The new Associate Data Practitioner (ADP) beta exam is creating quite a buzz, especially among those already prepping for the ACE certification. With a strong overlap in core GCP concepts, the ADP feels like a natural next step for professionals aiming to bridge cloud infrastructure knowledge with data and ML specialization. If you’ve already worked with tools like BigQuery and Vertex AI—even in small projects—you’re already ahead of the curve. The learning path covers a balanced mix of data security, cloud operations, and analytics, making it a great choice for those with diverse GCP exposure. Plus, programs like the Partner Advantage upgrade and Kickstart credits offer a serious boost for hands-on learners. PremiumDumps can help you stay sharp with the latest 2025 Updated Google Associate Data Practitioner Dumps Questions that aligns closely with what Google is testing.

1. Which of the following is a key benefit of using BigQuery for analytics on large datasets?

A. It requires no SQL knowledge
B. It stores data in traditional row-based format
C. It automatically scales for large queries without manual provisioning
D. It integrates only with Google Sheets

✅ Correct Answer: C. It automatically scales for large queries without manual provisioning

2. In Vertex AI, which component is used to manage and deploy custom-trained models?

A. Feature Store
B. Pipelines
C. Model Registry
D. Training Hub

✅ Correct Answer: C. Model Registry

3. Which Google Cloud feature enhances data security by controlling access at the column level within BigQuery?

A. IAM Roles
B. Data Catalog
C. Row-level security
D. Column-level security

✅ Correct Answer: D. Column-level security