---
title: "Discussion on \"A Complete Guide for Building ML Pipeline with Athena, SQS, EKS, Keda & SageMaker\" | Hashnode"
description: "Discussion on \"A Complete Guide for Building ML Pipeline with Athena, SQS, EKS, Keda & SageMaker\". This article illustrates Scalable Modern Machine Learning & Data Pipelines using Athena, SQS, EKS, KEDA, Karpanter & SageMaker"
url: "https://hashnode.com/posts/a-complete-guide-for-building-ml-pipeline-with-athena-sqs-eks-keda-sagemaker/678b6e6259e0b24bfaa792cc"
---

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# [A Complete Guide for Building ML Pipeline with Athena, SQS, EKS, Keda & SageMaker](https://ai-blog.dev/a-complete-guide-for-building-ml-pipeline-with-athena-sqs-eks-keda-sagemaker?utm_source=hashnode&utm_medium=feed)

This article illustrates Scalable Modern Machine Learning & Data Pipelines using Athena, SQS, EKS, KEDA, Karpanter & SageMaker

Jan 18, 2025 · 11 min read · ai-blog.dev  
Read the article

-   [#eks](https://hashnode.com/tag/eks)
-   [#athena](https://hashnode.com/tag/athena)
-   [#sagemaker](https://hashnode.com/tag/sagemaker)
-   [#kubernetes](https://hashnode.com/tag/kubernetes)
-   [#keda](https://hashnode.com/tag/keda)
-   [#cncf](https://hashnode.com/tag/cncf)
-   [#karpenter](https://hashnode.com/tag/karpenter)
-   [#mlops](https://hashnode.com/tag/mlops)
-   [#data-science](https://hashnode.com/tag/data-science)
-   [#dataops](https://hashnode.com/tag/dataops)

## Written by

[Amit Sides](https://hashnode.com/@amitsides)

@amitsides · Tel Aviv, Israel

  
[View profile](https://hashnode.com/@amitsides)

AI Engineer

Amit Sides is a AI Engineer, Python Backend Developer, DevOps Expert, DevSecOps &amp; MLOPS GITHUB https://github.com/amitsides

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