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Kamal Ede

Mid-level Data Engineer specializing in cloud data platforms, Spark, and streaming pipelines

S&P GlobalUniversity of Central MissouriMO, USA4 Years ExperienceMid LevelWorks Remote

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About

Data/MLOps engineer (Cognizant background) who owned an AWS/Airflow/Snowflake healthcare transactions pipeline processing ~8–10M records/day and cut pipeline/data-quality incidents by ~33%. Also built and deployed a production FastAPI model-inference service on Kubernetes (Docker, HPA) with strong observability (Prometheus/Grafana), versioned endpoints, and resilient backfill/idempotent external data ingestion patterns.

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Key Strengths

  • Owned end-to-end healthcare data pipeline into Snowflake (8–10M records/day) on AWS with Airflow
  • Built robust ingestion from REST APIs and source DBs with pagination + incremental loads
  • Implemented data validation/quality checks (counts, schema compliance, anomaly detection) with logging/alerting
  • Reduced data quality and pipeline failure incidents by ~33%
  • Designed resilient external data collection with throttling, idempotent loads, and parameterized backfills
  • Shipped low-latency (<100ms) model inference service using FastAPI, Docker, and Kubernetes with autoscaling
  • Established API versioning (/v1), strong input validation/error handling, and developer-friendly OpenAPI docs
  • Greenfield delivery: scoped MVP, set up CI/testing, staging rollout, and observability with Prometheus/Grafana

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Experience

Data EngineerS&P Global · Sep 2025 – Present
Data EngineerCognizant Technology Solutions · Aug 2022 – Dec 2023
Associate Data EngineerCognizant Technology Solutions · Jan 2021 – Jul 2022

Education

University of Central Missourimaster, Computer Science and Engineering (2025)
KL Universitybachelor, Computer Science (2022)

Languages

English

Certifications

AWS Certified Cloud PractitionerAviatrix Certified Engineer (Multi-Cloud Networking Associate)IBM Data Science Specialization (Coursera)Data Warehousing for Business Intelligence Specialization (Coursera)SAS Programmer Certification (Coursera)Mathematics for Data Science (Coursera)Statistics with Python (Coursera)Cisco Networking Academy DevNet Associate (Python, Linux, REST APIs, Cloud Deployment)Tableau Certified Data Analyst (Coursera)Microsoft Fabric Data Engineer Associate

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Built and shipped an LLM-powered data quality assistant that generates maintainable validation checks from metadata while executing validations via Great Expectations, exposed through FastAPI and integrated into Airflow-managed pipelines. Emphasizes production reliability (structured outputs, guardrails, monitoring, versioning, human review) and works closely with compliance/operations teams to deliver clear, auditable, user-friendly AI outputs.

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Kamal EdeMid-level Data Engineer specializing in cloud data platforms, Spark, and streaming pipelines