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About

From pipelines
to operating model

Hands-on delivery first. Warehouse ownership second. Cross-functional leadership third. The through-line is production responsibility.

10+ years in data · 50+ contributors led · healthcare, pharma, and platform delivery

Based in APAC, delivering globallyOpen to leadership and advisory mandatesOperator mindset, systems bias

10+

Years in data

50+

Contributors led

$100K+

Annual savings delivered

23

AI services deployed

Leadership Philosophy

How I run the work

Ownership, operating discipline, and compounding wins over strategy theater.

01

Ownership Over Handoffs

I do not deliver recommendations. I own priorities, execution, and stakeholder alignment until outcomes ship.

02

Systems Over Heroics

Production-grade platforms with monitoring, compliance, and reliability. No firefighting. No single points of failure.

03

Velocity Over Perfection

Quick wins that compound. Automation that removes manual work. Ship, measure, iterate.

Career Arc

Builder to operator to leader

Technical credibility first. Operational accountability second. Leadership scale after the systems were already working.

Act 012018 — 2021

Builder: Data Science Consultant → Analytics Engineer

Sanisphere · POC Pharma

ETL pipelines, warehouse architectures, and KPI dashboards across healthcare consulting and pharma distribution.

25% market share increase through data-driven strategy50% productivity boost in sales reporting15% sales increase from KPI-led analytics adoption
Act 022022 — 2024

Operator: Lead Data Engineering & Analytics

Jio Health ($75M platform)

Owned the data function for a $75M healthcare platform. 50+ contributors across engineering, analytics, QA, and DevOps.

$100K+ annual cost savings delivered80% manual workload reduction3× business growth supported by ETL and warehouse architecture50% data quality improvement via ERP migration
Act 032024 — Present

Leader: Independent Consultant — Data Engineering, AI Platform & Digital Transformation

Independent consulting · self-hosted platform R&D

AI services, self-hosted infrastructure, observability, and geospatial systems for regional clients.

6 VMs and 60+ containers on bare-metal Proxmox23 AI agent services plus data engineering and MLOps stack16+ Cloudflare-routed subdomains with full observability~€700K budget managed across 8 concurrent projects
Technical Breadth

What the delivery stack looks like

Not any single tool. The ability to connect platform, governance, ML, and infrastructure into one operating surface.

Data Engineering

10+
Apache SparkdbtAirflowKafkaDelta LakeSnowflake

MLOps & AI

5+
MLflowLangChainOpen WebUIVector DBsModel ServingRAG

Infrastructure

8+
ProxmoxKubernetesDockerTerraformAnsibleCloudflare

Governance

7+
HIPAAGDPRSOXISO 27001Data LineagePolicy-as-Code

Next Step

Review the operating record in full

Resume for the formal chronology. Impact ledger for the stronger narrative.