数据处理与分析技术

数据处理与分析技术
MapReduce：MapReduce 是一种分布式计算模型，由 Google 提出，Hadoop 实现了其开源版本。它将大数据处理任务分解为多个 Map 任务和 Reduce 任务，分别在不同的节点上并行执行。MapReduce 适用于大规模数据集的批处理，如数据清洗、统计分析等。
Spark：Spark 是一种基于内存的分布式计算框架，具有快速、通用的特点。与 MapReduce 相比，Spark 在迭代计算和交互式查询方面具有明显优势。它提供了丰富的 API，支持多种编程语言，如 Scala、Java、Python 等。Spark 广泛应用于数据挖掘、机器学习等领域。
SQL on Hadoop：为了让熟悉 SQL 的用户能够方便地处理 Hadoop 中的数据，出现了一系列 SQL on Hadoop 技术，如 Hive、Presto 等。这些工具将 SQL 查询转换为 MapReduce 或 Spark 任务，使得用户可以使用 SQL 语句对 Hadoop 中的结构化和半结构化数据进行查询和分析。

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