Which Google Cloud product is a distributed messaging service that is designed to ingest messages
from multiple device streams such as gaming events, IoT devices, and application streams?
Data Studio
Looker
-> Pub/Sub
Apache Beam - Pub/Sub
When you build scalable and reliable pipelines, data often needs to be processed in near-real time,
as soon as it reaches the system. Which type of challenge might this present to data engineers?
-> Velocity
Variety
Volume
Veracity - Velocity
Which Google Cloud product acts as an execution engine to process and implement data processing
pipelines?
Data Studio
Apache Beam
Looker
-> Dataflow - Dataflow
Due to several data types and sources, big data often has many data dimensions. This can introduce
data inconsistencies and uncertainties. Which type of challenge might this present to data
engineers?
Velocity