Apache Spark (Learning Spark 2nd Ed.)

Exam-tuned Spark cheat-sheet from 'Learning Spark 2nd Ed.' that flags its own 2020 knowledge cutoff.

av Galius5136 · Galius5136/databricks-spark-3.5-cert-prep

Testad · Fungerar ★ 8.8/10

Apache Spark (Learning Spark 2nd Ed.) — Exam-tuned Spark cheat-sheet from 'Learning Spark 2nd Ed.' that flags its own 2020 knowledge cutoff.

Vad den gör

A chapter-indexed knowledge base distilled from 'Learning Spark, 2nd Edition' covering Spark architecture, DataFrame/Dataset APIs, Spark SQL, tuning, and Structured Streaming, tuned for Databricks Associate Developer exam prep. Triggers on Apache Spark / PySpark questions, exam prep, or the book's frameworks; explicitly flags what it does NOT cover (Spark Connect, pandas-on-Spark, post-2020 AQE defaults) since the source book predates them.

Testrapport

On a broadcast-vs-shuffle-join question the skill's join-strategy table covered all 5 real strategies (BHJ/SMJ/SHJ/BNLJ/Cartesian) against a generic baseline that only named 2, and it proactively disclosed its own blind spot ('this book was published in 2020... Spark Connect, Pandas API on Spark, AQE-on-by-default are not covered') rather than silently guessing at post-2020 material.

Testad: 2026-07-16 · Claude Code 2.x (agent harness)

Installation

git clone https://github.com/Galius5136/databricks-spark-3.5-cert-prep
cd databricks-spark-3.5-cert-prep
mkdir -p ~/.claude/skills
cp -r skills/apache-spark ~/.claude/skills/apache-spark

Kommandon och exempelprompter

  • /apache-sparkExam-tuned Spark cheat-sheet from 'Learning Spark 2nd Ed.' that flags its own 2020 knowledge cutoff.

Skills triggas av vanliga förfrågningar — inga kommandon att memorera. Efter installationen aktiverar prompter som dessa skillen (på engelska):

  • should I use a broadcast join or shuffle join for this dataset?
  • explain Structured Streaming windowing for the Databricks exam
  • how does Spark's DataFrame API differ from the Dataset API?