GCP Professional ML Engineer: 3 Practice Questions

Ben Makansi May 8th, 2025 10 minute read

Let's have some fun with a look at some realistic Google Cloud Professional ML Engineer exam questions.If you want more practice like this, check out this... more »

Why the GCP Professional Data Engineer Exam is so difficult (and how to pass)

Ben Makansi May 8th, 2025 8 minute read

The GCP Professional Data Engineer Certification Exam is notorious for being one of the most difficult cloud certification exams. I’ve passed this... more »

Why You Don't Need Experience To Pass The GCP Professional Data Engineer Exam

Ben Makansi May 7th, 2025 4 minute read

You can absolutely pass the Professional Data Engineer exam without any GCP or cloud experience.A lot of folks think they need years of experience with... more »

Dataflow Watermarks & Triggers: Optimizing Stream Processing

Ben Makansi May 2nd, 2025 6 minute read

Understanding Watermarks in Dataflow: What They Are and Why They MatterWatermarks are one of the most important concepts to understand when working with Dataflow,... more »

Dataflow: Understanding Windowing

Ben Makansi May 2nd, 2025 4 minute read

Understanding Windowing in DataflowWhen working with streaming data, one of the first questions that comes up is: how do you group or analyze data when it never... more »

Dataflow: Core Concepts and Terminology

Ben Makansi May 2nd, 2025 10 minute read

To pass the GCP Professional Data Engineer exam, you have to know certain foundational concepts in Dataflow that define how data is represented and... more »