Digital transformation for data-intensive, regulated environments
Senior engineering judgment for complex data systems at massive scale. Know when complexity serves you—and when it kills you.
Start a ConversationProven in demanding environments. Built for scale.
Battle-tested in environmental compliance and oil & gas operations—where billion-row datasets meet regulatory precision and 99.9% uptime requirements. Digital twins, facility inventories, system integrations, and regulatory emissions calculations at massive scale.
These same principles apply across finance, healthcare, energy, and pharmaceutical industries. If your data is mission-critical and your compliance requirements are strict, the architecture patterns are universal.
What I Bring
Data Engineering Architecture
Right-sized solutions for your scale. From petabyte-scale distributed systems to elegant denormalized models—knowing which tool fits the job.
AI Strategy & Implementation
Practical AI integration that creates business value. From POC to production, with realistic timelines and measurable outcomes.
Digital Transformation
Strategic roadmaps that unlock hidden value in existing data. Making your team better, with capability transfer that outlasts the engagement.
Senior Engineering Judgment
After leading data engineering teams at B2B SaaS companies across environmental management, airline revenue optimization, and media measurement—I've seen the patterns. I know when complexity serves you and when it kills you.
My approach is force multiplication. You don't just get deliverables—your team gets better at solving these problems. The capability transfer lasts well beyond billable hours.
You're not hiring execution. You're hiring judgment that comes from building systems that can't fail.
Background
Former data engineering leader with Manager and Director of Engineering experience at high-growth tech companies. Past five years leading AI, backend engineering, and data engineering teams across multiple verticals.
Specialized expertise in environmental information management (EHS/O&G), with proven capability across airline revenue management, media measurement, and advertising technology.
Let's Talk About Your Data Challenges
Whether you're scaling a regulated data platform or planning a digital transformation, let's discuss how senior engineering judgment can accelerate your goals.
Or email directly: contact@tensoral.io