data-migration-scripts

Create safe, reversible database migration scripts with rollback capabilities, data validation, and zero-downtime deployments. Use when changing database schemas, migrating data between systems, or performing large-scale data transformations.

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Data Migration Scripts

Table of Contents

Overview

Create robust, safe, and reversible data migration scripts for database schema changes and data transformations with minimal downtime.

When to Use

  • Database schema changes
  • Adding/removing/modifying columns
  • Migrating between database systems
  • Data transformations and cleanup
  • Splitting or merging tables
  • Changing data types
  • Adding indexes and constraints
  • Backfilling data
  • Multi-tenant data migrations

Quick Start

Minimal working example:

import { Knex } from "knex";

// migrations/20240101000000_add_user_preferences.ts
export async function up(knex: Knex): Promise<void> {
  // Create new table
  await knex.schema.createTable("user_preferences", (table) => {
    table.uuid("id").primary().defaultTo(knex.raw("gen_random_uuid()"));
    table
      .uuid("user_id")
      .notNullable()
      .references("id")
      .inTable("users")
      .onDelete("CASCADE");
    table.jsonb("preferences").defaultTo("{}");
    table.timestamp("created_at").defaultTo(knex.fn.now());
    table.timestamp("updated_at").defaultTo(knex.fn.now());

    table.index("user_id");
  });

  // Migrate existing data
  await knex.raw(`
    INSERT INTO user_preferences (user_id, preferences)
    SELECT id, jsonb_build_object(
      'theme', COALESCE(theme, 'light'),
// ... (see reference guides for full implementation)

Reference Guides

Detailed implementations in the references/ directory:

GuideContents
Knex.js Migrations (Node.js)Knex.js Migrations (Node.js)
Alembic Migrations (Python/SQLAlchemy)Alembic Migrations (Python/SQLAlchemy)
Large Data Migration with BatchingLarge Data Migration with Batching
Zero-Downtime Migration PatternZero-Downtime Migration Pattern
Migration ValidationMigration Validation
Cross-Database MigrationCross-Database Migration

Best Practices

✅ DO

  • Always write both up and down migrations
  • Test migrations on production-like data
  • Use transactions for atomic operations
  • Process large datasets in batches
  • Add indexes after data insertion
  • Validate data after migration
  • Log progress and errors
  • Use feature flags for application code changes
  • Back up database before running migrations
  • Test rollback procedures
  • Document migration side effects
  • Version control all migrations
  • Use idempotent operations

❌ DON'T

  • Run untested migrations on production
  • Make breaking changes without backwards compatibility
  • Process millions of rows in single transaction
  • Skip rollback implementation
  • Ignore migration failures
  • Modify old migrations
  • Delete data without backups
  • Run migrations manually in production

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