Looking for a comparison of AWS versus Azure certifications specifically focused on DevOps engineering roles for small businesses.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a comparison of AWS versus Azure certifications specifically focused on DevOps engineering roles for small businesses.
4 real searches · 1 real-search pass
2026 AWS certification exam DevOps Engineer Professional DOP-C02 official certification pageGoogle ↗
OBSERVEDOther / navigational
2026 Microsoft Azure DevOps Engineer Expert AZ-400 certification official requirementsGoogle ↗
OBSERVEDInstruction
AWS Certified CloudOps Engineer Associate SOA-C03 official certification 2026Google ↗
OBSERVEDOther / navigational
Azure Administrator Associate AZ-104 official certification 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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 AWS certification exam DevOps Engineer Professional DOP-C02 official certification page Google ↗
2026 Microsoft Azure DevOps Engineer Expert AZ-400 certification official requirements Google ↗
AWS Certified CloudOps Engineer Associate SOA-C03 official certification 2026 Google ↗
Azure Administrator Associate AZ-104 official certification 2026 Google ↗
- Microsoft Certified: DevOps Engineer Expert - Certifications · learn.microsoft.com
- AWS Certified DevOps Engineer · aws.amazon.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AWS certification exam DevOps Engineer Professional DOP-C02 official certification page OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 Microsoft Azure DevOps Engineer Expert AZ-400 certification official requirements OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AWS Certified CloudOps Engineer Associate SOA-C03 official certification 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Azure Administrator Associate AZ-104 official certification 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |