Data
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- **Database-level validation**: Constraints (NOT NULL
UNIQUE
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9,932 skills indexed with the new KISS metadata standard.
UNIQUE
types
actionable messages that guide correction without exposing system internals
data sanitization
# Data Validator
actionable recommendations backed by database theory and measurement
design decisions
include:
orphaned records and data corruption are inevitable
`user:123:profile`)
sorted sets for rankings
backfill data
Prisma
verify:
access control
sorted sets
ProxySQL) with appropriate pool sizes
application-level) for hot data paths
list
constraints (NOT NULL
MySQL) and NoSQL (MongoDB
proper constraints
slow query analysis
constraints