AWS Data Engineer Associate (DEA-C01): is the new cert worth it?
AWS launched DEA-C01 in March 2024 to fill the gap between data analytics roles and cloud engineering. Here's whether it's worth your time.
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AWS launched DEA-C01 in March 2024 to fill the gap between data analytics roles and cloud engineering. Here's whether it's worth your time.
AIF-C01 launched in late 2024 as AWS's foundational AI cert. What it pays, what it signals, and how it compares to other beginner AI credentials.
AWS launched MLA-C01 in August 2024 to fill the ML engineering gap. Here's what's tested, who it's for, and how it compares to MLS-C01 (which it replaces).
AWS now has two AI-flavored certs above Practitioner. Here's what each tests, who they're for, and which one to take first based on your actual job.
Microsoft refreshed AI-102 in early 2025 to add agentic-solutions content. Here's what it tests now, what it pays, and how it compares to AWS MLA-C01.
A realistic 6-week DP-100 plan covering Azure ML SDK v2, MLflow, designer, and deployment — plus the gotchas that fail otherwise-prepared candidates.
PMLE is a Google Professional ML cert; MLA-C01 is an AWS Associate. They look similar from the outside but test different skills at different depths. Here's how to pick.
A side-by-side breakdown of Microsoft's three Azure fundamentals exams — who each is for, difficulty rank, and whether all three are worth the time.
Microsoft Fabric launched in 2023 and Microsoft added two role-based certs in 2024: DP-600 (Analytics Engineer) and DP-700 (Data Engineer). Here's how to choose.
HashiCorp retired Terraform Associate 003 on January 8, 2026 and replaced it with the 004 version. Here's what's new and what to study.