Jaehyeon Kim
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  3. Apache Airflow

Learning MLOps with a Feature Store: A New Series

Learning MLOps with a Feature Store: A New Series
September 28, 20263 min read Machine-Learning Open Source MLOps With a Feature StoreApache AirflowApache IcebergDynamic-DesFeastFeature StoreMLflowMLOpsOdctl

Learning MLOps hands-on: the three projects from Jim Dowling's feature store book, rebuilt with open source tools that run locally.

Read More: Learning MLOps with a Feature Store: A New Series

Data Build Tool (dbt) Pizza Shop Demo - Part 6 ETL on Amazon Athena via Airflow

Data Build Tool (dbt) Pizza Shop Demo - Part 6 ETL on Amazon Athena via Airflow
March 14, 20248 min read Data-Engineering Dbt Pizza Shop DemoAmazon AthenaApache AirflowAWSDbtDockerPython

Orchestrate the Amazon Athena and Iceberg pizza shop dbt project with Apache Airflow, running the dimension and denormalised fact table builds.

Read More: Data Build Tool (dbt) Pizza Shop Demo - Part 6 ETL on Amazon Athena via Airflow

Data Build Tool (dbt) Pizza Shop Demo - Part 4 ETL on BigQuery via Airflow

Data Build Tool (dbt) Pizza Shop Demo - Part 4 ETL on BigQuery via Airflow
February 22, 20249 min read Data-Engineering Dbt Pizza Shop DemoApache AirflowBigQueryDbtDockerGCPPython

Orchestrate the BigQuery pizza shop dbt project with Apache Airflow, running the SCD type 2 dimension tables and the denormalised fact table.

Read More: Data Build Tool (dbt) Pizza Shop Demo - Part 4 ETL on BigQuery via Airflow

Data Build Tool (dbt) Pizza Shop Demo - Part 2 ETL on PostgreSQL via Airflow

Data Build Tool (dbt) Pizza Shop Demo - Part 2 ETL on PostgreSQL via Airflow
January 25, 20249 min read Data-Engineering Dbt Pizza Shop DemoApache AirflowDbtDockerPostgreSQLPython

Orchestrate the PostgreSQL pizza shop dbt project with Apache Airflow, scheduling the SCD type 2 dimension and fact table builds as an ETL process.

Read More: Data Build Tool (dbt) Pizza Shop Demo - Part 2 ETL on PostgreSQL via Airflow

Revisit AWS Lambda Invoke Function Operator of Apache Airflow

Revisit AWS Lambda Invoke Function Operator of Apache Airflow
August 6, 202215 min read Data-EngineeringApache AirflowAWSAWS LambdaDockerPython

Extend the Apache Airflow Lambda invoke function operator with a correlation ID, so it reports the invocation result and the exact error message.

Read More: Revisit AWS Lambda Invoke Function Operator of Apache Airflow

Thoughts on Apache Airflow AWS Lambda Operator

Thoughts on Apache Airflow AWS Lambda Operator
April 13, 202010 min read Data-EngineeringApache AirflowAWSAWS LambdaDockerPython

Run frequent Apache Airflow tasks on AWS Lambda instead of Celery workers or ECS, with a custom operator modelled on the ECS operator.

