An Azure service for ingesting, preparing, and transforming data at scale.
You can directly save the dataframe data to target folder path in parquet format in ADLS. Later, simply execute this notebook in ADF.
#declare data lake path where we want to write the data
target_folder_path = 'abfss://******@adlsgen2demodatalake.dfs.core.windows.net/refined/us_covid/'
#write as parquet data
df_covid.write.format("parquet").save(target_folder_path)
Please don't forget to Accept Answer and Up-vote if the response helped -- Vaibhav