Commonwealth Bank's OpenStack-Based Data Management Platform for Enhanced Customer Engagement
公司规模
Large Corporate
地区
- Pacific
国家
- Australia
产品
- OpenStack
- Ironic
- Docker
- Calico
- Vault
技术栈
- OpenStack
- Ironic
- Docker
- Calico
- Vault
实施规模
- Enterprise-wide Deployment
影响指标
- Cost Savings
- Digital Expertise
- Productivity Improvements
技术
- 基础设施即服务 (IaaS) - 云计算
- 分析与建模 - 大数据分析
- 平台即服务 (PaaS) - 连接平台
适用行业
- 金融与保险
适用功能
- 商业运营
用例
- 预测性维护
- 远程资产管理
服务
- 云规划/设计/实施服务
- 系统集成
关于客户
Commonwealth Bank is one of the largest banks in Australia and ranks among the largest banks globally by market capitalization. The bank has been focusing on maturing its data management and machine learning capabilities over the past four to five years. The bank's approach involves advancing through three levels of maturity: experimentation, productionization, and decisioning. Commonwealth Bank's data management platform is based on OpenStack, which helps the bank manage data to better understand customer needs and preferences. The bank's implementation focuses on continuous delivery, versioning through codification, and automation, allowing for scalable and sustainable changes over time.
挑战
Commonwealth Bank, one of the largest banks in the world, faced challenges in maturing its data management and machine learning processes. The bank needed to advance through three levels of maturity: experimentation, productionization, and decisioning. Initially, the bank used large Hadoop clusters based on physical servers, which came with constraints such as high costs and limited flexibility. The bank aimed to cloud-enable its technologies to make experimentation faster, cheaper, and more deterministic.
解决方案
Commonwealth Bank implemented a cloud-based data management platform using OpenStack as the foundation. The bank's technology stack includes Ironic for big data processing, Ubuntu for the operating system, Docker for containers, and Calico for container networking. The platform also uses Vault for secrets management and Mesos and Marathon for resource orchestration. The bank's implementation focuses on continuous delivery, versioning through codification, and automation. The workflow separates module repositories from environment repositories, allowing for scalable and sustainable changes. The platform supports both stateful and stateless workloads, providing a flexible environment for various types of applications.
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