Associate Data Practitioner

Show you can work with data on Google Cloud, from ingesting and analyzing it with BigQuery and Looker to managing access, and track your readiness for the Associate Data Practitioner exam.

Fundamental

Prepare and test your skills

Fundamental

Prepare and test your skills

Google Cloud feature

Managed Service for Apache Spark Connect Python Connector

Topic in 1 exam domain

X LinkedIn Facebook Reddit

A Python library handling authentication and endpoint configuration to connect local Python environments to a remote Spark cluster using Spark Connect.

Where this appears on the exam

1 subdomain in 1 of 4 domains

Section 2
Data Analysis and Presentation
1. 2.1Identify data trends, patterns, and insights by using BigQuery and Jupyter notebooks
  - Use Jupyter notebooks to analyze and visualize data (e.g., Colab Enterprise)

How learners score on this topic

Last updated October 27, 2026

Associate Data Practitioner

Show you can work with data on Google Cloud, from ingesting and analyzing it with BigQuery and Looker to managing access, and track your readiness for the Associate Data Practitioner exam.

Fundamental

Prepare and test your skills

Fundamental

Prepare and test your skills

Google Cloud feature

Managed Service for Apache Spark Connect Python Connector

Topic in 1 exam domain

X LinkedIn Facebook Reddit

A Python library handling authentication and endpoint configuration to connect local Python environments to a remote Spark cluster using Spark Connect.

Where this appears on the exam

1 subdomain in 1 of 4 domains

Section 2
Data Analysis and Presentation
1. 2.1Identify data trends, patterns, and insights by using BigQuery and Jupyter notebooks
  - Use Jupyter notebooks to analyze and visualize data (e.g., Colab Enterprise)

How learners score on this topic

Last updated October 27, 2026