Atlas Data Systems
Senior Data Engineer
- Led migration to a lakehouse architecture with CDC ingestion and quality checks.
- Built multi-tenant orchestration for 200+ pipelines with SLA monitoring.
Ottawa, Canada About
I’m a data engineer focused on building large-scale pipelines, orchestration systems, and ML infrastructure. I care about reliability, lineage, and quality across the entire data lifecycle.
Recent work includes lakehouse migrations, feature platform development, and backend services that support production ML.
Reach me: sshai072@uottawa.ca @saifshai saifullah-shaikh
Work
Vector Labs
Backend / ML Engineer
- Shipped model serving platform with canary releases and auto-scaling.
- Implemented feature store pipelines for real-time personalization.
Selected Projects
Lakehouse Metrics Pipeline
Batch + streaming ingestion with quality gates and cost-aware storage.
Delta LakeSparkData Quality
Orchestrated Feature Store
Workflow-driven feature computation with lineage, backfills, and monitoring.
AirflowFeature StoreMonitoring
ML Inference Platform
Low-latency serving with autoscaling, canary deploys, and observability.
KubernetesML OpsSLOs