Engineering work by Clinton Findlay. Each links to the full write-up: the problem, the architecture, and what changed.
Enterprise
High-scale analytics bridge
- lower system latency
- lower system latency
- reporting uptime
- reporting uptime
Replaced a fragile nightly flat-file and FTP reporting pipeline with an automated, idempotent sync from a graph database into a SQL data warehouse, adding retention and active-user metrics the business couldn't measure before.
- Node.js
- Graph database
- SQL
- Serverless
Read the case study →Enterprise
Test architecture & service optimization
- flaky tests from shared state
- flaky tests from shared state
- shared test blueprint for the whole team
- shared test blueprint for the whole team
Rebuilt a legacy backend test suite around fixture-based isolation and fixed data-integrity gaps in core services, so the team could trust its tests and its reports again.
- Test engineering
- Backend
- Graph + SQL queries
- CI/CD
Read the case study →Product build
AI LinkedIn content pipeline
- from topic to published post
- from topic to published post
- to publish
- to publish
A full-stack tool that writes LinkedIn posts in a configured voice with Claude, supports targeted revisions, and publishes through the LinkedIn API, first comment included.
- React
- Azure Functions (Python)
- Claude
- LinkedIn API
Read the case study →Comtop is a new company. Results from our pilot businesses will be added here as they come in.