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hello-data

Data & analytics

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Updated 10-15 22:12

About this skill

Database-related code must follow the specifications below.

Before coding

First design the data model, migration strategy, and rollback plan, then write code.

Migration management

  • All schema changes go through migration files; do not modify the database manually
  • Migrations must be rollback-able (up + down)
  • Verify in staging before production migration
  • Migration files are sorted by timestamp

Transaction handling

  • Use transactions for multi-table write operations
  • Minimize transaction scope to avoid long transactions locking tables
  • Deadlock prevention: fixed locking order
  • Fully roll back on failure, leaving no half-completed state

Index strategy

  • Create indexes on query condition fields
  • For composite indexes, pay attention to column order (leftmost prefix matching)
  • Do not over-index—every index has a write cost
  • Regularly check slow queries and optimize indexes

Data integrity

  • Foreign key constraints ensure referential integrity
  • NOT NULL + DEFAULT avoid dirty data
  • Unique constraints prevent duplicates
  • Soft delete vs hard delete: choose according to business requirements, but be consistent

Delivery checklist

  • Schema changes go through migration files
  • Use transactions for multi-table write operations
  • Query condition fields have indexes
  • No N+1 queries (coordinate with hello-perf)