Web Reference: The Python Data Source API is a new feature introduced in Spark 4.0, enabling developers to read from custom data sources and write to custom data sinks in Python. This guide provides a comprehensive overview of the API and instructions on how to create, use, and manage Python data sources. Jan 23, 2026 · PySpark custom data sources are created using the Python (PySpark) DataSource API, which enables reading from custom data sources and writing to custom data sinks in Apache Spark using Python. pandas provides the read_csv() function to read data stored as a csv file into a pandas DataFrame. pandas supports many different file formats or data sources out of the box (csv, excel, sql, json, parquet, …), each of them with the prefix read_*. Make sure to always have a check on the data after reading in the data. When displaying a DataFrame, the first and last 5 rows will be shown by ...
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