Hidden in the realm of vast data: Crafting the Invincible Infrastructure
In the rapidly evolving digital landscape, businesses are under pressure to adapt and move faster without compromising on infrastructure reliability. This is a task that falls squarely on the shoulders of Chief Information Officers (CIOs), who are being asked to accelerate application performance, ensure high availability, and often work within budget constraints.
The pace of innovation in the industry is breathtaking, with vendors constantly pitching new technologies to help businesses gain insights from their proliferating data sets. One such technology is Big Data, which transforms data into valuable information. However, legacy systems often struggle to handle Big Data, particularly in terms of flexibility to handle and stream both structured and unstructured data in real time, and scalability to add resources on demand.
To address these challenges, CIOs are turning to innovative technologies such as NoSQL, in-memory, and Hadoop. NoSQL systems, for instance, are capable of handling far greater quantities of data than traditional relational database management systems. Distributed file system Hadoop and parallel processing framework MapReduce have made significant inroads, as CIOs recognise the potential for processing large data sets.
However, finding the right fit for each unique environment is crucial. Companies are recommended to leverage AI and machine learning technologies, such as Retrieval Augmented Generation (RAG) and fine-tuning models, cloud-based and hybrid AI software platforms with deep learning, neural networks, and expert systems, and containerization for scalable deployment.
Privacy-enhancing technologies like end-to-end encryption, pseudonymization, explainable AI frameworks, and strict data governance will also be essential for compliant and trustworthy Big Data handling.
Alex McMullan, Field CTO at Pure Storage, emphasizes the need to address the cost and speed issues associated with traditional storage systems when dealing with large volumes of data. Matt Davies, EMEA marketing manager at Splunk, highlights the importance of considering security aspects when deciding on data storage, as discarded data may contain insights useful for identifying cyber attacks.
Matt Starr, CTO at Spectra Logic, warns that older architecture will break down when expanded beyond its meaningful scope, and systems will show weak points in design and architecture when dealing with Big Data. Many organizations struggle to master the value part of Big Data, and more are behind in deploying next-generation infrastructure systems to support it.
Organizations should keep an open mind about cloud options and consider what the right choices are for on-premise storage, tailored to each particular organization. Executive support is vital in budgeting the costs of deploying new storage infrastructure and engraining an understanding of the value of data within corporate culture.
Paul Harrison, storage director at Dell UK, notes that a lack of readily available information and support for security is preventing companies from deploying Big Data technologies due to fear of security breaches. However, companies can get up and running more quickly and easily today with open-source and cloud-compatible technologies.
Andy Shepherd, principal architect at Fujitsu UK and Ireland, warns that business performance improvements won't automatically result from new data-driven insights; the business must be committed to applying the insights and using them to change operations. Using Big Data for personalization programs around e-commerce and retail is an obvious way to increase spend, but applying these approaches is also possible in other sectors.
Organizations must consider the value they hope to get from their data, rather than just focusing on the technology, to avoid complexity in deploying Big Data systems and forgetting to acquire the necessary skills to use the data. A clear focus on the business advantages, including better products and experiences, cost savings, and increased opportunities for revenue, will guide businesses in their Big Data journey.
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