Prime 3 Inquiries to Ask in Close to Actual-Time Information Options | by Shawn Shi | Jan, 2025

Questions that information architectural choices to steadiness practical necessities like most frequent queries with non-functional necessities akin to latency and scalability.

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Introduction

Would you agree that our life is surrounded by know-how these days? Know-how has modified our life-style in all types of the way prior to now decade. Behind the scene, knowledge is the core to nearly each know-how. In our on a regular basis life, for instance, e-commerce platforms make customized product suggestions by monitoring our consumer habits, and IoT methods like thermostats in our home acquire knowledge to well modify temperature settings. This implies a large quantity of information must be collected and processed consistently. How will we deal with such massive quantities of information in a real-time or close to real-time method? One key problem is to design environment friendly and scalable knowledge options.

Let’s discover a number of widespread situations earlier than we dive into their challenges:

  • Log Analytics: Monitoring utility logs, akin to net request HTTP standing codes, system metrics like CPU utilization, and utility error occasions. Some instance knowledge queries could be “What are the highest 10 error codes logged prior to now 24…