Which certification looks better on a resume for a lead engineer managing our infrastructure, CKA or CKAD?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which certification looks better on a resume for a lead engineer managing our infrastructure, CKA or CKAD?
1 real search · 1 real-search pass
official CNCF Linux Foundation CKA CKAD certification exam domains differences 2026Google ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
official CNCF Linux Foundation CKA CKAD certification exam domains differences 2026 Google ↗
- Certified Kubernetes Administrator (CKA) · cncf.io
- Certified Kubernetes Application Developer (CKAD) · cncf.io
- Cloud Native Certifications · cncf.io