## data engineering

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### articles

* [machine learning system design](https://medium.com/@ricomeinl/machine-learning-system-design-f2f4018f2f8)
* [how to code neat ml pipelines](https://www.neuraxio.com/en/blog/neuraxle/2019/10/26/neat-machine-learning-pipelines.html)

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### enterprise solutions

* [netflix data pipeline](https://medium.com/netflix-techblog/evolution-of-the-netflix-data-pipeline-da246ca36905)
* [netlix data videos](https://www.youtube.com/channel/UC00QATOrSH4K2uOljTnnaKw)
* [yelp data pipeline](https://engineeringblog.yelp.com/2016/07/billions-of-messages-a-day-yelps-real-time-data-pipeline.html)
* [gusto data pipeline](https://engineering.gusto.com/building-a-data-informed-culture/)
* [500px data pipeline](https://medium.com/@samson_hu/building-analytics-at-500px-92e9a7005c83)
* [twitter data pipeline](https://blog.twitter.com/engineering/en_us/topics/insights/2018/ml-workflows.html)
* [coursera data pipeline](https://medium.com/@zhaojunzhang/building-data-infrastructure-in-coursera-15441ebe18c2)
* [cloudfare data pipeline](https://blog.cloudflare.com/how-cloudflare-analyzes-1m-dns-queries-per-second/)
* [pandora data pipeline](https://engineering.pandora.com/apache-airflow-at-pandora-1d7a844d68ee)
* [heroku data pipeline](https://medium.com/@damesavram/running-airflow-on-heroku-ed1d28f8013d)
* [zillow data pipeline](https://www.zillow.com/data-science/airflow-at-zillow/)
* [airbnb data pipeline](https://medium.com/airbnb-engineering/https-medium-com-jonathan-parks-scaling-erf-23fd17c91166)
* [walmart data pipeline](https://medium.com/walmartlabs/how-we-built-a-data-pipeline-with-lambda-architecture-using-spark-spark-streaming-9d3b4b4555d3)
* [robinwood data pipeline](https://robinhood.engineering/why-robinhood-uses-airflow-aed13a9a90c8)
* [lyft data pipeline](https://eng.lyft.com/running-apache-airflow-at-lyft-6e53bb8fccff)
* [slack data pipeline](https://speakerdeck.com/vananth22/operating-data-pipeline-with-airflow-at-slack)
* [remind data pipeline](https://medium.com/@RemindEng/beyond-a-redshift-centric-data-model-1e5c2b542442)
* [wish data pipeline](https://medium.com/wish-engineering/scaling-analytics-at-wish-619eacb97d16)
* [databrick data pipeline](https://databricks.com/blog/2017/03/31/delivering-personalized-shopping-experience-apache-spark-databricks.html)