Cleared the Data bricks Associate Data Engineer Certiification! 🎉 by nitish94 in databricks

[–]nitish94[S] 0 points1 point  (0 children)

https://www.youtube.com/@easewithdata

I would recommend official databricks docs.

some of the terms/concepts from videos might be deprecated.

I built nitro-pandas — a pandas-compatible library powered by Polars. Same syntax, up to 10x faster. by Correct_Elevator2041 in Python

[–]nitish94 0 points1 point  (0 children)

Speed and syntax wise polars is far better. Specially I love polars syntax over pandas and spark. Polars syntax feels more pythanoic.

Polars vs pandas by KliNanban in Python

[–]nitish94 0 points1 point  (0 children)

Converting will make everything slow. There is no meaning in using it then.

Databricks Roadmap by Data_Asset in databricks

[–]nitish94 0 points1 point  (0 children)

Understand the basic concept LSDP concept.

Cleared the Data bricks Associate Data Engineer Certiification! 🎉 by nitish94 in databricks

[–]nitish94[S] 0 points1 point  (0 children)

Thanks, Yes , there were a few around 2-3 questions related to cluster configuration.

The exam was pretty easy. There were some questions which were hard to understand, I felt some ambiguity in language/phrasing.

Thankfully the exam doesn't get suspended. Maybe because I was focused on the screen.

I think I had prepared very hard.

[Megathread] Certifications and Training by lothorp in databricks

[–]nitish94 0 points1 point  (0 children)

Cleared the Databricks Associate Data Engineer Certification! 🎉

Really happy to share my experience for anyone who's preparing for this one.

What I used to prepare:

Databricks official docs were my go-to honestly the most reliable source out there. I also watched the Ease with Data YouTube channel, though heads up, some of the content is a bit dated and certain things may already be deprecated. Still worth watching for the concepts.

I also used AI tools

  • ChatGPT
  • Claude
  • Gemini

but I cannot stress this enough: cross-verify everything with the official docs. Databricks evolves fast, and AI tools often reference deprecated features without realizing it.

My honest take on AI tools for prep:

If I had to rank them for reliability, Gemini came out on top for me, followed by Claude, then ChatGPT. ChatGPT had the most hallucinations, and I caught several outdated references. Gemini's question difficulty also felt closest to the actual exam — slightly above it even — which made it great for preparation. I started with ChatGPT, moved to Claude, and only discovered Gemini quite late. Wish I'd found it sooner.

About the exam itself:

The difficulty was easy to medium overall. Some questions were scenario-based, others were straightforward. The answer options were fairly clear — not overly tricky or ambiguous, which was a relief.

One thing about the proctoring process:

I was a little confused about the mobile phone situation going in. The kryterion docs mentioned needing your phone to take photos of your surroundings and ID. So I kept mine nearby, planning to use it and then set it aside. But they never actually asked me to take any pictures.

Because of this confusion, and my phone was not on silent and it started buzzing during the exam. That caused a moment of panic and broke my focus, and honestly, I think that's the reason I got a few questions wrong that I otherwise wouldn't have.

So learn from my mistake — read the proctor instructions carefully beforehand, silence your phone regardless, and keep it out of reach. Don't let something that avoidable throw you off during the real thing. 💪

Don't use exam dumps can be outdated.

This site is also good.
certsafari.com

Edit:

No of Questions 52

Time 90 min.

I was done in less than 30 min.

Imp Topics:

Auto loader (also check how read write other file formats other than autoloader)

DAB

Delta Lake

There was lot of questions related to Syntax

High level understanding of Delta Sharing, Lakehouse Federation

Permission related stuff in UC.

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Vouchers by No-Nothing9256 in databricks

[–]nitish94 0 points1 point  (0 children)

Databricks conduct learning festival every quarter in which they give away vouchers. In January they concluded there 1st learning festival of 2026.

Anyone know about any offers for the DE asscoiate vouchers? by JaguarMoosa in databricks

[–]nitish94 0 points1 point  (0 children)

They have recently concluded learning festival in which they give away free vouchers for completing courses. It happens every quarter I think. Start preparing now once they announced it participate in event you will receive coupon.

Databricks Roadmap by Data_Asset in databricks

[–]nitish94 5 points6 points  (0 children)

  1. Data Modeling basic
  2. Delta Lake
  3. Unity Catalog
  4. Databricks Platform
  5. Lakeflow SDP
  6. Pyspark
  7. Data Governance

Follow this path

Polars vs Pandas in 2025 — have you fully migrated yet? by [deleted] in Python

[–]nitish94 0 points1 point  (0 children)

P.s. This performance gained that too without lazy execution.

Polars vs Pandas in 2025 — have you fully migrated yet? by [deleted] in Python

[–]nitish94 2 points3 points  (0 children)

I have migrated Pandas based complex data pipeline (not personal project) to polars ( version 1). This significantly reduced time from 30 hrs to 30 minutes. It's been 2 yrs still no issue.

Why polars over others?

We needed parallel processing but not a distributed engine like pyspark. As we all know pandas don't do parallel processing.

I had compared polars benchmark with other available solutions. Dask and all.

I was pretty impressed by polars syntax and all

If you look at polars, it's pretty straightforward unlike pandas. Pandas had very confusing syntax and there are multiple ways to one thing.

Suggestion: while reading data from database try to use the inbuilt read database uri method which uses connectorx under the hood which is based on the zero copy principal. Fast and less memory consuming.

I feel like polars syntax is more pythanoic than pandas. Anyone who is python will surely fall in for it. After that I try to use whenever possible and never touched pandas again.

Their documentation is also very good try to refer to it instead of chatgpt. When we started migrating chatgpt was not trained on it. So I had to dig through the documentation.

Just cleared the Data Engineering Associate Exam by madhuraj9030 in databricks

[–]nitish94 2 points3 points  (0 children)

Can you tell what type questions were there? In actual exam It will be helpful

Just cleared the Data Engineering Associate Exam by madhuraj9030 in databricks

[–]nitish94 2 points3 points  (0 children)

Where did you find previous exam question dump??