The workshop was prepared for the PRACE Autumn school 2020 - HPC and FAIR Big Data, September 17, 2020. All the accompanying materials such as presentation, Jupyter notebooks, examples and scripts are available in the accompanying repository at https://github.com/szitnik/Apache-Spark-Workshop.