Data Modernisation Journey

Data Modernisation Journey

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#033 - The ETL vs ELT Choice That's Costing Teams Millions (Free Framework Inside)
The architecture decision that makes or breaks your data modernisation budget
 • 
Muhammad Khurram
1
#032 - Beyond Dashboards: How Orchestration-Native Observability Is Saving Data Engineering
5 tools + 1 framework that cut incident time by 60%
 • 
Muhammad Khurram
#031 - The 7 features that separate modern data platforms from expensive legacy systems
Your complete guide to evaluating data platform capabilities + feature-by-feature implementation roadmap
 • 
Muhammad Khurram
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Data Modernisation Journey #029
 • Muhammad Khurram
2
#18 - 5 Types of Technical Debt in Data Pipelines
 • Muhammad Khurram
#19 - 7 Warning Signs of Technical Debt in Your Data Pipeline
 • Muhammad Khurram
#21 - Data Pipeline Budget Bleed: Stop the $2M Mistake Before it Happens
 • Muhammad Khurram
#001- 10 Essential Tips for a Successful Data Modernisation Journey
 • Muhammad Khurram
#20 - The 5-Step Guide to Crushing Data Pipeline Technical Debt
 • Muhammad Khurram
#030 - Your AI models are hallucinating because of bad data architecture
Why semantic layers are the missing foundation for trustworthy AI
 • 
Muhammad Khurram
Data Modernisation Journey #029
Why I Stopped Selling Data Migrations and Started Building AI-Ready Foundations
 • 
Muhammad Khurram
2
#28 - Beyond Data Warehouses: How Data Lakehouses Are Making Enterprise-Grade Analytics Accessible in 2025
The uncomfortable truth about data architecture decisions (and what works instead)
 • 
Muhammad Khurram
#27 - Why your data lake is bleeding money (and 3 ways to stop it)
The hidden costs that turn $50K AI projects into $500K disasters
 • 
Muhammad Khurram
#26 - Key Insights from dbt CEO on AI and Data Engineering
Simple breakdown of the trends shaping data teams in 2025
 • 
Muhammad Khurram
#25 - 5 Lessons From Real-World Data Architecture Decisions (Case Study)
When Custom Data Pipelines Start Cracking: A Pragmatic Guide to ETL Modernisation
 • 
Muhammad Khurram
#24 - Is Your ETL Sabotaging Your AI? (The Real Reason AI Projects Fail)
Discover the Modular Data Strategy That Separates AI Winners from Followers & Ensures Success
 • 
Muhammad Khurram
#23 - Why 60% of AI projects will fail by 2026
Your legacy data is sabotaging your AI dreams (and here's how to fix it)
 • 
Muhammad Khurram
#22 - Is Your Visual Data Pipeline About to Break?
Visual Pipeline vs. Code: How to Choose for Your Scale?
 • 
Muhammad Khurram
Data Modernisation Journey
Data Modernisation Journey
Newsletter focused on transforming data pipelines from legacy clutter to AI-ready platforms, sharing insights from my 15+ years journey as a data consultant.

Data Modernisation Journey

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