1. Who is this certificate designed for? Is prior experience in data engineering required?

Q: 1. Who is this certificate designed for? Is prior experience in data engineering required?

The program is categorized as Intermediate-level , so it's best suited for learners with some familiarity with data concepts—such as SQL or programming basics—though it’s not strictly beginner-only.On Reddit, one learner reflected: “I think it's beginner friendly and does not cover a lot of complexities of DE systems.” Another said they appreciated it as a refresher on modern open-source tools in the industry , indicating it's useful for both novices and practitioners wanting to catch up.

The program is categorized as Intermediate-level, so it’s best suited for learners with some familiarity with data concepts—such as SQL or programming basics—though it’s not strictly beginner-only.On Reddit, one learner reflected:
“I think it’s beginner friendly and does not cover a lot of complexities of DE systems.”
Another said they appreciated it as a refresher on modern open-source tools in the industry, indicating it’s useful for both novices and practitioners wanting to catch up.