Laurenz Saam - Cloud Architect / Backend Engineer
Experience
Backend Engineer / Data Engineer
- Architecture ownership for Time-Series Data Pipeline (Propstack CRM → PostgreSQL on AWS); defined daily bulk sync and retention model
- Designed the Lambda-based pipeline architecture: multi-endpoint sync (properties, appointments, deals), incremental processing, change detection; defined filtering and PII anonymization
- Designed the PostgreSQL schema for time-series analytics and Power BI reporting; defined EventBridge scheduled triggers and data cleaning/transformation approach
Solutions Architect / Fullstack Engineer
Interzero
- Architecture ownership for a plugin-based automation platform (EU PPWR EPR compliance); defined an extendable plugin model for country-specific implementations and a templating system for fast rollout to new markets
- Designed the EPR registration and volume reporting workflow architecture with country-specific plugins (e.g., France/Citeo), Playwright-based automation and human verification (CAPTCHA) integration
- Architected the invoice validation pipeline: Microsoft Graph API integration, AWS Textract-based PDF extraction, and comparison logic for compliance verification; defined evidence capture and S3 storage model with full audit trail
- Designed the workflow execution engine architecture (sequential steps, error handling, retry) for compliance-critical workflows across multiple EU countries
- Defined an asynchronous architecture (NATS JetStream, Worker Threads/Piscina) for non-blocking execution and scalable processing
- Designed REST API and configuration model for ERP integration (workflow tracking, company management)
- Implemented the plugin core, workflow engine, and REST API in NestJS/TypeScript
Technical Product Owner / AWS Solutions Architect / Data Engineer
BMW
- Architecture ownership for data platform migration (Palantir Foundry → AWS); defined migration strategy, ETL pipeline design, and CI/CD integration approach
- Designed the medallion architecture (Bronze → Silver → Gold): S3 raw layer, Glue ETL processing, curated Parquet outputs; defined Glue job design (column selection, enrichment, deduplication, hash keys)
- Conceived integration pipelines for external source systems and API-based data delivery including mapping, harmonization, and quality rules for analytical target models
- Architected the dual-output strategy: visualization layer (OpenSearch / direct Parquet) and RAG-agent training pipeline; defined vector storage and retrieval (S3 Parquet + embeddings, OpenSearch, Lambda, API Gateway)
- Designed the RAG agent architecture with two options: Bedrock Knowledge Base (managed) vs. self-managed vector tables in S3 via Glue ETL; conducted technology evaluation and documented trade-offs
- Defined data catalog and schema discovery approach (Glue crawlers, Athena for SQL on Parquet)
- Documented architecture decisions and trade-offs (Glue vs. EMR, Athena vs. Redshift, S3 vs. RDS)
- Defined NFRs for scalability, cost, and retention; created handover documentation and runbooks for platform operations
Solutions Architect / Backend Engineer
- Architecture ownership for LLM Gateway integrated with an Enterprise Automation Platform; defined an agent-based model (specialized agents per use case, async via Kafka)
- Designed the multi-provider orchestration: OpenAI, AWS Bedrock, Mistral, Ollama (local); defined provider abstraction, routing, and fallback strategy
- Architected security and compliance: PII data sanitization pipeline, policy enforcement (PII detection, region constraints, rate limiting); JSON Schema validation (Ajv)
- Defined Kafka-based async agent execution with tool calling for external systems (SAP RFC, Jira API); designed the orchestrator with audit logging, performance tracking, and health monitoring
- Implemented the provider abstraction, orchestrator logic, and PII pipeline in NestJS/TypeScript
Technical Product Owner / Solutions Architect / Fullstack Engineer
Enterprise Automation Platform
- Architecture ownership for an enterprise automation platform; defined cross-platform task orchestration across ITSM systems (Jira, Confluence, SAP, Microsoft Graph API)
- Designed the Domain Driven Design (DDD) architecture: bounded contexts, aggregates, domain events; defined connection adapter framework and platform discovery for multi-system integration
- Architected the multi-tenant model: mirrored customer Jira instances, unified API layer, row-level security; designed the Jexl-based DSL for workflow definition
- Conceived an integration layer based on Apache Camel/EIP principles (content-based routing, splitter/aggregator, dead-letter handling, idempotent consumer)
