- A
gcloud bigquery copy
Why wrong: gcloud bigquery copy copies datasets, not converts SQL.
- B
BigQuery Data Transfer Service
Why wrong: Incorrect: The BigQuery Data Transfer Service does not support Snowflake as a source and does not convert SQL dialects. It is used for scheduling automated data loads from supported sources like AWS S3 or Google Cloud Storage.
- C
Cloud SQL Auth Proxy
Why wrong: Auth Proxy is for secure connectivity, not SQL conversion.
- D
Cloud Dataflow
Why wrong: Dataflow can process data but does not convert SQL syntax.
- E
BigQuery Migration Service
Correct: The BigQuery Migration Service provides automated SQL translation from Snowflake to BigQuery, including schema, DDL, and DML statements.
PCD BigQuery Migration Service Practice Question
This PCD practice question tests your understanding of migrate data solutions. Read the scenario carefully and evaluate each option against the stated constraints before committing to an answer. A key principle to apply: bigQuery Migration Service. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
A company is migrating a Snowflake data warehouse to BigQuery. They need to convert Snowflake SQL to BigQuery SQL. Which TWO tools or services can assist with this conversion?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
BigQuery Migration Service
The BigQuery Migration Service (option E) is the dedicated tool for converting Snowflake SQL to BigQuery SQL, handling schema, DDL, and DML translations. The BigQuery Data Transfer Service (option B) does not support Snowflake as a source and does not perform SQL conversion; it is used for scheduling data transfers from supported sources. Therefore, only option E is correct.
Key principle: BigQuery Migration Service
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
gcloud bigquery copy
Why it's wrong here
gcloud bigquery copy copies datasets, not converts SQL.
- ✗
BigQuery Data Transfer Service
Why it's wrong here
Incorrect: The BigQuery Data Transfer Service does not support Snowflake as a source and does not convert SQL dialects. It is used for scheduling automated data loads from supported sources like AWS S3 or Google Cloud Storage.
- ✗
Cloud SQL Auth Proxy
Why it's wrong here
Auth Proxy is for secure connectivity, not SQL conversion.
- ✗
Cloud Dataflow
Why it's wrong here
Dataflow can process data but does not convert SQL syntax.
- ✓
BigQuery Migration Service
Why this is correct
Correct: The BigQuery Migration Service provides automated SQL translation from Snowflake to BigQuery, including schema, DDL, and DML statements.
Related concept
BigQuery Migration Service
Common exam traps
Common exam trap: answer the scenario, not the keyword
Candidates may mistakenly think the BigQuery Data Transfer Service handles SQL conversion, but it only moves data from supported sources. The correct tool for SQL translation is the BigQuery Migration Service.
Detailed technical explanation
How to think about this question
The BigQuery Migration Service uses an interactive SQL translation tool that parses Snowflake SQL and generates equivalent BigQuery SQL, handling differences in data types, functions (e.g., GETDATE vs CURRENT_TIMESTAMP), and window functions. The BigQuery Data Transfer Service supports Snowflake as a source via scheduled queries or third-party connectors, automating the data ingestion without requiring custom code. In a real-world scenario, a company might first use the Migration Service to translate stored procedures and views, then use the Data Transfer Service to replicate incremental data changes during the cutover window.
KKey Concepts to Remember
- BigQuery Migration Service
TExam Day Tips
- Watch for words such as best, first, most likely and least administrative effort.
- Review why wrong options are wrong, not only why the correct option is correct.
Key takeaway
BigQuery Migration Service
Real-world example
How this comes up in practice
A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. BigQuery Migration Service Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
What to study next
Got this wrong? Here's your next step.
Review bigQuery Migration Service, then practise related PCD questions on the same topic to reinforce the concept.
- →
Migrate Data Solutions — study guide chapter
Learn the concepts, then practise the questions
- →
Migrate Data Solutions practice questions
Targeted practice on this topic area only
- →
All PCD questions
999 questions across all exam domains
- →
Google Professional Cloud Developer study guide
Full concept coverage aligned to exam objectives
- →
PCD practice test guide
How to use practice tests most effectively before exam day
Related practice questions
Related PCD practice-question pages
Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.
Manage a Solution that Can Span Multiple Database Systems practice questions
Practise PCD questions linked to Manage a Solution that Can Span Multiple Database Systems.
Deploy Scalable and Highly Available Databases in Google Cloud practice questions
Practise PCD questions linked to Deploy Scalable and Highly Available Databases in Google Cloud.
Design Scalable and Highly Available Cloud Database Solutions practice questions
Practise PCD questions linked to Design Scalable and Highly Available Cloud Database Solutions.
Migrate Data Solutions practice questions
Practise PCD questions linked to Migrate Data Solutions.
Designing highly scalable, available, and reliable cloud-native applications practice questions
Practise PCD questions linked to Designing highly scalable, available, and reliable cloud-native applications.
Building and testing applications practice questions
Practise PCD questions linked to Building and testing applications.
Deploying applications practice questions
Practise PCD questions linked to Deploying applications.
Integrating Google Cloud services practice questions
Practise PCD questions linked to Integrating Google Cloud services.
Managing application performance monitoring practice questions
Practise PCD questions linked to Managing application performance monitoring.
PCD fundamentals practice questions
Practise PCD questions linked to PCD fundamentals.
PCD scenario practice questions
Practise PCD questions linked to PCD scenario.
PCD troubleshooting practice questions
Practise PCD questions linked to PCD troubleshooting.
Practice this exam
Start a free PCD practice session
Short sessions build daily habit. Longer sessions build exam-day stamina. Try a timed session to simulate real conditions.
FAQ
Questions learners often ask
What does this PCD question test?
Migrate Data Solutions — This question tests Migrate Data Solutions — BigQuery Migration Service.
What is the correct answer to this question?
The correct answer is: BigQuery Migration Service — The BigQuery Migration Service (option E) is the dedicated tool for converting Snowflake SQL to BigQuery SQL, handling schema, DDL, and DML translations. The BigQuery Data Transfer Service (option B) does not support Snowflake as a source and does not perform SQL conversion; it is used for scheduling data transfers from supported sources. Therefore, only option E is correct.
What should I do if I get this PCD question wrong?
Review bigQuery Migration Service, then practise related PCD questions on the same topic to reinforce the concept.
What is the key concept behind this question?
BigQuery Migration Service
About these practice questions
Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →
Keep practising
More PCD practice questions
- A company is deploying a microservices architecture on GKE. They need to expose a set of related microservices under a s…
- You need to monitor the CPU usage of a Compute Engine instance and trigger an alert when it exceeds 80% for 5 minutes. W…
- A Cloud Bigtable instance has a single cluster. To improve availability and read throughput, the team decides to add a s…
- A developer wants to enable IAM database authentication for Cloud SQL for PostgreSQL. Which IAM role must be granted to…
- A company is using Cloud Bigtable for a time-series workload. They want to monitor performance and identify hot spots. W…
- A company wants to run hybrid transactional/analytical processing (HTAP) workloads on a PostgreSQL-compatible database w…
Last reviewed: Jul 4, 2026
This PCD practice question is part of Courseiva's free Google Cloud certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the PCD exam.
Question Discussion
Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.
Sign in to join the discussion.