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Hadoop was once the go-to tool for data analysis, but its high costs and limited capabilities have caused it to be replaced by other technologies. These technologies, such as AI, have evolved over time, progressing from basic data analysis to more complex tasks such as natural language processing and robotics. As the technology continues to evolve, it is likely that more complex tasks will be possible.