# Data Engineering, Pipelines

```{toctree}
:hidden:

data_pipelines
data_engineering_pipelines
streaming_pipelines
netflix_keystone
doordash_riviera
```

##
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*	**[Section 5.1: Chapter 5: Mise en Place – Data Engineering for Reliable ML Pipelines](data_pipelines.md)**

*	**[Section 5.2: Project-Trending Now: Implementing Data Ingestion Pipleines](ch5_project.md)**

*	**[Section 5.3: Data Engineering & Pipelines: A Lead's Compendium](data_engineering_pipelines.md)**

*	**[Section 5.4: Real-Time & Streaming Data Pipelines: Challenges, Solutions](streaming_pipelines.md)**

*	**Section 5.5: Industry Case Studies**
	*	[Netflix Keystone](netflix_keystone.md)
	*	[Doordash Riviera](doordash_riviera.md)
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**Block Diagram: Data Engineering, Pipelines**

<img src="../../_static/mlops/ch5_data_pipelines/mlops_data_engineering.svg"/>

<img src="../../_static/mlops/ch5_data_pipelines/mlops_streaming_pipelines.svg"/>

___