容性测试和优化。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">浏览器类型</strong>:<span style="color: black;">认识</span>用户<span style="color: black;">运用</span>的浏览器,有助于前端技术的适配。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">3. 地域分析</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">地域分析<span style="color: black;">指的是</span>对用户所在的地理位置进行统计分析。<span style="color: black;">经过</span>IP<span style="color: black;">位置</span>或设备定位功能,<span style="color: black;">能够</span>确定用户的国家、城市、省份等信息。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">全世界</span>分布</strong>:<span style="color: black;">认识</span>用户的总体地理分布,有助于制定<span style="color: black;">全世界</span>或区域营销策略。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">地区</span>热点</strong>:识别用户集中的地区,<span style="color: black;">能够</span>针对性地开展线下活动或推广。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">语言偏好</strong>:分析<span style="color: black;">区别</span>地区用户的语言偏好,有助于内容本地化。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">4. 访客类型分析</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">访客类型分析<span style="color: black;">指的是</span>区分新访客和回访客,并分析<span style="color: black;">她们</span>的<span style="color: black;">行径</span>差异。<span style="color: black;">平常</span>的<span style="color: black;">归类</span><span style="color: black;">办法</span>有:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">新访客</strong>:<span style="color: black;">第1</span>次<span style="color: black;">拜访</span>网站或应用的用户。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">回访客</strong>:曾经<span style="color: black;">拜访</span>过并再次回访的用户。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">忠诚用户</strong>:频繁<span style="color: black;">拜访</span>并进行互动的用户。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">经过</span>分析<span style="color: black;">区别</span>类型访客的<span style="color: black;">行径</span>,<span style="color: black;">能够</span>优化用户留存策略,<span style="color: black;">加强</span>用户粘性。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">3、</span>用户画像</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">用户画像是基于用户<span style="color: black;">行径</span>数据,对用户进行特征刻画和<span style="color: black;">归类</span>的<span style="color: black;">办法</span>。它<span style="color: black;">帮忙</span>企业深入<span style="color: black;">认识</span>用户<span style="color: black;">需要</span>,<span style="color: black;">供给</span>个性化服务。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">1. <span style="color: black;">独一</span>ID解析</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">为了准确<span style="color: black;">跟踪</span>用户的全生命周期,需要为<span style="color: black;">每一个</span>用户分配一个<span style="color: black;">独一</span>ID。这个ID<span style="color: black;">能够</span><span style="color: black;">经过</span>注册信息、设备ID或第三方登录信息生成。在<span style="color: black;">保准</span>用户隐私的前提下,<span style="color: black;">独一</span>ID<span style="color: black;">帮忙</span>企业整合用户在<span style="color: black;">区别</span>设备和<span style="color: black;">途径</span>上的<span style="color: black;">行径</span>数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">2. <span style="color: black;">行径</span><span style="color: black;">跟踪</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">经过</span>埋点、日志分析和第三方工具,<span style="color: black;">连续</span><span style="color: black;">跟踪</span>用户的<span style="color: black;">行径</span>。<span style="color: black;">平常</span>的<span style="color: black;">行径</span>数据<span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">页面<span style="color: black;">拜访</span></strong>:用户<span style="color: black;">拜访</span>的页面路径、停留时间。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">点击<span style="color: black;">行径</span></strong>:用户点击的按钮、链接等交互元素。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">购买<span style="color: black;">行径</span></strong>:用户的购物车操作、订单提交等交易数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">这些数据<span style="color: black;">帮忙</span>企业<span style="color: black;">认识</span>用户的兴趣和<span style="color: black;">需要</span>,为个性化<span style="color: black;">举荐</span>和营销<span style="color: black;">供给</span>依据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">3. 用户标签</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">按照</span>用户<span style="color: black;">行径</span>数据,给用户打上<span style="color: black;">区别</span>的标签。例如:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">兴趣标签</strong>:<span style="color: black;">按照</span>浏览和点击<span style="color: black;">行径</span>,判断用户感兴趣的内容。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">消费能力标签</strong>:<span style="color: black;">按照</span>购买记录,<span style="color: black;">评定</span>用户的消费能力。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">活跃度标签</strong>:<span style="color: black;">按照</span><span style="color: black;">拜访</span>频率和时长,判断用户的活跃程度。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">这些标签<span style="color: black;">能够</span>用于用户分群,实施<span style="color: black;">精细</span>营销。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">4. 生命周期管理</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">用户生命周期管理<span style="color: black;">指的是</span>从用户首次接触到<span style="color: black;">最后</span>流失的<span style="color: black;">全部</span>过程进行跟踪和优化。