- Designed the SAP integration architecture: Socket.io/WebSocket relay, RFC/BAPI calls, real-time data exchange; routing and error-handling concepts; stateless relay and hybrid execution (cloud/on-premise) with audit trail
- Defined event-driven architecture (Kafka, consumer groups, topic-based routing) and fullstack deployment model (NestJS, Nuxt v4, PostgreSQL, Pulumi IaC, GitHub Actions CI/CD)
- Applied architecture patterns: Adapter Pattern, Singleton Manager, Connection Discovery
- Architecture documentation and handover for multi-tenant rollout; operational runbooks for platform operations
- Implemented backend modules (NestJS), Pulumi IaC, and integration into GitHub Actions CI/CD
Fullstack Cloud Engineer / Solutions Architect
- Architecture ownership and complete end-to-end implementation of the event-driven training notification solution: AWS variant (Lambda, SQS FIFO, EventBridge, SAM) and Azure variant (Azure Functions, Azure Service Bus, Azure DevOps)
- Designed the event-driven flow: SFTP CSV → parse/aggregate → compose messages → compress → queue → function → manager emails
- Architecture of queue and failure handling: message compression (AWS SQS FIFO/Gzip; Azure Service Bus batching), dead letter queue; error classification, rate limiting, progressive backoff
- Defined output variants (email template vs. Excel attachment) and multi-language support; designed scheduled triggers and CI/CD (EventBridge/timer, Jenkins/Azure DevOps)
Technical Product Owner / Solutions Architect / Fullstack Engineer
Asset Management Platform
- Architecture ownership for a 3D asset-sharing platform (Unity); defined the upload/download flow and web and iOS client access model
- Designed the AWS ECS-based architecture and Pulumi IaC for scalable asset management backend; defined streaming upload architecture (on-the-fly ZIP extraction for large Unity assets up to 5 GB)
- Architecture of ABAC (attribute-based access control): per-asset, per-user permissions, Keycloak for auth; designed the permission evaluation model and PostgreSQL schema (Prisma ORM)
- Designed the S3 and CloudFront CDN architecture for asset delivery to iOS; defined feature-based frontend (Nuxt 4, Nuxt UI) and SSE-based real-time notification model
- Implemented backend services, Pulumi IaC, and streaming upload logic
Technical Product Owner
Nagel Logistics
- Technical product ownership for CALSuite WMS (warehouse management, workflows, integration); backlog, user stories, technical requirements, alignment with internal development team
- Evaluated solution options and integration into existing .NET system landscape (WMS, warehouse control, interfaces); architecture and delivery context
Technical Product Owner / AWS Solutions Architect / Tech Lead
E.ON AG / BMW AG
- Architecture ownership for a cross-company platform (E.ON Energy Services, BMW EV ecosystem); defined the integration model for forecasting algorithms, energy trading, and charging backend
- Designed the AWS serverless and container architecture (Lambda, Fargate, DynamoDB, API Gateway, CloudFront) and NestJS backend design for EV charging optimization
- Architecture of cross-company data exchange and security model: zero trust, IAM policies, network configuration for secure cross-company data flows
- Designed the user registration and eligibility flows (BMW app linkout, E.ON contract lookup); forecast request integration (E.ON APIs for solar/consumption data)
- Monitoring, logging, and cost optimization approach (AWS CloudWatch); technical coordination between E.ON and BMW development teams
- Defined and documented NFRs (scalability, availability, cost) for cross-company integration
- Co-developed the NestJS backend and the IaC templates (Terraform, Serverless Framework)
Technical Product Owner / Cloud Architect
P3 Digital Services
- Architecture ownership for a centralized energy management and analytics platform (eMobility); designed the Azure-based infrastructure for real-time data processing and integration
- Defined containerized deployment strategy (Docker, Kubernetes) and observability (Prometheus, Grafana); designed the frontend architecture (React dashboards)
- Led the full SDLC from requirements definition to deployment and optimization
Fullstack Web Developer
Ristorante Piccobello
- Design of the responsive website architecture with a lean CMS and real-time menu updates (Google Sheets integration)
Fullstack Web Developer
Wildbach Camping
- Design of the multilingual fullstack web platform; defined the serverless contact form architecture (AWS SES)
- Management of the SDLC from UI design to deployment
Solutions Architect
KWS SAAT SE & Co.
