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About me

Welcome! I'm Vinodh Kumar, a passionate data architect, technology leader and lifelong learner with extensive experience building large-scale cloud data platforms and analytics solutions. Over the years, I've worked with terabyte-scale data environments, helping organisations unlock the true value of their data through modern architecture, engineering excellence and innovation.

This blog captures my thoughts, experiences, and lessons learned across data engineering, architecture, AI, analytics, and modern cloud technologies to help organisations and practitioners build better data solutions.

Vinodh Kumar

Vinodh Kumar

Principal Data Architect

Key Accreditations

Microsoft Data Platform MVP
Fabric Super User
Microsoft Q&A Champion
MCT Alumni · Microsoft Certified Trainer

Core Architectural Domains

Microsoft FabricAzure SynapseLakehouse ArchitectureAzure DatabricksDelta Lake & OneLakeReal-Time StreamingCost OptimizationData Mesh GovernancePower BI Semantic Models

15+

Cloud Certifications

TB+

Data Scale Handled

59+

Technical Publications

I have evolved from database development and data warehousing into enterprise-wide data architecture, helping organisations build trusted, scalable, and future-ready data foundations.

My work focuses on designing modern data ecosystems that support analytics, operational intelligence, machine learning, and AI at scale. I specialise in architecting distributed data platforms using cloud-native and open data architectures, with deep expertise across data ingestion frameworks, medallion architectures, semantic modelling, metadata management, governance frameworks, and analytical workloads.

I have extensive experience delivering:

  • Enterprise-scale Data Lakes and Lakehouses
  • Azure and Microsoft Fabric Platforms
  • Modern Data Warehouse Architectures
  • Multi-cloud and Hybrid Analytics Solutions
  • Open Data Architectures using Iceberg and Delta formats
  • Real-time Streaming and Event-driven Platforms
  • Self-service Analytics and BI Ecosystems
  • Data Governance and Master Data Frameworks
  • AI-enabled Data Engineering Solutions

My architectural philosophy is centred around treating data as a product, enabling discoverability, trust, interoperability, and governance by design rather than as an afterthought.

I help organisations turn data into a strategic business asset.

With 20+ years in data engineering, analytics, and architecture, I specialise in creating enterprise-scale data platforms that bridge business strategy, technology, analytics, and AI.

I have led the design of modern cloud-native architectures supporting billions of records, complex analytical workloads, real-time data processing, self-service analytics, and AI-driven use cases. My experience spans enterprise architecture, lakehouse design, data governance, platform engineering, semantic modelling, data product frameworks, and operating model transformation.

Today my focus extends beyond technology implementation to defining enterprise data strategy, establishing architecture standards, building engineering capabilities, and shaping organisational adoption of modern Data & AI platforms.

I believe successful data architecture is not about technology alone. It is about creating governed, scalable, reusable, and business-aligned ecosystems that enable organisations to innovate with confidence.

Blog

Stories people read...

Collection of my blog notes on Data Architecture, Microsoft Fabric, Azure and Data patterns that keep complex systems maintainable.

Posted Jul 2026

Rethinking Modern Data Architecture: How to Design Data Systems That Actually Matter

In one of my earlier roles, a major pharma client handed my team a non-negotiable requirement: they needed sub-second, real-time streaming for their global supply chain dashboard. We spent a huge amount of time engineering a masterpiece. We set up an event-driven architecture, orchestrated micro-batch streaming and spun up a hefty Databricks cluster that hummed […]

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Posted Jun 2026

Fabric as an App Platform: Evaluating the Rayfin Shift

Microsoft introduced Rayfin at Build 2026, positioning it as a way to build and run application backends directly inside Microsoft Fabric. It clearly wants Fabric to be no longer just a data platform. With the introduction of Rayfin (currently in preview), Fabric is starting to evolve into an application platform. At its core, Rayfin is […]

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My Past

Leading global delivery for Data & AI enabled Data Engineering, architecting enterprise-scale platforms, and building high-performing engineering teams.

