Ivan Lee User
@ivanleeuser
I build scalable data pipelines, platforms, and reliable analytics workflows.
What I'm looking for
At Asurion, I build batch and near-real-time data pipelines on AWS EMR and Glue, processing 100k+ daily financial transactions while reducing ETL runtime by 40%. I also built Kafka-to-Spark streaming pipelines processing 10k events per second with sub-minute latency.
Across Zendesk, Salesforce, and Cognizant, I've delivered ETL workflows, data warehouses, dimensional models, APIs, and migration solutions using Python, SQL, Spark, dbt, Airflow, AWS, Azure, and Databricks. My work has improved pipeline reliability to 99.9%, data accuracy to 99.5%, and dashboard performance by 70%.
I care deeply about data quality, observability, and infrastructure automation. I use Great Expectations, dbt tests, Terraform, and monitoring tools to turn raw data into reliable, actionable insights, and I mentor junior engineers on PySpark, Airflow, and SQL tuning.
Experience
Work history, roles, and key accomplishments
Designed and built batch and near-real-time data pipelines using PySpark on AWS EMR and AWS Glue, processing 100k+ daily financial transactions and reducing ETL runtime by 40%. Orchestrated complex workflows with Apache Airflow, implemented data quality frameworks, and integrated LLMs for data enrichment.
Built end-to-end ETL pipelines using Python and AWS Lambda, ingesting data from Salesforce, HubSpot, and Shopify into Amazon Redshift. Implemented incremental load patterns, data validation with dbt, and streaming with Kafka, while containerizing applications with Docker and deploying to AKS.
Built ETL pipelines using Python and SQL to consolidate e-commerce data into a PostgreSQL data warehouse, designed star schema models, and automated data refreshes. Developed REST APIs with FastAPI and optimized SQL queries to improve dashboard performance.
Developed data migration scripts in Python and PHP, wrote stored procedures and triggers in SQL Server, and built daily batch jobs for reporting. Integrated third-party logistics APIs and created data validation routines for accuracy.
Education
Degrees, certifications, and relevant coursework
Asian Institute of Technology
Bachelor of Science, Computer Science
2007 - 2011
Bachelor of Science in Computer Science from the Asian Institute of Technology, Bangkok, Thailand, from 2007 to 2011.
Tech stack
Software and tools used professionally
Amazon Redshift
Azure Synapse
Apache Spark
AWS Glue
AWS Step Functions
GitHub
GitLab
Kubernetes
Azure Kubernetes Service
Jenkins
GitHub Actions
GitLab CI
Salesforce
Pandas
PySpark
dbt
MySQL
PostgreSQL
MongoDB
Cassandra
Shopify
Django
Databricks
Zendesk
Redis
Terraform
Azure DevOps
Java
PHP
JSON
XML
Logstash
MLflow
HubSpot
Kafka
RabbitMQ
FastAPI
Grafana
Prometheus
OpenTelemetry
Windows
Datadog
Elasticsearch
Avro
AWS Lambda
OAuth2
Airflow
Google BigQuery
SQL
Dagster
LangChain
LlamaIndex
Weaviate
Polars
Pinecone
Atlan
Delta Lake
Great Expectations
Apache Hudi
Amundsen
Trunk
dbt Cloud
Deequ
Unity Catalog
Factory
Movement
Availability
Location
Authorized to work in
Job categories
Skills
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