Data
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- **Database-level validation**: Constraints (NOT NULL
UNIQUE
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13,036 skills indexed with the new KISS metadata standard.
UNIQUE
types
actionable messages that guide correction without exposing system internals
# Data Validator
data sanitization
design decisions
actionable recommendations backed by database theory and measurement
orphaned records and data corruption are inevitable
include:
`user:123:profile`)
sorted sets for rankings
Prisma
backfill data
access control
verify:
sorted sets
application-level) for hot data paths
ProxySQL) with appropriate pool sizes
constraints (NOT NULL
list
MySQL) and NoSQL (MongoDB
proper constraints
slow query analysis
constraints