Python for Data Engineers

Name: Python for Data Engineers
Availability: InStock

Intermediate

Python for data engineering: language foundations, packaging and OOP, and production reliability (testing, logging, retries) for pipelines. Curated from Python Essentials and Python for Software Engineers.

Duration

1 weeks

Content

5 modules, 55 lessons

Students

Total Time

~0 hours

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Course Curriculum

Python Setup & EnvironmentFREE PREVIEW

From python-essentials, ordered for DE.

min3 lessons

Installing Python

15 min

Installing Jupyter Notebook

2 min

Setting Up Your Python Environment (VS Code, venvs & pip)

15 min

Start Module

Python FundamentalsFREE PREVIEW

From python-essentials, ordered for DE.

min19 lessons

Python Variables

10 min

Python Basic Datatypes

15 min

QUIZ: Variables & Datatypes

List Comprehensions & Advanced Collections

12 min

QUIZ: Lists & Dictionaries

12 min

ASSIGNMENT: Lists & Dict

QUIZ: For & While Loops

ASSIGNMENT: Loops, if conditions & functions

45 min

Python Strings

15 min

Text Wrangling Essentials: split, join, and formatting

10 min

Python Regular Expressions (Regex)

15 min

QUIZ: Python Fundamentals

30 min

ASSIGNMENT: Python Fundamentals

45 min

Start Module

Modern Python FoundationsFREE PREVIEW

From python-for-software-engineers, ordered for DE.

min10 lessons

Type Hints & Static Checking

10 min

Quiz: Pyright/mypy Patterns and Gradual Typing

11 min

Data Classes & Pydantic

17 min

Quiz: Choosing dataclass vs Pydantic vs NamedTuple

10 min

Project Structure & Packaging

20 min

Quiz: pyproject.toml, src Layout, and Modern Packaging

11 min

Virtual Envs & Dependency Management

9 min

Quiz: uv, Poetry, pip-tools Compared

9 min

Build 1 — CLI Tool (Typer + tests + package + publish)

90 min

OOP for Pipeline Builders: Classes Where They Earn Their Keep

25 min

Start Module

Async, Concurrency & PerformanceFREE PREVIEW

From python-for-software-engineers, ordered for DE.

min13 lessons

Async/Await — How the Event Loop Works

14 min

Quiz: When asyncio Helps and When It Doesn't

11 min

Threading vs Multiprocessing vs Asyncio

13 min

Quiz: The GIL and Picking the Right Primitive

10 min

Build 2 — Async API Client Library

90 min

Generators, Iterators & itertools

21 min

Quiz: Memory-Efficient Pipelines and Lazy Evaluation

10 min

Context Managers & Decorators

15 min

Quiz: Building Reusable, Composable Abstractions

10 min

Profiling & Optimization

17 min

Quiz: Profile First, Optimize After

10 min

Build 3 — High-Performance Data Processor

90 min

Build 4 — Memory-Efficient Data Cache & Profiler

60 min

Start Module

Production PythonFREE PREVIEW

From python-for-software-engineers, ordered for DE.

min10 lessons

Testing with pytest

24 min

Quiz: Fixtures, Mocking, Coverage, Test Organization

11 min

Logging & Configuration

14 min

Quiz: Structured Logging and 12-Factor Config

10 min

Error Handling Patterns

11 min

Quiz: Exceptions, Retries, Result Types

10 min

Design Patterns in Python

23 min

Quiz: Pythonic Patterns vs Gang-of-Four

10 min

Build 5: Production Ingestion Microservice

90 min

Build 6 — Extensible Plugin Architecture (Capstone)

60 min

Start Module

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