Driving Business Transformation with Cloud, Data, and AI

Principal Solutions Architect & Technical Manager | Cloud, Data & Applied AI

I help organizations design, build, and scale modern digital platforms by combining technical leadership with hands-on architecture and development.

About Me

I'm a technology professional with experience leading products and platforms from early R&D to large-scale production used by thousands of customers. My background spans cloud architecture, data platforms, and applied AI, with a focus on building solutions that create real business impact. I've worked across NanoTech, MedTech, Telecom, Automotive, Oil & Gas, Mining, Steel, and Dairy industries.

My Approach

I combine strategic thinking with deep architectural knowledge and hands-on engineering. My work spans from early discovery with C-level stakeholders to detailed solution design with engineering and R&D teams, through to launch and ongoing operation of live services. As a freelancer, I support both established enterprises and fast-moving startups.

Career Highlights & Expertise

Sep 2023 - Present · 2 yrs 3 mos

Principal Solutions Architect & Technical Manager | Cloud, Data & Applied AI

Freelance

Munich, Bavaria, Germany · Remote

I help organizations design, build, and scale modern digital platforms by combining technical leadership with hands-on architecture and development. My work spans from early discovery with C-level stakeholders to detailed solution design with engineering and R&D teams, through to launch and ongoing operation of live services. My projects typically involve designing cloud architectures, implementing AI-driven features, and guiding teams through complex technical decisions. I enjoy working across strategy and engineering—translating business goals into clear technical direction and ensuring solutions are reliable, scalable, and maintainable. Typical responsibilities: • Leading technical strategy and architecture across cloud, hybrid, and on-prem environments • Working directly with executives to define vision, roadmap, and business value • Supporting engineering teams with hands-on prototyping, architecture, and implementation • Designing AI and RAG-based features using Claude, Bedrock, Python, and modern retrieval patterns • Structuring and modeling enterprise data for analytics and AI applications - often as a Knowledge Graph using Neo4j, dGraph, ArangoDB. Technical scope: • AWS specialist across serverless (Lambda, DynamoDB, S3, Kinesis, SQS, EventBridge etc.), EKS, IAM, CDK IaC • Experience with Azure and exposure to GCP in multi-cloud or hybrid architectures • Cloud-agnostic designs built around Kubernetes and open-source technologies (vLLM, Ollama, ChromaDB, Airflow, Kafka, Grafana, APISIX, Backstage, MinIO, Superset, Trino, Polars, DuckDB, Flink) • On-premise and distributed system design across Linux clusters, edge compute, and data ingestion pipelines This role combines technical leadership, stakeholder collaboration, and hands-on delivery—helping organizations take ideas from concept to production and build platforms ready for real AI adoption.

Skills:

Amazon Web Services (AWS) · Artificial Intelligence (AI) · Solution Architecture · Python · Kubernetes · Graph Databases · Serverless Computing · Pre-Sales Technical Consulting · Enterprise Architecture · Data Engineering · Cloud-Native Development

Jan 2016 - Sep 2023 · 7 yrs 9 mos

Senior Technical Management Consultant | Cloud, Data & Digital Platforms

swaut.io · Self-employed

Stockholm, Sweden · Hybrid

I worked as a consultant helping organizations modernize their digital services and technical platforms. My role combined solution architecture, technical management, and hands-on development. I worked closely with C-level leaders, product teams, engineering, and R&D to design and deliver systems that support long-term digital growth. Typical work included designing cloud architectures, building connected and data-driven services, and leading teams through the full lifecycle from early discovery and PoCs to deployment and ongoing operations. I also supported organizations in improving ways of working, team structure, and alignment between business and engineering. Highlights: • Led architecture and technical strategy for cloud, hybrid, and on-prem platforms • Advised executives on digital transformation, cloud adoption, AI opportunities, and long-term platform direction • Worked with engineering teams on design, prototyping, and implementation of scalable data and analytics systems • Developed cloud-native and on-prem solutions for IoT, predictive maintenance, and real-time data flows • Built full end-to-end SaaS platforms including backend, data pipelines, infrastructure, and mobile clients • Delivered technical assessments, roadmaps, and architecture proposals to both business and technical leadership This role gave me broad cross-industry experience and the ability to translate business needs into solutions that scale in production environments.

Skills:

Amazon Web Services (AWS) · Solution Architecture · Technical Leadership · Cloud-Native Development · Python · Edge Computing · Event Driven Programming

Nov 2018 - Apr 2019 · 6 mos

R&D Project Manager - Telecom

Polarium · Full-time

Stockholm, Sweden

Led cross-functional R&D projects for lithium battery systems in a fast-paced telecom environment. Managed concept-to-release delivery, including planning, technical coordination, and risk management. Worked across hardware, embedded software, mechanical design, and IT systems to support rapid product development and global deployment.

