Kpler · 2021–2025 · Staff Data Engineer — founder & manager, MLOps squad
MLOps platform & squad, from scratch
Founded and managed Kpler's MLOps squad and built its self-service platform for training (GPU), deploying and serving models in production — the foundation that industrialized AI/data use cases while the company scaled from ~100 to 750+ people and crossed $100M ARR.
- Self-service GPU training, deployment and inference on AWS EKS with Terraform, GitOps and CI/CD.
- In-house framework of shared modules (helpers, observability, alerting) with standardized SDLC.
- "You build it, you run it": data scientists owned their use cases in production, on-call included.
- AWS
- EKS
- Terraform
- Airflow
- GitHub Actions
- Helm
- Aurora PostgreSQL
- Elasticsearch
- MLOps
Product Estimation
Coming soon.
Destination Forecast
Coming soon.
Cushing drone inventories
Access drone-captured infrared and optical imagery three times per week for a detailed overview of Cushing terminal inventory.
Access Cushing data ahead of EIA's official figures.
Receive the fastest turnaround time in the market to gain a competitive advantage.
Source: kpler.com
ARTE's documentary "Planète finance — La course aux matières premières" (Marije Meerman, 2022, 53 min, in French) dissects how financial markets price commodities — down to the 2020 crash that briefly pushed the US crude barrel below zero, with Cushing's saturated tanks at the center of the storm. The episode features the drone-inventory intelligence presented above: the imagery and data Kpler turns into tradable insight ahead of EIA's official figures, powered by the platform work behind this project.