SIE.8:8 - Common Anti-Patterns and How to Avoid Them

Anti-pattern	Repair
“Knowledge graph” as the requirement	Restate the receiving result and compare graph and non-graph realizations.
Virtual means no state	Record mappings, caches, credentials, query occurrences, source snapshots, and provenance state actually required.
Materialized means reliable	Test refresh, invalidation, correction/deletion, recovery, and source-authority changes.
Hybrid means best of both	Expose coherence, invalidation, fallback, and doubled operating responsibilities.
Product feature checklist	Compare serious arrangements on use-sensitive criteria, joint resource demand, and relevant failure cases.
Decision equals implementation	Name the exact build, provider, security, and operating results still missing.