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Mazlum Tosun

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Sep 2

Stop rebuilding from scratch: cache Docker layers on Cloud Build

How BuildKit + Artifact Registry turn your CI/CD pipelines around: if nothing changed, uv doesn't re-download a single package.

Stop rebuilding from scratch: cache Docker layers on Cloud Build

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May 15

Docker Bake in Practice — Part 1: From Bash Scripts to Declarative Builds

The first of a two-part series. Part 1 covers the fundamentals: what Bake is, why it exists, and the features that make it worth adopting…

Docker Bake in Practice — Part 1: From Bash Scripts to Declarative Builds

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Apr 20

Running an AI Agent Locally: ADK, Gemma 4, and Docker Model Runner

How I replaced a cloud LLM with a fully local one — same agent, same tools, zero inference cost

Running an AI Agent Locally: ADK, Gemma 4, and Docker Model Runner

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Mar 18

End-to-End AI Agent on GCP: ADK, BigQuery MCP, Agent Engine, and Cloud Run

How I built a football statistics assistant using Google's Agent Development Kit, BigQuery via Cloud API Registry MCP, and deployed it to…

End-to-End AI Agent on GCP: ADK, BigQuery MCP, Agent Engine, and Cloud Run

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Oct 21

Don’t mock BigQuery, test on BigQuery: the rewrite of BigTesty

How I test production BigQuery SQL as is, on the real engine, with datasets that live for one test.

Don’t mock BigQuery, test on BigQuery: the rewrite of BigTesty

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Oct 15

DuckLess: serverless DuckDB on Google Cloud, in your own project

I like DuckDB a lot. On a laptop it chews through gigabytes of Parquet faster than most of the platforms I use at work, and it asks for…

DuckLess: serverless DuckDB on Google Cloud, in your own project

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Jan 8

High-Performance Spring Boot on Cloud Run with DDD, Clean Architecture, and GraalVM

Introduction

High-Performance Spring Boot on Cloud Run with DDD, Clean Architecture, and GraalVM

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May 21, 2025

ELT with Dataform on Google Cloud

1. Explanation of the use case presented in this article

ELT with Dataform on Google Cloud

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Apr 23, 2025

Execute DBT with Airflow and Cloud Run

1. Explanation of the use case presented in this article

Execute DBT with Airflow and Cloud Run

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Sep 19, 2024

ELT with DBT on Cloud Run job

1. Explanation of the use case presented in this article

ELT with DBT on Cloud Run job

Mazlum Tosun

Mazlum Tosun

GDE Cloud | Docker Captain | Head of Data GroupBees | Data | Serverless | IaC | Devops | Java | Python | FP | Clean Code

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