<span style="color: black;">重点</span><span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">引入<span style="color: black;">周期</span></strong>:吸引新用户注册和<span style="color: black;">拜访</span>。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">成<span style="color: black;">长时间</span></strong>:<span style="color: black;">加强</span>用户的参与度和满意度。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">成熟期</strong>:维持用户的活跃度和忠诚度。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">流失期</strong>:识别流失<span style="color: black;">危害</span>用户,采取挽留<span style="color: black;">办法</span>。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">经过</span>生命周期管理,<span style="color: black;">能够</span>最大化用户价值。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">4、</span>数据下载</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">数据下载功能为用户<span style="color: black;">供给</span>了灵活的方式获取所需数据。它支持各项汇总数据和明细数据的下载,方便用户进行自定义分析和报告生成。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">1. 汇总数据下载</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">汇总数据是经过处理和聚合的数据,<span style="color: black;">一般</span>用于高层决策和整体分析。支持的下载格式<span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">Excel/CSV</strong>:方便用户在表格软件中进行进一步分析。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">PDF</strong>:适用于生成报告,便于分享和展示。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">汇总数据<span style="color: black;">包含</span>流量总览、用户画像概览、<span style="color: black;">途径</span>分析等。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">2. 明细数据下载</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">明细数据是未经处理的原始数据,适用于深入分析和数据挖掘。支持的下载格式<span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">CSV</strong>:以逗号分隔的文本文件,兼容性强。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">JSON</strong>:结构化数据格式,适合程序处理和数据交换。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">明细数据<span style="color: black;">包含</span>单个用户的<span style="color: black;">拜访</span>记录、点击<span style="color: black;">行径</span>、交易明细等。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">3. 分段分点下载</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">为了<span style="color: black;">加强</span>数据下载的效率和灵活性,支持分段分点下载功能。用户<span style="color: black;">能够</span><span style="color: black;">选取</span>特<span style="color: black;">按时</span>间段、特定数据点进行下载,避免不必要的数据冗余。分段分点下载的<span style="color: black;">优良</span><span style="color: black;">包含</span>:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">有效</span>下载</strong>:减少下载的数据量,加快下载速度。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">精确分析</strong>:只下载所需数据,便于精细化分析。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">节省资源</strong>:降低服务器<span style="color: black;">包袱</span>,优化系统性能。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">总结</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">全面的数据采集、详尽的流量概览、<span style="color: black;">精细</span>的用户画像和灵活的数据下载功能,构<span style="color: black;">成为了</span>现代企业数据管理和分析的核心。这些功能不仅<span style="color: black;">帮忙</span>企业<span style="color: black;">认识</span>用户<span style="color: black;">行径</span>,<span style="color: black;">加强</span>运营效率,还<span style="color: black;">供给</span>了科学决策的依据。<span style="color: black;">经过</span><span style="color: black;">持续</span>优化数据采集和分析技术,企业能够更好地把握市场动态,<span style="color: black;">提高</span>竞争力。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">3、</span>技术选型</strong></span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Redis 、Zookeeper、Kafka 、Flink</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">vue、vue-element-admin、element-ui 、echarts</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;"><span style="color: black;">4、</span>界面展示</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/GPyFTfcficG4WqVjwJnNlEHBfN2mc1geDgsrFcJ3KUkibGUTJBs8eRfQ0sOttKTLkhicP2Z3tSRrc7UMNI6uyeytA/640?wx_fmt=png&from=appmsg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/GPyFTfcficG4WqVjwJnNlEHBfN2mc1geDiakPLVSmEsA97icYia5RkeGCKUKiaA5icPYRib5xJSHlW3xJeDFl1v33K4tw/640?wx_fmt=png&from=appmsg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/GPyFTfcficG4WqVjwJnNlEHBfN2mc1geD1QxOBLltJ49FH0uXMMxwg0OxAwsZ9A9pKzibkSKPM7DWvbPyO4ObnPA/640?wx_fmt=png&from=appmsg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/GPyFTfcficG4WqVjwJnNlEHBfN2mc1geDAJIHfgA759oVDzScWVJ8vMibhkr28sP1YR2ZdHKr1YP6BqwG63sjqhg/640?wx_fmt=png&from=appmsg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/GPyFTfcficG4WqVjwJnNlEHBfN2mc1geDco9709N3O6JKibgHj2wd3LPn3SEdzINgFCh7J5ibHZ9Siafxk6RwvuwiaA/640?wx_fmt=png&from=appmsg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/GPyFTfcficG4WqVjwJnNlEHBfN2mc1geDf1ZklunN64R7tNoKlko9qD4vCuPrM6Oq3VibAictH4GPODc2whwrt0LQ/640?wx_fmt=png&from=appmsg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/GPyFTfcficG4WqVjwJnNlEHBfN2mc1geDq7ich522V3jO5raCTd0EjHJ2vcibyX2Iaa8v84enOt6aqFOBBHsD0qlA/640?wx_fmt=png&from=appmsg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><strong style="color: blue;"><span style="color: black;"><span style="color: black;">5、</span>源码<span style="color: black;">位置</span></span></strong></p>
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