Jaehyeon Kim
Jaehyeon Kim

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Guide to Running DBT in Production

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September 13, 202423 min read Data-Engineering Dbt Guide for ProductionBigQueryContinuous DeliveryContinuous IntegrationDbtGitHub Actions

Deploying a dbt project to dev and prod on BigQuery, covering slim CI, unit tests and a write audit publish step that builds on a cloned dataset.

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DBT CI/CD Demo with BigQuery and GitHub Actions

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September 5, 202418 min read Data-Engineering Dbt Guide for ProductionBigQueryContinuous DeliveryContinuous IntegrationDbtGitHub Actions

GitHub Actions gives a dbt project on BigQuery a slim CI run on pull requests and a deploy job that publishes the project as a container image.

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

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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.

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Data Build Tool (dbt) Pizza Shop Demo - Part 5 Modelling on Amazon Athena

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March 7, 202416 min read Data-Engineering Dbt Pizza Shop DemoAmazon AthenaAWSDbtDockerPython

Model pizza shop data as Apache Iceberg tables transformed on Amazon Athena with dbt, using array and struct types to denormalise the fact table.

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

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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.

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Data Build Tool (dbt) Pizza Shop Demo - Part 3 Modelling on BigQuery

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February 8, 202416 min read Data-Engineering Dbt Pizza Shop DemoBigQueryDbtDockerGCPPython

Model pizza shop data on Google BigQuery with dbt, keeping SCD type 2 dimensions and denormalising the fact table with nested and repeated fields.

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

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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.

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Data Build Tool (dbt) Pizza Shop Demo - Part 1 Modelling on PostgreSQL

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January 18, 202415 min read Data-Engineering Dbt Pizza Shop DemoDbtDockerPostgreSQLPython

Model fictional pizza shop data on PostgreSQL with dbt, building two SCD type 2 dimension tables and one transactional fact table.

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Data Build Tool (dbt) for Effective Data Transformation on AWS - Part 5 Athena

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December 6, 202216 min read Data-Engineering Dbt for Effective Data Transformation on AWSAmazon AthenaAmazon QuickSightAWSAWS GlueDbt

Amazon Athena data transformation pipelines with dbt, closing the dbt on AWS series. Subsets of IMDb data feed models developed in multiple layers.

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EMR on EKS - Data Build Tool (dbt) for Effective Data Transformation on AWS Part 4

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November 1, 202220 min read Data-Engineering Dbt for Effective Data Transformation on AWSAmazon EKSAmazon EMRApache SparkAWSDbtEMR on EKS

Amazon EMR on EKS data transformation pipelines with dbt. Subsets of IMDb data feed models developed in multiple layers following dbt best practices.

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Profile
Jaehyeon Kim
Jaehyeon Kim
Data Engineer | Data Streaming Enthusiast | Powering ML & AI in Real Time
Taxonomies
Data Streaming 70 Data Engineering 38 Development 28 Data Analysis 17 Data Integration 12 Open Source 7 Kubernetes 6 Machine Learning 5 Security 5 Data Architecture 3 Data Processing 3 Big Data 2 System Architecture 2 Web Development 2
Python 75 Apache Kafka 68 AWS 50 Docker 50 R 37 Apache Flink 34 Kpow 22 Apache Beam 17 Apache Spark 16 Kafka Connect 15 Amazon MSK 14 AWS Lambda 14 dbt 13 Amazon EMR 11 Kubernetes 8 PyFlink 8 Kotlin 7 PostgreSQL 7 Change Data Capture (CDC) 6 Debezium 6 dynamic-des 6 Amazon DynamoDB 5 Apache Airflow 5 Discrete Event Simulation 5 Factor House Local 5 PySpark 5 Amazon API Gateway 4 Amazon Athena 4 Apache Iceberg 4 AWS Glue 4 AWS Glue Schema Registry 4 BigQuery 4 Digital Twin 4 FastAPI 4 Minikube 4 R Shiny 4 RServe 4 SimPy 4 Amazon EKS 3 Amazon QuickSight 3 ALL 137
Kafka Development with Docker 11 Apache Beam Python Examples 10 Real Time Streaming with Kafka and Flink 7 dbt Pizza Shop Demo 6 Tree Based Methods in R 6 Apache Beam Local Development with Python 5 Building Real-Time Digital Twins with dynamic-des 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 ALL 24
2026 11 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
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    Building an Agentic Analytics System over an Iceberg Lakehouse
    July 18, 2026
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    Dynamic DES v0.11.1: A Declarative API with Postgres and Redis Connectors
    July 17, 2026
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    Introducing odctl: One CLI for a Local Open Data Stack
    July 16, 2026
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    One Simulation, Two Pipelines: Batch Training and Live Inference with Dynamic DES v0.8.1
    May 25, 2026
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    Building an Event-Driven Hybrid Digital Twin with dynamic-des
    April 29, 2026
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    Why Digital Twins Are Rewiring Industry 4.0
    April 22, 2026
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    Building a Real-Time Industrial Digital Twin with Apache Flink and Online Machine Learning
    April 21, 2026
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    Slides as Code: Integrating Reveal.js into my Hugo Blog
    March 9, 2026
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    Productionizing an Online Product Recommender using Event Driven Architecture
    February 23, 2026
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    Stream Processing with Flink in Kotlin
    December 10, 2025
  • featured.png
    Building an Agentic Analytics System over an Iceberg Lakehouse
    July 18, 2026
  • featured.png
    Dynamic DES v0.11.1: A Declarative API with Postgres and Redis Connectors
    July 17, 2026
  • featured.png
    Introducing odctl: One CLI for a Local Open Data Stack
    July 16, 2026
  • featured.png
    One Simulation, Two Pipelines: Batch Training and Live Inference with Dynamic DES v0.8.1
    May 25, 2026
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    Current London 2026: Building End-to-End Data Lineage
    May 22, 2026
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    Building an Event-Driven Hybrid Digital Twin with dynamic-des
    April 29, 2026
  • featured.png
    Why Digital Twins Are Rewiring Industry 4.0
    April 22, 2026
  • featured.png
    Building a Real-Time Industrial Digital Twin with Apache Flink and Online Machine Learning
    April 21, 2026
  • featured.png
    Slides as Code: Integrating Reveal.js into my Hugo Blog
    March 9, 2026
  • featured.gif
    Productionizing an Online Product Recommender using Event Driven Architecture
    February 23, 2026
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Jaehyeon Kim

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

Copyright © 2023-2026 Jaehyeon Kim. All Rights Reserved.