- Architecture ownership for the ML-based smartphone app (agricultural quality assurance); design of the AWS SageMaker-based image recognition and quantification system
- Defined infrastructure provisioning (Terraform) and integration architecture for backend, mobile, and ML components
Technical Product Owner
umlaut solutions GmbH
- Architecture ownership for the emergency coordination platform; design of the real-time communication architecture (emergency vehicles, medical staff, hospitals)
- Defined AWS-based cloud infrastructure with Kubernetes; security, monitoring, and performance model; ensured high availability and reliability
- Architecture documentation (arc42); documented NFRs for availability, resilience, and performance
Technical Product Owner
umlaut solutions GmbH / DB Systel GmbH
- Architecture ownership for the real-time monitoring and forecasting tool (onboard Wi-Fi, rail); management of cross-company collaboration
- Design of the containerized backend deployment and mobile application integration
Industry Experience
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Experienced in Information Technology, Healthcare, Energy, Agriculture, Automotive, and Transportation.
Business Area Experience
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Experienced in Information Technology, Product Development, and Project Management.
Summary
I am a Technical Product Owner and Cloud Architect with over 7 years of experience shaping AWS-native platforms—from solution design and architecture ownership to implementation. In many projects I do both: TPO (backlog, prioritization, alignment with business units and development) and architecture. Focus areas: requirements engineering, evaluating technical solution options, and stakeholder coordination for rollout and integration into existing IT. Emphasis on security-by-design, cost optimization, and operational excellence; industries: transport/logistics, energy sector.
Hands-on: I develop and implement myself—solution design and architecture plus substantial coding (TypeScript, IaC), not just documentation or coordination
Technical Product Owner: backlog, roadmap, and prioritization; bridge between business units, development, and architecture; architecture ownership with requirements engineering and stakeholder coordination; handover and standards alignment
Requirements analysis and solution design; evaluating technical solution options (monolith, microservices, serverless) and aligning with enterprise guidelines
Non-functional requirements (NFRs): scalability, availability, resilience, performance, cost—definition, validation, and documentation
Trade-off and risk analysis in design decisions; architecture governance and standards alignment
API and interface design (contracts, integration boundaries, system interfaces)
Architecture documentation (decision records, runbooks, handover, arc42/C4)
AWS cloud architecture and implementation (TypeScript where applicable); data platform and integration design
Stakeholder coordination and rollout support (integration into existing IT, testing, documentation)
Technology evaluation and PoCs; reviewing implementations against architecture and standards
Architecture discovery workshops and consulting; developing target architectures with internal teams
Security-by-design and cost-optimized operations in enterprise and cross-company contexts
Multi-cloud strategies and cost estimation for cloud infrastructure
Skills
Aws & Platform Architecture
- Solution Design And Architecture Ownership For Serverless (Lambda, Api Gateway, Sqs, Dynamodb) And Container-based (Fargate, Ecs) Systems
- Event-driven And Multi-tenant Architectures
- Zero Trust Security, Nfrs, Cost Optimization
Data & Integration
- Etl/elt And Data Platform Migrations (E.g., Palantir To Aws)
- Medallion Architecture, Rag/vector Stores
- Cross-enterprise Data Exchange And Api/interface Design
Enterprise & Itsm
- Integration Patterns (Jira, Sap, Microsoft Graph)
- Workflow Automation
- Api/gateway Design
- Architecture Documentation (Arc42, C4)
- Handover And Runbooks
Cloud Platforms & Infrastructure (Aws Focus)
