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feat: rebuild evidence-first application workflow

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dennisthiessen
2026-07-27 17:56:15 +02:00
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resume_builder/bundles/bundle_data_engineer.md
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| ID | Default Framing | This Role's Framing | Key Metric / Signal |
|----|----------------|--------------------|--------------------|
| SW-2 | Component Owner, Fulfillment ETL | **Lead bullet** — "owned business-critical Fulfillment pipelines end-to-end, on-call SLA, Data Governance compliance" | Component Owner title, on-call accountability |
| SW-1 | AWS migration | "Migrated legacy Teradata/Oracle ETL stack to AWS (S3, Glue, Athena/Iceberg, Redshift, Airflow, CloudFormation)" | Cloud-native stack breadth; Iceberg signals modern data lakehouse |
| SW-1 | AWS migration | "Migrated his domains' Teradata/Oracle pipelines onto Swisscom's AWS platform (S3, Glue, Athena/Iceberg, Redshift, Airflow, CloudFormation)" | Scoped migration delivery; Iceberg shows current lakehouse practice |
| SW-3 | K8s + GitLab CI/CD | "Deployed and operated Python data apps on Kubernetes with GitLab CI/CD in agile DevOps team" | K8s + CI/CD = full DevOps ownership |
| BS-3 | Application Owner | "Application Owner for semiconductor analytics suite — SLOs, vendor management, training, documentation" | SLO ownership = senior signal |
| BS-1 | ML inference in fab | "Containerized ML inference (Docker, K8s, Ansible) into 24/7 production; automated image-based defect classification" | Production ML in constrained environment |
@@ -106,7 +106,7 @@ Python, Kafka, AWS (S3 · Glue · Athena · Redshift · Airflow · CloudFormatio
**Key narrative thread:**
1. **Ownership at scale** — Component Owner at Swisscom, Application Owner at Bosch: not just building pipelines, but running them in production with SLA accountability
2. **Cloud-native evolution** — AWS migration (Athena/Iceberg, Glue, Airflow, CloudFormation): led the transition, not just participated
2. **Cloud-native evolution** — primary engineer for his domains' migration work and contributor to the wider programme; never imply company-wide leadership
3. **Production ML integration** — Bosch: ML inference containerized into 24/7 fab; demonstrates that "data engineer who can own the ML data layer"
4. **Consistent seniority arc** — Bosch promotion (mid → Senior), Swisscom promotion (Senior → Staff)