Challenges

Not every corpus/query is relational DB material
Normalization (West Germany, South Korea and Japan)
Both during ingestion and inference
Abstinence & Ambiguity
Did Real Madrid win in the 2006 Final? (Not world cup)
Clustering and inferring schema (clear trade-off on complexity)
Text2SQL over complex schemas