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5. Python for Pipelines (pandas to files/DB)

pandas ne CSV clean karun parquet/DB — chhote pipelines. Spark nantar.

What you will learn in this chapter

  • Script vs notebook for jobs
  • Read → clean → write pattern
  • Idempotent runs idea
  • Logging beginner habit
  • Practice

Fictional labs

India retail stories (Raja Traders Nagpur, Mauli Dairy Pune) are fictional. Spark samples are tiny/local — no live cluster claimed.

Concepts in this chapter

  1. 5.1Script vs Notebook
  2. 5.2Read → Clean → Write
  3. 5.3Idempotent Runs Idea
  4. 5.4Practice, Tip and Close

The chapter recap is at the end of the last concept page.