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Portfolio

Proof built across regulated industries where storage failure isn't an option — and where the business stakes made resilience the real deliverable.

The work spans strategic data-center consolidation at a semiconductor company, an 18-month embedded NetApp residency in regulated biopharma, and flash-storage strategy in high-growth EdTech. Each required diagnosing a complex environment fast, earning operational trust in a room that didn't yet know him, and leaving it more automated, more recoverable, and less dependent on any one person.

Career timeline

6 roles

Impact case studies

DC Consolidation and ONTAP Automation

Led strategic site optimization and ONTAP automation at a semiconductor company — reducing power consumption, reclaiming floor space, and automating the upgrade lifecycle.

Business impact: Converted a manual, high-risk ONTAP upgrade process into an automated autoops flow, and executed a full site shutdown with rack documentation and an orderly decommission plan — a systems-level move made without losing data or availability.

NetApp ONTAPautoopsDC layout toolingNAS operations

Key decisions

  • Prioritized systematic issue identification before recommending changes — root cause analysis first, remediation plan second
  • Chose autoops as the automation target for ONTAP upgrades because firmware and OS updates are highest-risk when done manually under pressure
  • Maintained rack location inventory throughout the site shutdown to ensure orderly decommissioning with no asset loss
  • Created run books before starting upgrade cycles — not after — so the operational knowledge was captured independently of the engineer executing it

Automated

ONTAP upgrade process on autoops flow

Full

DC site shutdown with rack-level inventory

NetApp SME Residency: Biopharma at Scale

Embedded 18-month NetApp SME residency at a biopharmaceutical company — owning performance monitoring, end-user issue resolution, NAS namespace design, and automation tooling evaluation.

Business impact: Became the on-site storage authority in a regulated environment where data availability directly affects research operations — and reduced recurring incidents by replacing reactive firefighting with proactive capacity and health monitoring.

NetApp FASONTAPNASOCUMAutomation tooling

Key decisions

  • Established proactive capacity monitoring before storage health became reactive firefighting — capacity alerts at 70% rather than 90%
  • Structured change requests for every performance issue so resolution was traceable and repeatable
  • Designed export policies and namespace for multi-team NAS access — preventing the ad hoc access patterns that cause performance contention
  • Evaluated automation tools based on operational fit, not feature count — only introduced tooling that reduced human judgment in high-risk windows

18mo

embedded storage residency in regulated biopharma

Proactive

capacity monitoring replacing reactive incidents

Flash Storage Strategy and Operational Tooling

Developed storage strategy and built operational tooling for an EdTech company transitioning to flash-based storage — including monitoring automation, service offerings, and capacity forecasting.

Business impact: Turned ad hoc storage operations into a managed service layer with defined offerings, automated monitoring, and utilization forecasting aligned to business growth — storage run as a product, not a firefight.

NetAppFlash storageMonitoring toolingCapacity planningOpen-source infrastructure

Key decisions

  • Built storage service offerings around business growth projections — capacity planning tied to product roadmap, not just historical growth
  • Developed internal monitoring tooling rather than relying on vendor dashboards — gave the operations team a unified view across appliance generations
  • Combined enterprise appliances with open-source technologies to avoid single-vendor lock-in as the environment scaled
  • Designed utilization and protection requirements together — capacity and recoverability were treated as one problem, not two

Automated

storage monitoring and operational alerting

Defined

storage service offerings tied to EdTech growth

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