AWS Certified AI Practitioner (AIF-C01) Study Notes

I sat the AWS Certified AI Practitioner (AIF-C01) and passed. This is the retrospective I wish I had read before starting - what the exam actually tests, the services and concepts to know well, and which prep resources earned their place. AIF-C01 covers more ground than the name suggests: classical ML, generative AI, foundation models, and responsible AI. I came in with a working knowledge of the AWS services landscape and had been building on Bedrock before sitting this - Domains 2 and 3 still took the most prep time, and the vocabulary is denser than it looks. Where your depth sits in that space will shape what needs the most attention. ...

June 15, 2026 · 8 min · 1638 words

AWS Certified Developer Associate (DVA-C02) Study Notes

I sat the AWS Certified Developer Associate (DVA-C02) recently and passed. This is the retrospective I wish I had read before starting - what the exam actually tests, the services you need to know well, the concepts that trip people up, and which resources earned their place. I came in comfortable across most of the exam’s services from day-to-day work, so for me this was more about confirming and formalising what I already knew than learning it fresh. Your starting point will shape where you spend time, so calibrate the advice accordingly. ...

May 3, 2026 · 7 min · 1283 words

Kubernetes and Cloud Native Associate (KCNA) Study Notes

I sat the Kubernetes and Cloud Native Associate (KCNA) and passed. KCNA is the entry-level CNCF certification - it covers Kubernetes fundamentals and the wider cloud native landscape at a conceptual level, and it is the natural first step before the hands-on CKA, CKAD, and CKS exams. It is a multiple-choice exam, so it rewards knowing what the pieces are and how they relate, not hands-on kubectl skill. If you already work with Kubernetes, a lot of this will be familiar, so calibrate the prep to what you already know. ...

March 19, 2026 · 7 min · 1340 words

AWS Certified Cloud Practitioner (CLF-C02) Study Notes

I sat the AWS Certified Cloud Practitioner (CLF-C02) back in 2024 and passed. CLF-C02 is AWS’s foundational certification - broad rather than deep, covering cloud concepts, security, core services, and billing at a level anyone working around AWS should recognise. It is the most accessible AWS exam, so if you already work with AWS day to day, a lot of this will be familiar. Treat it as a breadth check rather than a deep technical exam, and calibrate the prep to what you already know. ...

November 15, 2024 · 6 min · 1142 words