Skills:

R&D Leadership, Cross-Functional Collaboration, Hardware/Software Integration, Project Management, Telecom Systems

Aug 2017 - Nov 2018 · 1 yr 4 mos

R&D Project Manager - Automotive

Scania Group · Full-time

Stockholm, Sweden

Managed the development of R&D test vehicles used for validation before market release. Coordinated engineering, workshop teams, and external suppliers. Worked with requirements, risk assessments, scheduling, and process improvements. Acted as a bridge between R&D and operations, improving communication and cross-team efficiency.

Skills:

Automotive R&D, Requirements Management, Risk Analysis, Supplier Coordination, Stakeholder Communication

Feb 2016 - Aug 2017 · 1 yr 7 mos

Field Service Engineer - Nanotech

Thermo Fisher Scientific · Full-time

Göteborg, Sverige

Installed, calibrated, and supported transmission and scanning electron microscopes for research and industrial customers. Ensured high precision, system reliability, and customer training on advanced instrumentation.

Skills:

Electron Microscopy, Precision Calibration, Technical Support, Customer Training, Field Engineering

Feb 2015 - Jan 2016 · 1 yr

Installation Engineer - Medtech

Elekta · Full-time

Installed and aligned Leksell Gamma Knife systems for neurosurgical treatment centers worldwide. Responsible for achieving micrometer accuracy in the stereotactic positioning system and training clinical teams.

Skills:

Medical Device Installation, Surgical Systems, High-Precision Alignment, Global Field Work, Customer Training

Aug 2012 - Sep 2014 · 2 yrs 2 mos

Automation Engineer - Oil & Gas

REINERTSEN AS · Full-time

Trondheim(Norway) / Gothenburg(Sweden)

Designed field instrumentation and control logic for automation systems on offshore platforms. Collaborated with multidisciplinary engineering teams to ensure safe and reliable operations in demanding environments.

Skills:

Automation Engineering, Control Systems, Field Instrumentation, Offshore Engineering, Industrial Systems

Industry Expertise

biotech NanoTech health_and_safety MedTech router Telecom directions_car Automotive oil_barrel Oil & Gas hardware Mining & Steel water_drop Dairy

Core Competencies

AI Strategy Enterprise Architecture Product Leadership Cloud Solutions R&D to Production Hands-on Engineering Knowledge Graphs Data Engineering

Services

Delivering scalable, intelligent, and robust systems through specialized services in cloud, AI, and data engineering.

cloud

AWS Cloud Architecture

Designing secure, scalable, and cost-efficient AWS infrastructure to power your applications. Expertise across serverless (Lambda, DynamoDB, S3, Kinesis, SQS, EventBridge), EKS, IAM, and CDK IaC.

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Applied AI & LLM Integrations

Leveraging advanced AI models and LLMs to solve complex business problems and drive innovation. Building RAG-based features using Claude (via Amazon Bedrock), Python, and modern retrieval patterns.

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Python & Data Engineering

Building high-performance backend systems and reliable data pipelines with expert Python development. Creating scalable data platforms using Spark, Hadoop, Kafka, Airflow, and modern tools like Polars and DuckDB.

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Kubernetes & Platform Design

Creating cloud-agnostic, containerized application platforms for maximum flexibility and resilience. Building production-ready platforms with open-source technologies.

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Knowledge Graphs & Data Modeling

Structuring complex, interconnected data to build intelligent and insightful knowledge systems. Expertise in Neo4j, dGraph, and ArangoDB for enterprise data modeling.

architecture

Enterprise Architecture & Strategy

Leading technical strategy and architecture across cloud, hybrid, and on-prem environments. Working directly with executives to define vision, roadmap, and business value.

Technical Stack

Cloud & Infrastructure

  • check_circle AWS (Lambda, EKS, S3, DynamoDB, Kinesis, EventBridge, Bedrock)
  • check_circle Azure & GCP for multi-cloud architectures
  • check_circle Kubernetes, Docker, Terraform, CDK
  • check_circle Linux clusters, edge compute, on-premise solutions

Data & AI Technologies

  • check_circle Claude, Amazon Bedrock, vLLM, Ollama
  • check_circle Neo4j, ArangoDB, Dgraph (Knowledge Graphs)
  • check_circle Spark, Hadoop, Kafka, Airflow, Flink
  • check_circle Python, Polars, DuckDB, ChromaDB, MinIO

Articles & Insights

Technical deep-dives and practical insights on cloud architecture, AI, and data engineering.

Get in Touch

For consulting or architecture inquiries, you can reach me at:

Based in Munich, Germany • Available for remote work globally