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Latest articles on AI automation, open source and digital transformation.

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Your order automation is quoting list price to customers who negotiated something else

Overcharging gets reported. Undercharging never does. If your integration copies the price off the product record instead of asking the ERP, negotiated accounts have been billed wrong in both directions.

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Your order automation is quoting list price to customers who negotiated something else

Partially shipped is a state most order workflows do not have

Stock said 600. Four hundred of them expired on the shelf.

Delivered to the gate, needed on ward 4: address data in automated processes

Pack size is the field nobody maps

84 duplicate customer numbers, and 61 of them were archived on one side

One in seven last names was not a last name

Exchange rates: the automation bug that never throws an error

Webhooks do not arrive in the order they were sent

Your CRM stops reading at character 255

Someone at your company owns your automation, and they can quit

A green run only means the mail server took your email

Attachments are the part of your automation nobody tested

Your workflow counts days. Your contract counts working days.

Someone asks for all their data. Does your automation know where it is?

Your scheduler is not a dependency manager

You're testing your automations in production, and your customers find out first

When Müller becomes MÃ¼ller: the encoding bug nobody plans for

Why automatic retries make outages worse, not better

If your team double-checks every automated task, you automated nothing

The API version your vendor switches off in 90 days

1,234.50 becomes 1.23: the number format that quietly breaks your prices

Your worst data breach won't come from a hacker. It'll come from your own workflow.

There is no undo button: what happens when your automation dies halfway through

Don't automate the human out. Automate everything around them.

The 40-second cliff: how execution timeouts create duplicate records

Why every serious automation needs a queue

The value you wired in once and never looked at again

Nobody reads your alerts anymore. Here's why that's dangerous.

Who builds your automation? The decision that outlives the tool

Your automation tool is quietly hoarding personal data

You didn't create the duplicate. Your automation did, because you told it to.

HTTP 200 does not mean it worked

Your automations are quietly keeping data you already deleted

The lost update: when two automations overwrite the same record

A CSV looks like the safest file you can move. It is the most dangerous.

When no-code becomes the expensive choice: the line where real code wins

The last 20 percent: why half-automating a process can cost more than not automating at all

Infinite loops in automation: when two workflows keep triggering each other

Your automation runs in Europe. Your data might not.

Your systems are drifting apart, and nobody is reconciling them

Before you automate anything, ask what a mistake costs

The most dangerous setting in your automation is "continue on error"

Where your API keys actually live, and who can see them

Someone renames a dropdown, and your automation dies without a sound

HTTP 429: the error that makes your automation lie to you

Most no-code automations have one environment, and it is production

Your automation only sees the first 100 records, and nobody notices

Your most sensitive data is sitting in the logs, and nobody has a plan to delete it

Real-time or batch? Most of your automations don't need real-time

Zombie workflows: the automations nobody ever turns off

Self-hosting n8n in production: what the docs leave out

The kill switch: every production automation needs a clean way to stop

Timezone bugs: why your production automation crashes at 3 AM on a Sunday

Your no-code webhooks are public endpoints (and you probably don't know it)

Why two-way sync is almost always the wrong default

The Citizen Developer Myth: Why We Stopped Selling It

When automation isn't worth it: four patterns we keep seeing

Three workflows I wouldn't build today

Seven days inside a forgotten Make account: a forensic audit log

When your AI workflow fails silently and nobody catches it

Why Happy-Path No-Code Automation Always Breaks in Production

What goes into ChatGPT, and what doesn't: a working guide to data classification

What happens when the person who built your workflows isn't there

Five reports that quietly die when you automate

The day a Make workflow emailed 4,800 production customers by mistake

The token bill: why AI automations get expensive in year two

Who is watching your automations? Most likely: nobody.

Why Notion is rarely the right central system for automation

What happens when your automation vendor pulls the plug

Your workflow ran twice. Now you have two invoices.

Your automation is live. Now the real work starts.

Germany's e-invoice mandate is live. Most companies aren't ready.

Your team is already using AI. The question is whether you know about it

What you can actually automate without an IT department — and where it breaks

When your AI makes things up

Automation and AI are not the same thing

Why AI pilots get stuck before production

You're automating the wrong thing