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InMarket Enhances Data Platform with ML-Powered Solution for Improved Efficiency and ROI
技术
- 分析与建模 - 机器学习
- 平台即服务 (PaaS) - 应用开发平台
适用行业
- 水泥
- 零售
适用功能
- 产品研发
- 销售与市场营销
用例
- 实时定位系统 (RTLS)
- 零售店自动化
服务
- 数据科学服务
- 测试与认证
挑战
InMarket 的旧数据平台效率低下,作业成功率为 40%,并且存在数据部署和开发延迟的问题。该平台无法处理从多个来源收集的不断增长的实时位置数据,从而导致延迟、瓶颈和效率低下。在生产中部署数据管道需要长达 12 个月的时间,这对于 InMarket 的业务模式来说是不可接受的。开发延迟和实施错误减缓了收入增长。该平台性能落后,作业成功率为40%,且Spark作业随机中止。
关于客户
InMarket 是一个全渠道营销平台,可帮助财富 500 强品牌识别潜在客户和现有客户、提高商店客流量并利用人工智能和数据驱动的消费者智能增加销售额。
解决方案
Provectus 使用 AWS 产品设计并构建了一个由 ML 驱动的数据和分析平台。该平台每天能够处理50亿个事件,支持10种特定数据产品。 Apache Spark 和 Amazon EMR 用于数据处理和分析。 Amazon S3 存储 RTB 日志,而 AWS Lambda 处理事件并触发 Spark Streaming 作业。微服务架构和Apache Kafka用于实时、交互式生产集群。该解决方案部署在四个主要集群上:数据集群、Kubernetes 集群、批量数据处理集群和 Snowflake 集群。
运营影响
数量效益
相关案例.
Case Study
System 800xA at Indian Cement Plants
Chettinad Cement recognized that further efficiencies could be achieved in its cement manufacturing process. It looked to investing in comprehensive operational and control technologies to manage and derive productivity and energy efficiency gains from the assets on Line 2, their second plant in India.
Case Study
Improving Production Line Efficiency with Ethernet Micro RTU Controller
Moxa was asked to provide a connectivity solution for one of the world's leading cosmetics companies. This multinational corporation, with retail presence in 130 countries, 23 global braches, and over 66,000 employees, sought to improve the efficiency of their production process by migrating from manual monitoring to an automatic productivity monitoring system. The production line was being monitored by ABB Real-TPI, a factory information system that offers data collection and analysis to improve plant efficiency. Due to software limitations, the customer needed an OPC server and a corresponding I/O solution to collect data from additional sensor devices for the Real-TPI system. The goal is to enable the factory information system to more thoroughly collect data from every corner of the production line. This will improve its ability to measure Overall Equipment Effectiveness (OEE) and translate into increased production efficiencies. System Requirements • Instant status updates while still consuming minimal bandwidth to relieve strain on limited factory networks • Interoperable with ABB Real-TPI • Small form factor appropriate for deployment where space is scarce • Remote software management and configuration to simplify operations
Case Study
How Sirqul’s IoT Platform is Crafting Carrefour’s New In-Store Experiences
Carrefour Taiwan’s goal is to be completely digital by end of 2018. Out-dated manual methods for analysis and assumptions limited Carrefour’s ability to change the customer experience and were void of real-time decision-making capabilities. Rather than relying solely on sales data, assumptions, and disparate systems, Carrefour Taiwan’s CEO led an initiative to find a connected IoT solution that could give the team the ability to make real-time changes and more informed decisions. Prior to implementing, Carrefour struggled to address their conversion rates and did not have the proper insights into the customer decision-making process nor how to make an immediate impact without losing customer confidence.
Case Study
Digital Retail Security Solutions
Sennco wanted to help its retail customers increase sales and profits by developing an innovative alarm system as opposed to conventional connected alarms that are permanently tethered to display products. These traditional security systems were cumbersome and intrusive to the customer shopping experience. Additionally, they provided no useful data or analytics.
Case Study
Ensures Cold Milk in Your Supermarket
As of 2014, AK-Centralen has over 1,500 Danish supermarkets equipped, and utilizes 16 operators, and is open 24 hours a day, 365 days a year. AK-Centralen needed the ability to monitor the cooling alarms from around the country, 24 hours a day, 365 days a year. Each and every time the door to a milk cooler or a freezer does not close properly, an alarm goes off on a computer screen in a control building in southwestern Odense. This type of alarm will go off approximately 140,000 times per year, equating to roughly 400 alarms in a 24-hour period. Should an alarm go off, then there is only a limited amount of time to act before dairy products or frozen pizza must be disposed of, and this type of waste can quickly start to cost a supermarket a great deal of money.