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aws Articles

6 articles

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AI•2026-05-28

Slack AI: The Path to Multi-Cloud

Slack evolved from AWS SageMaker to a multi-cloud LLM infrastructure over three years.

cloud-computing

machine-learning

software-development

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.

data-engineering

data-infrastructure

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

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

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.

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.