Open to opportunities

Aley Ban

@aleyban

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Lead Data Engineer and Data Architect specializing in cloud AI/ML platforms.

United States

Message

What I'm looking for

I seek senior roles building scalable cloud-native data platforms, applying AI/ML and real-time pipelines, with strong governance and collaborative, growth-focused teams.

I am a Lead Data Engineer and Data Architect with 10+ years designing and scaling cloud-native, AI-powered, analytics-ready data ecosystems across AWS, Azure, and GCP.

I have built Lakehouse and DataMesh platforms, real-time streaming pipelines, and integrated LLMs and vector databases to drive fraud detection, predictive models, and cost-optimized ML workflows, delivering measurable latency and training-time reductions.

I lead governance, compliance (HIPAA, GDPR, SOC2, PCI-DSS) and observability efforts, mentor engineering teams, and champion self-service BI and modern data stacks to accelerate enterprise digital transformation.

Experience

Work history, roles, and key accomplishments

Current

Lead Data Engineer

Current

Flatiron Health

Feb 2022 - Present (3 years 8 months)

Architected enterprise Lakehouse and DataMesh platforms (Databricks, Iceberg) supporting large-scale AI/ML workloads; built real-time pipelines that reduced critical trade latency by 65% and cut fraud detection times from hours to sub-seconds via LLM and vector DB integrations.

Databricks Iceberg Kafka Flink Pinecone Sagemaker Prometheus Data Governance

Senior Data Engineer

BlackBird

Jul 2019 - Feb 2022 (2 years 7 months)

Designed enterprise warehouses on Snowflake, Redshift, and BigQuery to deliver 50% faster queries; built streaming analytics (Kafka + Spark Streaming) reducing latency by 60% and automated ETL/ELT with Airflow and dbt to cut manual intervention by 30%.

Snowflake BigQuery Redshift)Airflow DBT Kafka CI CD Data Lineage

Data Engineer

Cummins Inc.

Sep 2017 - Jun 2019 (1 year 9 months)

Built scalable ETL pipelines and optimized Postgres/MySQL performance to improve query speeds by 50%; developed BI dashboards for executive KPIs and enhanced data security and validation frameworks for regulated financial datasets.

NiFi Talend SSIS PostgreSQL MySQL Tableau)Data Security ETL

Associate Data Engineer

ApTask

Sep 2015 - Aug 2017 (1 year 11 months)

Designed ETL workflows with Informatica and SQL Server to reduce pipeline runtime by 50% and built fraud-detection pipelines integrating early ML models to improve anomaly detection accuracy.

Informatica SQL Server ETL Fraud Detection Mainframe Integration Oracle