- Amazon Web Services (Aws): Lambda, Fargate, Ecs, S3, Dynamodb, Rds, Aurora, Amazon Redshift, Api Gateway, Cloudfront, Kinesis, Kinesis Data Firehose, Sns, Sqs, Aws Ses, App Runner, Ecr, Eventbridge, Secrets Manager, Bedrock, Sagemaker, Glue (Etl Jobs, Data Catalog, Crawlers), Athena, Opensearch
- Microsoft Azure: Azure Functions, Azure App Services, Azure Service Bus, Azure Devops, Azure Monitor, Azure Identity; .Net Core / Asp.net (Architecture And Project Context In Enterprise Projects)
- Event-driven And Microservice Patterns
- Infrastructure As Code (Terraform, Aws Cdk, Serverless Framework, Pulumi, Aws Sam)
Security & Architecture
- Zero Trust Architecture Principles
- Iam Policies And Secure Cloud Networks
- Secure Api Design
- Architecture Documentation (Arc42, C4 Model, Bpmn)
- Multi-tenant Architectures With Row-level Security
- Task Orchestration And Workflow Automation
- Integration Patterns And Connection Adapters
- Plugin-based Architecture And Execution Engine Abstraction
- Authentication Systems (Keycloak, Oidc/saml)
- Evidence Capture And Audit Trail Systems
Devops, Ci/cd & Operations
- Ci/cd: Github Actions, Gitlab Ci/cd, Azure Devops Pipelines, Jenkins
- Containers: Docker, Kubernetes, Podman
- Monitoring & Observability: Aws Cloudwatch, Prometheus, Grafana
- Logging: Elk Stack, Pino (Structured Logging)
- Cost Optimization And Operations
- Ai-augmented Development (Cursor, Claude Code) For Architecture Documentation And Iac
Data Processing & Integration
- Streaming Data Processing (Csv, Large File Handling)
- Etl/elt Pipelines And Time-series Data
- Sql-based Transformation Processes For Data Warehouse And Cdp Workloads
- Data Model Design, Source System Mapping, Data Validation And Plausibility Checks (Including Unstructured Data)
- Integration Of External Data Sources And Apis (E.g., Tracking, Marketing, And Business Systems)
- Medallion Architecture (Bronze → Silver → Gold)
- Historization, 3-layer Architectures, And Identity/user-stitching Near Data Merging
- Data Lake Architecture Patterns
- Incremental Sync And Change Detection
- Parquet-based Analytics And Columnar Storage
- Vector Stores And Embeddings For Rag Systems
- Dashboard Design And Reporting (Power Bi)
Backend Engineering & Apis
- Typescript, Javascript, Node.js, Python; Nestjs, Fastapi, Express
- Rest Apis, Openapi / Swagger; Authentication & Authorization (Jwt, Oauth2, Oidc, Saml, Iam, Rbac)
- Event Streaming And Messaging (Sns/sqs, Kafka, Rabbitmq; Nats Jetstream In Selected Projects); Eip-like Integration Patterns (Routing, Retry/backoff, Dead-letter, Idempotence)
- Sql & Nosql (Postgresql, Dynamodb, Rds/aurora, Sqlite, Redis); Orm (Prisma)
- Domain Driven Design (Ddd), Data Validation (Zod), Monorepos (Pnpm/npm Workspaces)
- Error Handling, Retry Patterns, Connection Pooling; Worker Threads (Piscina)
- Browser Automation (Playwright), Captcha Workflows; Template Engines (Handlebars)
Testing & Quality
- Backend Unit And Integration Testing With Vitest (Typescript / Node.js)
- Api Testing And Validation With Postman (Rest Apis, Authentication Flows, Edge Cases)
- System And Workflow Automation With Playwright (Automation And Verification, Not Ui Test Suites)
- Verification Of Asynchronous And Event-driven Workflows
- Data And Etl Pipeline Validation Via Reconciliation And Consistency Checks
- Ci/cd-integrated Verification Steps And Manual Quality Gates
Frontend Engineering
- Vue.js, Nuxt.js
- Nuxt Content, Nuxt Ui
- React
- Tailwind Css
- Storybook
- Api-driven Frontend Architectures
Languages
Education
RWTH Aachen University
Master of Science, Mechanical Engineering · Mechanical Engineering · Aachen, Germany
Certifications & licenses
AWS Developer – Associate
AWS Solutions Architect – Associate
Certified Professional For Requirements Engineering (Foundation Level)
ISAQB Certified Professional For Software Architecture (Foundation Level)
Microsoft Azure Fundamentals
Professional Scrum Master (PSM)
Professional Scrum Product Owner (PSPO)
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Qualifications
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