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Link3 TechnologiesAug 2026 – PresentOngoing

ChurnSync

Churn-intelligence platform over incident data for 335k+ customers.

335k+
customers covered by the pipelines
235k+
active customers
1
engineer (me)

I'm the sole engineer of ChurnSync at Link3. Phase 1 made it the single source of truth for churn reporting. Phase 2 builds data pipelines over incident data for 335k+ customers, identifies the major churn indicators, alerts on them automatically, and trains a churn-prediction model on historical data.

Phase 1: single source of truthAug 2026 – Sep 2026

Consolidated all churn-related reports into one platform for the CeX and CLM business teams. I built the full app, its CI/CD and its observability.

Phase 2: churn prediction and alertingSep 2026 – present

  • Designing efficient data pipelines over incident data for 335k+ customers (the active base is 235k+).
  • Identifying the major churn indicators from that data.
  • Automated alerting based on those indicators.
  • Training a churn-prediction model on historical data.
Ownership
Sole engineer
Roles
Product owner, Full-stack, DevOps, AI engineer
Stack
Next.jsMSSQLGrafanaPrometheus
🌿

Mimi

Online

Hi! I'm Mimi 🌿, Sami's AI assistant. Ask me about his research, projects, experience or background.

  • "What's Sami's latest paper about?"
  • "What is ChurnSync?"
  • "Where does Sami work now?"