This guide walks data engineers through using PyIceberg, a Python library for managing Apache Iceberg tables without large JVM clusters. It covers setup, schema creation, CRUD operations, and querying with DuckDB. Ideal for teams working with small to medium-sized data, PyIceberg streamlines open data lakehouse workflows using tools like PyArrow and DuckDB.