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Uğur Kaval

AI/ML Engineer & Full Stack Developer building innovative solutions with modern technologies.

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#Automation

33 articles tagged with this topic.

Scaling Monorepo CI/CD: How I Reduced GitHub Actions Costs by 70%
Automation

Scaling Monorepo CI/CD: How I Reduced GitHub Actions Costs by 70%

Stop building everything. Learn the exact GitHub Actions patterns I use to manage 50+ services in a single repository without losing my mind or my budget.

June 14, 20265 min read
Infrastructure as Code with Terraform: Real-World Patterns and Pitfalls
Automation

Infrastructure as Code with Terraform: Real-World Patterns and Pitfalls

Stop treating Terraform like a script and start treating it like software. From state management at scale to the testing revolution, here is how we build resilient infrastructure in 2026.

June 10, 20266 min read
Stop Manual DB Changes: A Senior Engineer's Guide to Schema Evolution in 2026
Automation

Stop Manual DB Changes: A Senior Engineer's Guide to Schema Evolution in 2026

Manual database migrations are a relic of the past. Learn how to automate schema evolution with zero downtime using modern tools like Atlas, declarative workflows, and CI-integrated linting.

June 6, 20265 min read
Stop Manually Exporting CSVs: Building a Resilient Reporting Pipeline in 2026
Automation

Stop Manually Exporting CSVs: Building a Resilient Reporting Pipeline in 2026

Manual reporting is a silent productivity killer. Learn how to architect a production-grade, version-controlled reporting pipeline using Dagster, DuckDB, and Quarto that scales from side projects to enterprise reconciliation systems.

June 2, 20266 min read
Beyond the Linter: Engineering AI-First Review Pipelines in 2026
AI/ML

Beyond the Linter: Engineering AI-First Review Pipelines in 2026

Manual code reviews are a bottleneck that costs your team millions in lost velocity. Here is how I built a multi-agent AI pipeline that catches race conditions, generates property-based tests, and reduced our MTTR by 42%.

June 1, 20266 min read
Beyond Notifications: Building a Slack-First Incident Response Engine
Automation

Beyond Notifications: Building a Slack-First Incident Response Engine

Stop using Slack as a passive log sink. Learn how to build a high-performance Slack bot in Go that handles incident orchestration, triage, and automated post-mortems.

May 29, 20266 min read
Scaling Operations: High-Performance Event-Driven Automation with n8n and Webhooks
Automation

Scaling Operations: High-Performance Event-Driven Automation with n8n and Webhooks

Stop relying on slow polling intervals and brittle cron jobs. Learn how to build sub-50ms automation pipelines using self-hosted n8n, secure HMAC signatures, and production-grade queue architectures.

May 25, 20266 min read
Beyond Bash: 3 Python Automation Patterns That Saved Me 20 Hours a Week
Automation

Beyond Bash: 3 Python Automation Patterns That Saved Me 20 Hours a Week

Stop wasting time on manual data migrations, log auditing, and environment synchronization. Here are the specific Python patterns and scripts I use to automate the boring stuff in 2026.

May 17, 20265 min read
Beyond Cron: Industrial-Grade Automated Reporting in 2026
Automation

Beyond Cron: Industrial-Grade Automated Reporting in 2026

Stop manually running SQL scripts and exporting CSVs. Learn how to build resilient, stateful reporting pipelines using Dagster, DuckDB, and modern orchestration patterns that actually scale.

May 13, 20266 min read
GitOps in 2026: Building Autonomous Kubernetes Deployment Pipelines
Automation

GitOps in 2026: Building Autonomous Kubernetes Deployment Pipelines

Forget manual kubectl apply. Learn how to build a production-grade GitOps workflow using ArgoCD, Crossplane, and OCI artifacts for immutable, self-healing infrastructure.

May 9, 20265 min read
Beyond the Cron Job: Building Resilient Automated Reporting Pipelines in 2026
Automation

Beyond the Cron Job: Building Resilient Automated Reporting Pipelines in 2026

Stop manually exporting CSVs. Learn how to build a declarative, version-controlled reporting pipeline using Dagster and DuckDB that stakeholders can actually trust.

May 5, 20266 min read
Beyond the Pager: Engineering Self-Healing Systems in 2026
Automation

Beyond the Pager: Engineering Self-Healing Systems in 2026

Taming distributed systems requires more than just dashboards. I'll show you how to build closed-loop remediation systems that fix production issues before your on-call engineer even rolls over in bed.

May 1, 20266 min read
Scaling Engineering Velocity: Building Autonomous Code Review Pipelines in 2026
AI/ML

Scaling Engineering Velocity: Building Autonomous Code Review Pipelines in 2026

Stop wasting senior engineering hours on syntax and basic logic. I'll show you how we integrated GPT-5 and Llama 4 into our CI/CD to automate 80% of code reviews and unit test generation.

April 30, 20266 min read
Scalable Automated Report Generation: A 2026 Engineering Guide
Automation

Scalable Automated Report Generation: A 2026 Engineering Guide

Stop manually exporting CSVs. Learn how to build a production-grade automated reporting system using DuckDB, Prefect, and Quarto to deliver insights without human intervention.

April 23, 20266 min read
Automating Database Evolution: Lessons from the Production Trenches
Automation

Automating Database Evolution: Lessons from the Production Trenches

Manual database changes are a ticking time bomb. I’ve seen $80k/hour downtime events caused by a simple index creation. Here is how I build zero-downtime migration pipelines using Atlas, Flyway, and the Expand-and-Contract pattern.

