Terraform Certification 2026: Cost, Path, Is It Worth It?
Yes, Terraform certification is still worth it in 2026. It’s one of the cheapest credentials in cloud and DevOps at $70.50 USD, and it proves something hiring teams actually test for: that you can build infrastructure as code instead of clicking through a console. Three things changed since most guides on this topic were...
AI Engineer Salary in 2026: Real Pay by Level, Region, and Specialization
$145,080. That’s the median AI engineer salary in the United States right now, according to the U.S. Bureau of Labor Statistics. But that’s just the floor. Senior engineers at Anthropic? They’re pulling $746,403 in total comp. Research scientists at OpenAI? Up to $685,000 in base pay alone. And yes, those are real federal filings,...
Network Automation Engineer Salary 2026: Skills, Tools & Pay Guide
A network automation engineer in the US earns between $109,000 and $128,000 per year on average, with senior professionals pulling in $160,000 or more. That’s roughly 15-30% higher than what traditional network engineers make at the same experience level. Not bad for a role that barely existed a decade ago. The catch? Gartner says...
NetBox Ansible: How to Build a Dynamic Inventory That Actually Stays Accurate
You’ve probably heard you can manage hundreds of network devices with a simple hosts.ini file. And technically? You can. Until someone swaps an IP address and nobody updates the file. That’s where NetBox Ansible comes in. By connecting Ansible’s automation engine to NetBox as a dynamic inventory source, your playbooks always pull fresh, accurate...
Ansible Inventory Explained: Static vs Dynamic for Network Automation
An Ansible inventory defines every host your automation touches. IPs, credentials, groupings, connection parameters – all of it. Get your Ansible inventory wrong, and your playbooks run against the wrong devices. Or worse, they don’t run at all. That’s the short version. Here’s a bit more context. Whether you’re managing 5 routers or 5,000...
