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File Systems & Storage
Memory-Centric Storage System
★ 4.2
Simple Distributed File System
★ 4.2
pip install alluxioN/A — Go binary, see seaweedfs.compip install alluxioN/A — Go binary, see seaweedfs.comPython data engineers use Alluxio to accelerate PySpark pipelines that repeatedly read the same S3 or HDFS data. By mounting S3 data into Alluxio's memory cache, subsequent Spark reads hit in-memory cache instead of object storage — reducing read latency from seconds to milliseconds for iterative ML training or repeated dashboard queries.
Python data engineers use SeaweedFS's S3-compatible API with boto3 to store and retrieve pipeline artifacts, model binaries, and intermediate data files. Its optimized handling of billions of small files makes it a good fit for storing ML training sample files or pipeline checkpoint files that would create excessive metadata overhead in traditional distributed file systems.
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