Read More: Thoughts on Apache Airflow AWS Lambda Operator
Profile
Jaehyeon Kim
Jaehyeon Kim
Data Engineer | Data Streaming | Powering ML & AI in Real Time
Taxonomies
Data Streaming 70 Data Engineering 43 Development 28 Data Analysis 17 Open Source 13 Data Integration 12 Machine Learning 7 Kubernetes 6 Security 5 Data Architecture 3 Data Processing 3 Big Data 2 System Architecture 2 Web Development 2
Python 77 Apache Kafka 73 AWS 50 Docker 50 Apache Flink 39 Apache Beam 17 Apache Spark 17 Kafka Connect 16 Amazon MSK 14 AWS Lambda 14 Benchtop 13 dbt 13 odctl 12 Amazon EMR 11 dynamic-des 11 PostgreSQL 10 Kubernetes 8 PyFlink 8 Apache Iceberg 7 Change Data Capture (CDC) 7 Debezium 7 Kotlin 7 Apache Airflow 6 Discrete Event Simulation 6 Kafka UI 6 Amazon DynamoDB 5 PySpark 5 SimPy 5 Amazon API Gateway 4 Amazon Athena 4 AWS Glue 4 AWS Glue Schema Registry 4 BigQuery 4 Digital Twin 4 FastAPI 4 Minikube 4 Amazon EKS 3 Amazon QuickSight 3 Amazon S3 3 Apache Hudi 3 ALL 143
Kafka Development with Docker 11 Apache Beam Python Examples 10 Real Time Streaming with Kafka and Flink 7 Building Real-Time Digital Twins with dynamic-des 6 dbt Pizza Shop Demo 6 Apache Beam Local Development with Python 5 dbt for Effective Data Transformation on AWS 5 Getting Started with Real-Time Streaming in Kotlin 5 Kafka Connect for AWS Services Integration 5 Serverless Data Product 4 Data Lake Demo Using Change Data Capture 3 Getting Started with PyFlink on AWS 3 Kafka Development on Kubernetes 3 Parallel processing on single machine 3 Realtime Dashboard with FastAPI, Streamlit and Next.js 3 API development with R 2 dbt Guide for Production 2 Deploy Python Stream Processing App on Kubernetes 2 Download Stock Data 2 From Prototype to Production: Real-Time Product Recommendation with Contextual Bandits 2 ALL 25
2026 17 2025 13 2024 29 2023 39 2022 15 2021 7 2020 1 2019 5 2018 2 2017 6 2016 6 2015 15 2014 5
Posts
  • odctl 1.0: Kafka, Flink, Spark, Iceberg, Trino and MLflow on Your Laptop with One Command
    odctl 1.0: Kafka, Flink, Spark, Iceberg, Trino and MLflow on Your Laptop with One Command
    October 12, 2026
  • Defining Data-Streaming Simulations in YAML, Without Writing Python
    Defining Data-Streaming Simulations in YAML, Without Writing Python
    October 6, 2026
  • Keeping Game Leaderboards Up to Date in Real Time with Kafka and Flink SQL
    Keeping Game Leaderboards Up to Date in Real Time with Kafka and Flink SQL
    October 2, 2026
  • Change Data Capture on a Simulated Online Shop with Debezium and Kafka Connect
    Change Data Capture on a Simulated Online Shop with Debezium and Kafka Connect
    October 1, 2026
  • Building an Agentic Analytics System over an Iceberg Lakehouse
    Building an Agentic Analytics System over an Iceberg Lakehouse
    July 18, 2026
  • Current London 2026: Building End-to-End Data Lineage
    Current London 2026: Building End-to-End Data Lineage
    May 22, 2026
  • Building a Real-Time Industrial Digital Twin with Apache Flink and Online Machine Learning
    Building a Real-Time Industrial Digital Twin with Apache Flink and Online Machine Learning
    April 21, 2026
  • Productionizing an Online Product Recommender using Event Driven Architecture
    Productionizing an Online Product Recommender using Event Driven Architecture
    February 23, 2026
  • Stream Processing with Flink in Kotlin
    Stream Processing with Flink in Kotlin
    December 10, 2025
  • Guide to Building Integrated Web Applications with FastAPI and NiceGUI
    Guide to Building Integrated Web Applications with FastAPI and NiceGUI
    November 19, 2025
  • odctl 1.0: Kafka, Flink, Spark, Iceberg, Trino and MLflow on Your Laptop with One Command
    odctl 1.0: Kafka, Flink, Spark, Iceberg, Trino and MLflow on Your Laptop with One Command
    October 12, 2026
  • Defining Data-Streaming Simulations in YAML, Without Writing Python
    Defining Data-Streaming Simulations in YAML, Without Writing Python
    October 6, 2026
  • Keeping Game Leaderboards Up to Date in Real Time with Kafka and Flink SQL
    Keeping Game Leaderboards Up to Date in Real Time with Kafka and Flink SQL
    October 2, 2026
  • Change Data Capture on a Simulated Online Shop with Debezium and Kafka Connect
    Change Data Capture on a Simulated Online Shop with Debezium and Kafka Connect
    October 1, 2026
  • Data Streaming and Machine Learning Projects That Run on Your Laptop
    Data Streaming and Machine Learning Projects That Run on Your Laptop
    September 30, 2026
  • Learning MLOps with a Feature Store: A New Series
    Learning MLOps with a Feature Store: A New Series
    September 28, 2026
  • Building an Agentic Analytics System over an Iceberg Lakehouse
    Building an Agentic Analytics System over an Iceberg Lakehouse
    July 18, 2026
  • Dynamic DES: A Declarative API with Postgres and Redis Connectors
    Dynamic DES: A Declarative API with Postgres and Redis Connectors
    July 17, 2026
  • Running Kafka, Flink, Spark, Trino and Iceberg Locally with One CLI
    Running Kafka, Flink, Spark, Trino and Iceberg Locally with One CLI
    July 16, 2026
  • One Simulation, Two Pipelines: Batch Training and Live Inference with Dynamic DES
    One Simulation, Two Pipelines: Batch Training and Live Inference with Dynamic DES
    May 25, 2026
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Jaehyeon Kim

Data Engineer | Data Streaming | Powering ML & AI in Real Time

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