April 19, 20265 min read
Scaling Monorepo CI/CD: Patterns that Saved Us 40% in GitHub Actions Costs
Automation

Scaling Monorepo CI/CD: Patterns that Saved Us 40% in GitHub Actions Costs

Building a monorepo doesn't have to mean 60-minute CI runs. Learn how to implement dynamic matrices, path-based filtering, and incremental builds using GitHub Actions.

April 15, 20264 min read
Beyond Chat: Building a Slack Control Plane for High-Performance Teams
Automation

Beyond Chat: Building a Slack Control Plane for High-Performance Teams

Stop context switching and start executing. Learn how I built automated incident response loops and productivity bots using Slack's Bolt SDK to save my team 10+ hours a week.

April 11, 20267 min read
CI/CD Pipeline Patterns for Monorepos with GitHub Actions (2026 Edition)
Automation

CI/CD Pipeline Patterns for Monorepos with GitHub Actions (2026 Edition)

Stop burning GitHub Actions minutes on unchanged packages. Learn how to implement graph-aware CI/CD for large-scale monorepos using dynamic matrices and remote caching for 2026 workflows.

April 3, 20266 min read
Beyond Syncing: Building a 2026 GitOps Engine for Kubernetes
Automation

Beyond Syncing: Building a 2026 GitOps Engine for Kubernetes

Stop treating GitOps as just a fancy 'kubectl apply'. Learn how to build a fully automated deployment engine using Flux, Crossplane, and Kyverno to eliminate manual intervention in production.

March 30, 20265 min read
Building Self-Healing Systems: From Alert Fatigue to Automated Recovery
Automation

Building Self-Healing Systems: From Alert Fatigue to Automated Recovery

Stop waking up at 3 AM for preventable issues. Learn how to architect closed-loop remediation systems using Go-based Kubernetes Operators, OpenTelemetry, and eBPF-driven insights.

March 22, 20266 min read
Infrastructure as Code with Terraform: Real-World Patterns and Pitfalls
Automation

Infrastructure as Code with Terraform: Real-World Patterns and Pitfalls

Stop treating your infrastructure code like a single massive script. Learn how to architect scalable, resilient Terraform environments that survive production pressures and 2026-era cloud complexity.

March 14, 20266 min read
Scaling Automation: Production Event-Driven Workflows with n8n and Webhooks
Automation

Scaling Automation: Production Event-Driven Workflows with n8n and Webhooks

Transitioning from polling to event-driven architectures can reduce latency by 99%. Here is how I use n8n and secure webhooks to handle 100k+ monthly events with zero dropped payloads.

March 10, 20266 min read
Python Automation for the Modern Engineer: Reclaiming 200 Hours a Year
Automation

Python Automation for the Modern Engineer: Reclaiming 200 Hours a Year

Stop acting like a human cron job. Learn how to leverage Polars, Pydantic, and HTTPX to build robust automation scripts that handle the heavy lifting of modern software engineering in 2026.

March 6, 20266 min read
Beyond ChatOps: Building Proactive Incident Response Bots in 2026
Automation

Beyond ChatOps: Building Proactive Incident Response Bots in 2026

Stop manual context switching during outages. Learn how we built a Slack-native incident response system that reduced MTTR by 40% using Bolt, LLMs, and automated log retrieval.

March 2, 20267 min read
Automating Your Data Pipelines: A Developer's Guide
Automation

Automating Your Data Pipelines: A Developer's Guide

Learn how to automate your data pipelines to improve efficiency, reduce errors, and accelerate data delivery.

January 25, 20265 min read
Mastering Webhook Automation: Essential Patterns for Robust System Integration
Automation

Mastering Webhook Automation: Essential Patterns for Robust System Integration

Dive deep into webhook automation patterns that empower developers and engineers to build resilient, scalable, and secure real-time systems. Learn practical implementations and best practices for modern integrations.

January 17, 202614 min read
Mastering Workflow Automation with n8n: A Developer's Deep Dive
Automation

Mastering Workflow Automation with n8n: A Developer's Deep Dive

Unlock unparalleled efficiency with n8n. This comprehensive guide explores n8n's open-source power, customizability, and real-world workflow automation use cases for developers and engineers.

January 17, 202613 min read
Unlock Automation Magic with n8n: A Complete Guide for Beginners
Automation

Unlock Automation Magic with n8n: A Complete Guide for Beginners

Dive into n8n, the powerful open-source workflow automation platform. Learn how to build no-code integrations and automate tasks, boosting your productivity.

December 30, 20253 min read
n8n Automation: A Complete Guide to Workflow Automation
Automation

n8n Automation: A Complete Guide to Workflow Automation

Master n8n, the powerful open-source automation tool. Learn to create complex workflows, integrate APIs, and automate repetitive tasks without code.

January 20, 20253 min read
10 Python Automation Scripts Every Developer Needs
Automation

10 Python Automation Scripts Every Developer Needs

Practical Python scripts to automate repetitive tasks, from file organization to API integrations and system monitoring.

December 25, 20242 min read
Web Scraping with Python: Complete Guide
Automation

Web Scraping with Python: Complete Guide

Learn web scraping with Python using BeautifulSoup, Selenium, and Scrapy. Handle dynamic content and avoid detection.

December 10, 20241 min read
CI/CD with GitHub Actions: Complete Guide
DevOps

CI/CD with GitHub Actions: Complete Guide

Set up continuous integration and deployment with GitHub Actions. Examples for testing, building, and deploying.

December 2, 20242 min read
Zapier vs Make: Choosing the Right Automation Tool
Automation

Zapier vs Make: Choosing the Right Automation Tool

Compare Zapier and Make for workflow automation. Features, pricing, use cases, and when to use each.

November 12, 20241 min read