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By Ayman
Practical Guides
Real Automation Projects for Real Developers
Step-by-step tutorials, real-world examples, and practical solutions using Python, n8n, and AI to save time and automate your work.
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Practical, step-by-step tutorials from real projects and experiences
Fixing Memory Leaks When Scraping Millions of URLs with aiohttp in Python
When running an async web scraper across 500,000 product pages, my server crashed after 45 minutes due to an Out Of Memory (OOM) error. Python…
Ayman
Publishing Articles to WordPress via REST API with n8n and Application Passwords
Connecting automation pipelines directly to WordPress allows you to draft articles programmatically without ever opening the admin dashboard. Here is how I set up n8n…
Ayman
Building an Automated Folder Cleaner in Python to Organize Downloads Daily
Like most developers, my Downloads folder quickly turns into an unrecognizable wasteland of installers, PDFs, ZIP archives, and random screenshots. I wrote a small background…
Ayman
Catching and Alerting Failed Nodes in n8n Workflows with Discord Webhooks
There is nothing worse than discovering an automation stopped running three days ago because of an expired API token. To prevent silent failures, I configured…
Ayman
Extracting Dirty Tables from Multi-Page PDFs into Clean Pandas DataFrames
Extracting financial tables from scanned and vector PDFs is notoriously frustrating. Libraries like tabula-py often miss borders or misalign columns. Here is the exact routine…
Ayman
Handling Webhook Timeouts in n8n When Processing Heavy AI Workflows
When triggering an n8n workflow via an incoming webhook that runs an LLM chain, the HTTP request frequently timed out with a 504 Gateway Timeout…
Ayman