Principal Data Architect / Data Engineering CoE Leader

JMAN Group

Jun 2025 - Present

  • Lead the global Data Engineering Centre of Excellence, overseeing a distributed team of 140 data engineers, engineering leads and Architects across multiple regions.
  • Own end-to-end delivery strategy for enterprise data, analytics, and AI programmes, driving execution across JMAN's global client portfolio.
  • Define architecture standards, governance frameworks, and engineering best practices for modern data platforms.
  • Design and oversee large-scale lakehouse and data platform implementations using Microsoft Fabric, Databricks, Snowflake, dbt, Azure Synapse, ADF, Microsoft Purview, Power BI and Azure AI Services.
  • Partner with executive stakeholders to align data strategy, platform modernisation, and AI adoption with business objectives.
  • Drive capability building through hiring, mentoring, technical leadership, and CoE initiatives, shaping the future of Data & AI engineering within the organisation.
  • Lead delivery for multi-million-dollar global data transformation programmes spanning data engineering, governance, analytics, and AI.

Azure Data Architect

Agilisium Consulting

Apr 2022 - Sep 2023

India

  • Built lakehouse and end-to-end platform architecture.
  • Shaped delivery standards across engineering and analytics teams.

Senior Engineer

AstraZeneca

Aug 2015 - Mar 2022

Greater Chennai Area

  • Delivered resilient data engineering systems.
  • Worked in enterprise environments with strict operational expectations.

Senior Consultant

Mindtree

Aug 2013 - Jul 2015

India

  • Consulted across delivery and technical design.
  • Worked on platform and integration-heavy programs.

Database Developer

EXELA TECHNOLOGIES SERVICES

Jul 2008 - Aug 2013

India

  • Built early career depth in database design and delivery.
  • Established a foundation in data-centric problem solving.

Microsoft MVP, MCT, and certified cloud specialist

Recognition

Across the recent years

Azure, AWS, Fabric

  • 15+ certifications across Microsoft and AWS ecosystems.
  • Recognized for community work, mentoring, and technical leadership.

Certifications

Professional credentials across API engineering, cloud, data, analytics, and cybersecurity.

DP-700: Microsoft Certified: Fabric Data Engineer Associate

Microsoft

Issued Mar 2025 · Credential ID 875962

PL-300: Microsoft Certified: Power BI Data Analyst Associate

Microsoft

Issued Dec 2024 · No Expiration Date

DP-600: Microsoft Certified: Fabric Analytics Engineer Associate

Microsoft

Issued Jul 2024 · No Expiration Date

Microsoft logo

Microsoft Certified: DevOps Engineer Expert

Microsoft

Issued Oct 2023 · No Expiration Date

Microsoft logo

Microsoft MVP Award

Microsoft

Issued Jan 2024 · No Expiration Date

Microsoft logo

DP-203: Microsoft Certified: Azure Data Engineer Associate

Microsoft

Issued Mar 2024 · No Expiration Date

DP-900: Microsoft Azure Data Fundamentals

Microsoft

No Expiration Date

Microsoft logo

Microsoft Certified Trainer (MCT)

Microsoft

Issued Jun 2021 · No Expiration Date

Microsoft logo

Microsoft Azure Solutions Architect Expert

Microsoft

No Expiration Date

Certificate Program in Design Thinking

QGLUE Strategic Design & Innovation

Credential ID DTBC001

Amazon Web Services (AWS) logo

AWS Certified Solutions Architect

Amazon Web Services (AWS)

No Expiration Date

AWS Big data fundamentals

Amazon Web Services (AWS)

No Expiration Date

Big Data 101 - Cognitive Class

Cognitive Class

No Expiration Date

ITILV3 Foundation

AXELOS Global Best Practice

No Expiration Date

Implementing Microsoft Azure Infrastructure Solutions

Microsoft

No Expiration Date

Microsoft logo

MCT 2023-24

Microsoft

No Expiration Date

Microsoft logo

Azure Synapse Champion

Microsoft

No Expiration Date

C Corner logo

C#Corner MVP [2022-2024]

C Corner

No Expiration Date

Gallery

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