---
title: "Discussion on \"Data Engineering Revamp & Modernization\" | Hashnode"
description: "Discussion on \"Data Engineering Revamp & Modernization\". The Complete Data Engineering Revamp: A Post-Mortem & Blueprint\nIntroduction: The Symptom and the Disease\nLast month, I concluded a freelance engagement that perfectly encapsulated a modern data predicament. The initial plea from the client was a fam..."
url: "https://hashnode.com/posts/data-engineering-revamp-and-modernization/694e016ac2ac40bab379e383"
---

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# [Data Engineering Revamp & Modernization](https://dataengineeringerevampandmodernization.hashnode.dev/data-engineering-revamp-and-modernization?utm_source=hashnode&utm_medium=feed)

The Complete Data Engineering Revamp: A Post-Mortem & Blueprint Introduction: The Symptom and the Disease Last month, I concluded a freelance engagement that perfectly encapsulated a modern data predicament. The initial plea from the client was a fam...

Dec 26, 2025 · 8 min read · dataengineeringerevampandmodernization.hashnode.dev  
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-   [#dataengineering-datamodernization-cloudcomputing-dataarchitecture-etl-dataquality-datagovernance-dataobservability-medallionarchitecture-costoptimization-casestudy-dataplatform-techlead-dataengineer](https://hashnode.com/tag/dataengineering-datamodernization-cloudcomputing-dataarchitecture-etl-dataquality-datagovernance-dataobservability-medallionarchitecture-costoptimization-casestudy-dataplatform-techlead-dataengineer)

## Written by

[Manjunath S Murthy](https://hashnode.com/@manjunathsmurthy)

@manjunathsmurthy · BANGALORE

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

“Cloud • SRE • DevOps • Data • Security

Fractional Cloud DevSecOps Architect | Multi-Cloud AWS Azure GCP VMware Migration Expert With 15+ years of IT infrastructure, cloud architecture, and DevSecOps expertise, I architect and implement enterprise-grade cloud solutions across AWS, Azure, GCP, and VMware environments. I specialize in designing scalable, secure, and cost-optimized cloud infrastructure while accelerating infrastructure automation and modernization initiatives. Core Expertise: • Multi-Cloud Architecture & Migration: Leading complex cloud transformation journeys with minimal business disruption, reducing infrastructure costs by 30-40% through optimization and rightsizing strategies • Infrastructure as Code (IaC): Terraform, Bicep, CloudFormation, Pulumi for reproducible, version-controlled infrastructure deployments across all cloud platforms • DevSecOps & Zero Trust Architecture: Implementing security-first infrastructure design reducing security incidents by 45% while maintaining development velocity • Cloud Cost Optimization: Analyzing cloud spending, implementing FinOps practices, and driving strategic cost reduction initiatives • Data Modernization: Designing and implementing cloud-native data platforms, migration strategies for on-premises to cloud data ecosystems • Compliance & Cloud Security: GRC-compliant infrastructure for healthcare, finance, and regulated industries serving 50+ enterprise clients Track Record: ✓ Architected multi-cloud strategy for Fortune 500 company, reducing operational costs by 35% ✓ Designed Zero Trust security frameworks improving security posture while enabling developer agility ✓ Implemented infrastructure automation reducing deployment time by 80% ✓ Led data modernization initiatives migrating legacy systems to cloud-native architectures ✓ Established DevSecOps practices across 100+ development teams Open to fractional/part-time engagements for cloud architecture, DevOps transformation, infrastructure modernization, and security architecture consulting.

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