What do senior DevOps engineers consider the absolute worst anti patterns in Infrastructure as Code today
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do senior DevOps engineers consider the absolute worst anti patterns in Infrastructure as Code today
3 real searches · 1 real-search pass
Infrastructure as Code anti-patterns state drift secrets testing provider pinning modules 2025 engineering practicesGoogle ↗
OBSERVED
Terraform best practices state security remote state locking testing modules version constraints official documentationGoogle ↗
OBSERVED
AWS Well-Architected infrastructure as code configuration drift immutable infrastructure deployment practicesGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
Infrastructure as Code anti-patterns state drift secrets testing provider pinning modules 2025 engineering practices Google ↗
Terraform best practices state security remote state locking testing modules version constraints official documentation Google ↗
AWS Well-Architected infrastructure as code configuration drift immutable infrastructure deployment practices Google ↗
- Architecture strategies for using infrastructure as code - Microsoft Azure Well-Architected Framework · learn.microsoft.com
- Architecture strategies for using infrastructure as code - Microsoft Azure Well-Architected Framework · learn.microsoft.com
- DevOps Guidance · docs.aws.amazon.com
- Best practices for testing | Terraform on Google Cloud | Google Cloud Documentation · docs.cloud.google.com
- Terraform security: 5 foundational practices · hashicorp.com
- Best practices for security | Terraform on Google Cloud | Google Cloud Documentation · docs.cloud.google.com
- Version Constraints - Configuration Language | Terraform · docs.hashicorp.com
- State: Locking | Terraform · docs.hashicorp.com
- REL08-BP04 Deploy using immutable infrastructure · docs.aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Infrastructure as Code anti-patterns state drift secrets testing provider pinning modules 2025 engineering practices OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Terraform best practices state security remote state locking testing modules version constraints official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS Well-Architected infrastructure as code configuration drift immutable infrastructure deployment practices OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |