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7. **Document Your Work**: Write clear and concise code with detailed documentation.
This chart offers a handy visual guide. Remember, this is just a quick reference. If you need a more precise conversion, the formula is your go-to. If you are ever unsure, it is important to double-check using the formula.
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The process typically involves the following steps:
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Remember, setting up a **Lambda Architecture** is an iterative process. You may need to tweak the design, based on your specific use case and the nature of your data. The goal is to design a system that’s robust, scalable, and provides both real-time insights and comprehensive historical analysis. And don’t be afraid to experiment! That’s how you learn and optimize.