ML Engineer Career Path 2026: Levels, Pay, and How to Advance

Two machine learning engineers reviewing printed model results, illustrating the ML engineer career path in 2026

By Gregg Flecke, Senior Talent Acquisition Partner, KORE1 The machine learning engineer career path runs from junior to principal over roughly a decade, starting near $110,000 base and passing $250,000 by senior, before it splits into a hands-on technical track and a people-management track. What sets it apart from the AI engineer job next door … Read more

Data Engineer vs Software Engineer: How to Hire Each

Data engineer vs software engineer: two engineers at adjacent workstations, one building an app and one building the data platform

By Gregg Flecke, Senior Talent Acquisition Partner, KORE1 A software engineer builds the applications your customers use, while a data engineer builds the pipelines and warehouse that turn raw data into something your analysts and models can trust. Both ship production code. Both call themselves engineers. But they own different systems, answer to different definitions … Read more

Cloud Architect Job Description Template 2026

Cloud architect reviewing cloud cost and performance dashboards on multiple monitors at a workstation

A cloud architect designs and governs an organization’s cloud environment across AWS, Azure, or GCP, owning the migration strategy, security guardrails, and cost model that engineering teams build within, and earns $130,000 to $205,000 base in the U.S. in 2026. That is a design-and-governance job, not a build-and-operate one, and the gap between those two … Read more