下载PDF
American brokerage and banking company replaces a RAM-based cache on a relational database with Aerospike to successfully achieve Speed at Scale
技术
- 分析与建模 - 预测分析
- 应用基础设施与中间件 - 数据库管理和存储
- 基础设施即服务 (IaaS) - 云存储服务
适用行业
- 金融与保险
适用功能
- 商业运营
- 质量保证
用例
- 实时定位系统 (RTLS)
- 远程资产管理
- 远程控制
服务
- 软件设计与工程服务
- 系统集成
挑战
To scale without barriers, provide superlative customer experience, and continue to introduce new, engaging mobile applications, this very large financial institution had to rethink its infrastructure. Continuing with a relational database and cache-based solution as the intraday system of record would require scaling from 150 servers to more than 1,000 servers. This was not a practical strategy in terms of time, labor, and operating cost. More important for the business, reliance on nightly batch processing from the intraday system to the master DB2 (book of record) was expensive, and still didn’t solve the data inconsistencies between stored and active data. A new solution had to address: The company’s decision to continue to leverage its legacy mainframe database (DB2), which was the compliant system of record for more than 10 million customer accounts. The requirement to process 250 million transactions and 2 million updates a day, and the ability to update stock prices or show balances on 300 million positions in near real time. The ability to create enough compute capacity to eliminate data inconsistencies. The elimination of frequent system crashes due to overloading the RAM-based cache and the subsequent restarts, which frequently took around an hour. The mandate for a cost-effective solution that would address expectations for 1,000% data growth as it executed on its mobile strategy.
关于客户
The customer is a very large American brokerage and banking company that serves more than 10 million customers and processes over 250 million transactions daily. The company is heavily reliant on mobile applications to interact with its customers, who use these apps to check balances, transfer funds, pay bills, and make deposits. The institution aims to provide accurate and timely financial data, including stock quotes, trade order status, and account balances, to help customers make informed personal finance decisions. The company’s IT infrastructure was previously based on a combination of a relational database management system (RDBMS) and a RAM-based cache, which was fronting a traditional mainframe database. However, this setup was unable to consistently support the growing workloads during trading hours, leading to performance issues, system crashes, and data inconsistencies. The company needed a more scalable and reliable solution to meet its strategic goals and provide a seamless customer experience.
解决方案
The company’s IT department explored several options and quickly realized that Aerospike was the only solution that could provide the required performance. Rather than use expensive yet unreliable RAM, the bank preferred Aerospike’s ability to leverage solid state drives (SSD), also known as Enterprise Flash. Enterprise Flash pushes down costs and increases reliability because it has much greater storage density than RAM (thus requiring fewer servers) and immediate data persistence. Competitors included Mongo DB, Gigaspaces, and Gemfire, which were eliminated from consideration for a variety of reasons. Mongo DB couldn’t provide low read latency at a high write load. It was also not flash-optimized so it could not significantly reduce server count. Gigaspaces is an application-centric cache solution and guarantees vary based on the database layer choice. Its architecture ties applications to the distribution layer, making it impossible to efficiently access data from multiple clients. Gemfire needed at least 4x more nodes and could not deliver predictable performance with low latency at high throughput. Aerospike’s database technology, which is now the bank’s intraday system of record, enables high throughput with low latency, horizontal scalability, availability, and operational efficiency. Key Aerospike features such as flash-optimization, key-value store, and XDR (cross data center replication) are delivering unmatched Speed at Scale with no loss of data. Because Aerospike enabled the bank to leverage its traditional database (DB2), Aerospike was ideally suited to function as the intraday system of record. Now, the daily workload is created and managed in Aerospike, while the historical data (and a few core applications) are managed separately in the traditional RDBMS.
运营影响
数量效益
相关案例.
Case Study
Real-time In-vehicle Monitoring
The telematic solution provides this vital premium-adjusting information. The solution also helps detect and deter vehicle or trailer theft – as soon as a theft occurs, monitoring personnel can alert the appropriate authorities, providing an exact location.“With more and more insurance companies and major fleet operators interested in monitoring driver behaviour on the grounds of road safety, efficient logistics and costs, the market for this type of device and associated e-business services is growing rapidly within Italy and the rest of Europe,” says Franco.“The insurance companies are especially interested in the pay-per-use and pay-as-you-drive applications while other organisations employ the technology for road user charging.”“One million vehicles in Italy currently carry such devices and forecasts indicate that the European market will increase tenfold by 2014.However, for our technology to work effectively, we needed a highly reliable wireless data network to carry the information between the vehicles and monitoring stations.”
Case Study
Safety First with Folksam
The competitiveness of the car insurance market is driving UBI growth as a means for insurance companies to differentiate their customer propositions as well as improving operational efficiency. An insurance model - usage-based insurance ("UBI") - offers possibilities for insurers to do more efficient market segmentation and accurate risk assessment and pricing. Insurers require an IoT solution for the purpose of data collection and performance analysis
Case Study
Smooth Transition to Energy Savings
The building was equipped with four end-of-life Trane water cooled chillers, located in the basement. Johnson Controls installed four York water cooled centrifugal chillers with unit mounted variable speed drives and a total installed cooling capacity of 6,8 MW. Each chiller has a capacity of 1,6 MW (variable to 1.9MW depending upon condenser water temperatures). Johnson Controls needed to design the equipment in such way that it would fit the dimensional constraints of the existing plant area and plant access route but also the specific performance requirements of the client. Morgan Stanley required the chiller plant to match the building load profile, turn down to match the low load requirement when needed and provide an improvement in the Energy Efficiency Ratio across the entire operating range. Other requirements were a reduction in the chiller noise level to improve the working environment in the plant room and a wide operating envelope coupled with intelligent controls to allow possible variation in both flow rate and temperature. The latter was needed to leverage increased capacity from a reduced number of machines during the different installation phases and allow future enhancement to a variable primary flow system.
Case Study
Automated Pallet Labeling Solution for SPR Packaging
SPR Packaging, an American supplier of packaging solutions, was in search of an automated pallet labeling solution that could meet their immediate and future needs. They aimed to equip their lines with automatic printer applicators, but also required a solution that could interface with their accounting software. The challenge was to find a system that could read a 2D code on pallets at the stretch wrapper, track the pallet, and flag any pallets with unread barcodes for inspection. The pallets could be single or double stacked, and the system needed to be able to differentiate between the two. SPR Packaging sought a system integrator with extensive experience in advanced printing and tracking solutions to provide a complete traceability system.
Case Study
Transforming insurance pricing while improving driver safety
The Internet of Things (IoT) is revolutionizing the car insurance industry on a scale not seen since the introduction of the car itself. For decades, premiums have been calculated using proxy-based risk assessment models and historical data. Today, a growing number of innovative companies such as Quebec-based Industrielle Alliance are moving to usage-based insurance (UBI) models, driven by the advancement of telematics technologies and smart tracking devices.
Case Study
MasterCard Improves Customer Experience Through Self-Service Data Prep
Derek Madison, Leader of Business Financial Support at MasterCard, oversees the validation of transactions and cash between two systems, whether they’re MasterCard owned or not. He was charged with identifying new ways to increase efficiency and improve MasterCard processes. At the outset, the 13-person team had to manually reconcile system interfaces using reports that resided on the company’s mainframe. Their first order of business each day was to print 20-30 individual, multi-page reports. Using a ruler to keep their place within each report, they would then hand-key the relevant data, line by line, into Excel for validation. “We’re talking about a task that took 40-80 hours each week,” recalls Madison, “As a growing company with rapidly expanding product offerings, we had to find a better way to prepare this data for analysis.”
