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Databricks > 实例探究 > 为游戏创作者实现数据存储和处理现代化 Arkadium
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Arkadium's Transformation: From Traditional Gaming to Data-Driven Success

技术
  • 分析与建模 - 机器学习
  • 应用基础设施与中间件 - 数据库管理和存储
适用行业
  • 建筑物
  • 建筑与基础设施
适用功能
  • 仓库和库存管理
用例
  • 实验自动化
  • 拣选/分拣/定位
挑战
Arkadium 在存储和处理大量非结构化和半结构化数据方面面临挑战。他们传统的基于 SQL 的本地数据仓库无法跟上他们正在处理的数据大小。他们仅在一个管道中批量处理接近 500GB 的快速增长的数据,该管道应用了数据报告和仪表板功能所需的适当转换。
关于客户
Arkadium 是成人经典游戏的领先创造者。他们专注于为 35 岁及以上的玩家打造包容性、易上手且适合年龄的游戏。从 2019 年 1 月到 2021 年 12 月,他们的网络增长了 164%,每月玩家数量超过 1500 万。他们的目标是收集数据以提高用户保留率,并通过客户变现和参与度来加大力度。
解决方案
Arkadium 采用 Databricks Lakehouse 平台来解决数据存储和处理挑战。该平台在集群容量和存储空间方面提供了灵活性,使得执行临时假设检查和查找数据模式变得更加容易和快捷。他们还通过从传统的本地 SQL 数据仓库迁移到以 Databricks Lakehouse 为基础来实现数据堆栈的现代化。这种现代化提高了数据可靠性、更快的性能并降低了成本。
运营影响
  • The implementation of the Databricks Lakehouse Platform has had a transformative impact on Arkadium's operations. The company has been able to evolve its data stack, creating a single source of truth for its data and significantly improving its ability to analyze user behavior and drive customer monetization, engagement, and retention. The platform has also enabled faster and more efficient data set creation, reducing the time required for daily data ingestion from 5 hours to just 10-20 minutes. This has had a positive impact on Arkadium's total cost of ownership. Furthermore, the use of Databricks Repos has significantly improved the company's experimentation and A/B testing capabilities, leading to a 40% increase in developer productivity and enabling Arkadium to go to market more efficiently.
数量效益
  • Arkadium's network grew by 164%, to over 15 million monthly players.
  • Data set creation time reduced from 5 hours to 10-20 minutes.
  • IT infrastructure costs reduced by over 30%.

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