Louis Liu
@louisliu
Senior software engineer delivering reliable, scalable backend and ML systems.
What I'm looking for
I am a senior software engineer focused on delivery speed, reliability, and pragmatic cloud architectures that enable frequent, low-risk releases. I modernize backends and harden data pipelines, shipping production-ready Python, C#/.NET, TypeScript, and AI/ML services with strong CI/CD, testing, and end-to-end observability.
I have led efforts to reduce alert fatigue, accelerate safe deploys, and eliminate on-call churn by implementing OpenTelemetry, Prometheus, Grafana, resilient pipelines, SLOs/SLIs, and standardized runbooks. My work includes building reproducible ETL and ML pipelines, containerized ephemeral dev environments, Terraform infrastructure for multi-cloud provisioning, and observability across Kafka, Redis, and .NET APIs to reduce incidents and improve developer velocity.
Experience
Work history, roles, and key accomplishments
Senior Software Engineer
Marin Software
Sep 2024 - Sep 2025 (1 year)
Engineered observability and CI/CD improvements that halved false positive alerts and reduced mean-time-to-detect, while increasing deployment frequency through resilient pipelines and automated rollback hooks.
Senior Software Engineer
NerdTek
Jan 2020 - Aug 2024 (4 years 7 months)
Modernized monoliths into microservices and built durable ETL pipelines, established unified observability and advanced CI gates, and optimized infrastructure and deployments to reduce downtime and operational cost.
Software Engineer
Proven Data LLC
Feb 2017 - Dec 2019 (2 years 10 months)
Built .NET and Django utilities and automated large-scale data preparation pipelines, introduced structured logging and gated CI/CD to improve incident response and release reliability.
Software Engineer
Smart Data
Oct 2013 - Feb 2017 (3 years 4 months)
Delivered enterprise applications and ETL jobs, created analytics dashboards and improved UIs, and introduced Git-based workflows to increase code quality and delivery stability under tight deadlines.
Education
Degrees, certifications, and relevant coursework
Case Western Reserve University
Bachelor of Science, Computer Science
Grade: With Honors
Bachelor of Science in Computer Science with Honors, covering algorithms, data structures, software engineering, and machine learning.
Tech stack
Software and tools used professionally
Metabase
GitHub
GitLab
Kubernetes
CircleCI
GitHub Actions
GitLab CI
NumPy
Pandas
dbt
MySQL
PostgreSQL
MongoDB
Node.js
Django
.NET Core
Next.js
.NET
ASP.NET Core
Tailwind CSS
Redis
Terraform
Jira
jQuery
JavaScript
HTML5
ASP.NET
Serilog
TensorFlow
PyTorch
MLflow
scikit-learn
Kafka
FastAPI
Grafana
Prometheus
OpenTelemetry
GraphQL
gRPC
pytest
OAuth2
Airflow
dockerized
Toolkit
SQL
XGBoost
Hugging Face
Dagster
Polars
Delta Lake
Great Expectations
Vite
Evidence
Trunk
Bash
Availability
Location
Authorized to work in
Job categories
Skills
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