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* ***Artificial Intelligence (AI) and Machine Learning (ML)***: AI and ML are transforming industries, and software developers are at the forefront of this revolution.
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Finally, **long-term maintainability** is crucial. Building a Spark application with incompatible components can create technical debt that will haunt you in the future. Upgrading to newer versions of Spark or other libraries can become a major undertaking, requiring significant code changes and testing. Ensuring compatibility from the start makes your application easier to maintain and upgrade over time.
