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aws Articles

5 articles

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Slack logoSlack
01 min read
Data Engineering•2026-05-05

From SSH to REST: A Security-Driven Modernization of Slack’s EMR Data Pipelines

Slack migrated 700+ SSH-based data pipeline jobs to REST-based architecture using Quarry and YARN Distributed Shell.

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airflow
aws
big-data
data-engineering
data-infrastructure
security
Lyft logoLyft
31 min read
AI•2026-02-19

Scaling Localization with AI at Lyft

Lyft rebuilt its translation pipeline by integrating LLMs to reduce translation latency from days to minutes while maintaining linguist oversight.

artificial-intelligence
distributed-systems
machine-learning
aws
Lyft logoLyft
31 min read
Machine Learning•2025-11-18

LyftLearn Evolution: Rethinking ML Platform Architecture

This post describes how Lyft evolved LyftLearn, their end-to-end ML platform, from a fully Kubernetes-based system to a hybrid architecture combining AWS SageMaker and Kubernetes.

distributed-systems
artificial-intelligence
machine-learning
aws
data-science
Slack logoSlack
111 min read
DevOps•2025-10-23

Advancing Our Chef Infrastructure: Safety Without Disruption

Slack describes how they improved Chef infrastructure safety by splitting environments and implementing a release train model without disrupting existing cookbooks or roles.

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aws
BBC logoBBC
91 min read
Architecture•2022-03-30

BBC Online — A year with serverless

BBC reviews its first year running critical web services on 'WebCore', its shared serverless platform.

aws
aws-lambda
cloud
serverless