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Which aspects does big data's safety refer to?

2025-02-27 Update From: SLTechnology News&Howtos shulou NAV: SLTechnology News&Howtos > Internet Technology >

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Xiaobian to share with you what aspects of big data security refers to, I believe most people still do not know much, so share this article for your reference, I hope you have a lot of gains after reading this article, let's find out together!

Scale, real-time and distributed processing

The nature of big data (which enables big data to solve data management and processing requirements that exceed those of previous data management systems, such as in terms of capacity, real-time, distributed architecture, and parallel processing) makes it more difficult to secure these systems. Big data clusters are open and self-organizing and enable users to communicate with multiple data nodes simultaneously.

Second, embedded security

In the mad race for big data, most development resources are devoted to improving the scalability, usability, and analytics capabilities of big data. Only a few features are used to add safety features.

But you want security features embedded in big data platforms. You want developers to be able to support the required functionality during the design and deployment phases. You want security features to be scalable, high-performance, and self-organizing like big data clusters. The problem is that open source systems or most commercial systems generally do not include security products. And many security products cannot be embedded into Hadoop or other non-relational databases.

Most systems offer minimal security features, but not enough to cover all common threats. To a large extent, you need to build your own security policy.

III. Applications

Most applications for big data clusters are Web applications.

They leverage web-based technologies and stateless REST-based APIs. Web-based applications and APIs pose one of the most significant threats to these big data clusters. After an attack or breach, they can provide unrestricted access to data stored in big data clusters.

Application security, user Access Management, and authorization controls are as important as security measures focused on securing big data clusters.

The above is what big data security refers to. Thank you for reading! I believe that everyone has a certain understanding, hope to share the content to help everyone, if you still want to learn more knowledge, welcome to pay attention to the industry information channel!

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