Database/Code Migrations
Migrations are the backbone of evolving software. Whether you’re altering database schemas, upgrading frameworks, or transforming data formats, migrations must be precise, reversible, and safe. Claude Code transforms migration development from a nerve-wracking process into a systematic, confidence-inspiring workflow. This lesson explores how to leverage AI assistance for all types of migrations.
The Migration Revolution
Section titled “The Migration Revolution”Scenario: Your application has grown from startup to scale-up. The database schema that worked for 100 users is creaking under 100,000. The framework you chose three years ago has breaking changes in its latest version. The data format that seemed simple now needs complete restructuring. Traditional approach: months of planning, crossing fingers, and late-night rollbacks. With Claude Code: systematic migrations with confidence.
Traditional vs AI-Powered Migrations
Section titled “Traditional vs AI-Powered Migrations”Week 1: Planning- Manually map all changes- Hope nothing is missed- Create migration scripts
Week 2: Testing- Run on staging- Find edge cases- Fix and repeat
Week 3: Deployment- Schedule downtime- Run migration- Pray it works
Week 4: Firefighting- Handle rollbacks- Fix data corruption- Apologize to users
Day 1: Analysis> Analyze current state> Identify all dependencies> Generate migration plan
Day 2: Implementation> Create migration scripts> Add rollback procedures> Build verification tests
Day 3: Validation> Test edge cases> Verify data integrity> Simulate production load
Day 4: Zero-downtime Deploy> Execute with confidence> Monitor in real-time> Celebrate success
Database Schema Migrations
Section titled “Database Schema Migrations”Comprehensive Schema Evolution
Section titled “Comprehensive Schema Evolution”> Analyze our database schema and create a migration to:> - Add user roles and permissions system> - Implement soft deletes across all tables> - Add audit logging columns> - Optimize indexes for current query patterns> Include rollback procedures and data preservation
Claude creates a complete migration strategy:
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Schema Analysis
schema-analyzer.js const { Client } = require('pg');class SchemaAnalyzer {constructor(connectionString) {this.client = new Client({ connectionString });}async analyze() {await this.client.connect();const analysis = {tables: await this.getTables(),indexes: await this.getIndexes(),constraints: await this.getConstraints(),dependencies: await this.getDependencies(),currentQueries: await this.analyzeQueryPatterns()};await this.client.end();return analysis;}async getTables() {const result = await this.client.query(`SELECTtable_name,column_name,data_type,is_nullable,column_defaultFROM information_schema.columnsWHERE table_schema = 'public'ORDER BY table_name, ordinal_position`);// Group by tableconst tables = {};for (const row of result.rows) {if (!tables[row.table_name]) {tables[row.table_name] = {name: row.table_name,columns: []};}tables[row.table_name].columns.push({name: row.column_name,type: row.data_type,nullable: row.is_nullable === 'YES',default: row.column_default});}return tables;}async getIndexes() {const result = await this.client.query(`SELECTschemaname,tablename,indexname,indexdefFROM pg_indexesWHERE schemaname = 'public'`);return result.rows;}async analyzeQueryPatterns() {// Analyze pg_stat_statements if availabletry {const result = await this.client.query(`SELECTquery,calls,mean_exec_time,total_exec_timeFROM pg_stat_statementsWHERE query NOT LIKE '%pg_%'ORDER BY total_exec_time DESCLIMIT 50`);return result.rows;} catch (error) {// Extension might not be installedreturn [];}}} -
Migration Generator
migration-generator.js class MigrationGenerator {constructor(analysis) {this.analysis = analysis;this.timestamp = new Date().toISOString().replace(/[^\d]/g, '').slice(0, 14);}generateRolesMigration() {const upQueries = [];const downQueries = [];// Create roles tableupQueries.push(`CREATE TABLE IF NOT EXISTS roles (id SERIAL PRIMARY KEY,name VARCHAR(50) UNIQUE NOT NULL,description TEXT,created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP);`);downQueries.push('DROP TABLE IF EXISTS roles CASCADE;');// Create permissions tableupQueries.push(`CREATE TABLE IF NOT EXISTS permissions (id SERIAL PRIMARY KEY,resource VARCHAR(100) NOT NULL,action VARCHAR(50) NOT NULL,description TEXT,created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,UNIQUE(resource, action));`);downQueries.push('DROP TABLE IF EXISTS permissions CASCADE;');// Create role_permissions junction tableupQueries.push(`CREATE TABLE IF NOT EXISTS role_permissions (role_id INTEGER REFERENCES roles(id) ON DELETE CASCADE,permission_id INTEGER REFERENCES permissions(id) ON DELETE CASCADE,granted_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,PRIMARY KEY (role_id, permission_id));`);downQueries.push('DROP TABLE IF EXISTS role_permissions CASCADE;');// Add role_id to users tableupQueries.push(`ALTER TABLE usersADD COLUMN role_id INTEGER REFERENCES roles(id);`);downQueries.push('ALTER TABLE users DROP COLUMN IF EXISTS role_id;');// Create default rolesupQueries.push(`INSERT INTO roles (name, description) VALUES('admin', 'Full system access'),('user', 'Standard user access'),('guest', 'Limited read-only access')ON CONFLICT (name) DO NOTHING;`);// Create indexesupQueries.push(`CREATE INDEX idx_users_role_id ON users(role_id);CREATE INDEX idx_role_permissions_role_id ON role_permissions(role_id);CREATE INDEX idx_role_permissions_permission_id ON role_permissions(permission_id);`);return {up: upQueries,down: downQueries.reverse()};}generateSoftDeletesMigration() {const upQueries = [];const downQueries = [];// Add soft delete columns to all tablesfor (const tableName of Object.keys(this.analysis.tables)) {const table = this.analysis.tables[tableName];// Skip system tables and already soft-deletable tablesif (tableName.startsWith('pg_') ||table.columns.some(c => c.name === 'deleted_at')) {continue;}upQueries.push(`ALTER TABLE ${tableName}ADD COLUMN deleted_at TIMESTAMP DEFAULT NULL,ADD COLUMN deleted_by INTEGER REFERENCES users(id);`);downQueries.push(`ALTER TABLE ${tableName}DROP COLUMN IF EXISTS deleted_at,DROP COLUMN IF EXISTS deleted_by;`);// Create partial index for non-deleted recordsupQueries.push(`CREATE INDEX idx_${tableName}_not_deletedON ${tableName}(id)WHERE deleted_at IS NULL;`);downQueries.push(`DROP INDEX IF EXISTS idx_${tableName}_not_deleted;`);// Create view for active recordsupQueries.push(`CREATE OR REPLACE VIEW ${tableName}_active ASSELECT * FROM ${tableName}WHERE deleted_at IS NULL;`);downQueries.push(`DROP VIEW IF EXISTS ${tableName}_active;`);}return {up: upQueries,down: downQueries.reverse()};}generateAuditMigration() {const upQueries = [];const downQueries = [];// Create audit log tableupQueries.push(`CREATE TABLE IF NOT EXISTS audit_logs (id BIGSERIAL PRIMARY KEY,table_name VARCHAR(100) NOT NULL,record_id INTEGER NOT NULL,action VARCHAR(20) NOT NULL,user_id INTEGER REFERENCES users(id),changes JSONB,metadata JSONB,created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP);`);downQueries.push('DROP TABLE IF EXISTS audit_logs CASCADE;');// Create indexesupQueries.push(`CREATE INDEX idx_audit_logs_table_record ON audit_logs(table_name, record_id);CREATE INDEX idx_audit_logs_user_id ON audit_logs(user_id);CREATE INDEX idx_audit_logs_created_at ON audit_logs(created_at);CREATE INDEX idx_audit_logs_action ON audit_logs(action);`);// Add audit columns to all tablesfor (const tableName of Object.keys(this.analysis.tables)) {if (tableName.startsWith('pg_') || tableName === 'audit_logs') continue;const table = this.analysis.tables[tableName];// Add created_by if not existsif (!table.columns.some(c => c.name === 'created_by')) {upQueries.push(`ALTER TABLE ${tableName}ADD COLUMN created_by INTEGER REFERENCES users(id);`);downQueries.push(`ALTER TABLE ${tableName}DROP COLUMN IF EXISTS created_by;`);}// Add updated_by if not existsif (!table.columns.some(c => c.name === 'updated_by')) {upQueries.push(`ALTER TABLE ${tableName}ADD COLUMN updated_by INTEGER REFERENCES users(id);`);downQueries.push(`ALTER TABLE ${tableName}DROP COLUMN IF EXISTS updated_by;`);}// Add updated_at with trigger if not existsif (!table.columns.some(c => c.name === 'updated_at')) {upQueries.push(`ALTER TABLE ${tableName}ADD COLUMN updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP;CREATE OR REPLACE FUNCTION update_${tableName}_updated_at()RETURNS TRIGGER AS $$BEGINNEW.updated_at = CURRENT_TIMESTAMP;RETURN NEW;END;$$ LANGUAGE plpgsql;CREATE TRIGGER trigger_update_${tableName}_updated_atBEFORE UPDATE ON ${tableName}FOR EACH ROWEXECUTE FUNCTION update_${tableName}_updated_at();`);downQueries.push(`DROP TRIGGER IF EXISTS trigger_update_${tableName}_updated_at ON ${tableName};DROP FUNCTION IF EXISTS update_${tableName}_updated_at();ALTER TABLE ${tableName} DROP COLUMN IF EXISTS updated_at;`);}}return {up: upQueries,down: downQueries.reverse()};}generateIndexOptimization() {const upQueries = [];const downQueries = [];// Analyze query patterns to suggest new indexesconst queryPatterns = this.analysis.currentQueries;for (const pattern of queryPatterns) {// Simple pattern matching for WHERE clausesconst whereMatch = pattern.query.match(/WHERE\s+(\w+)\.?(\w+)\s*=/i);if (whereMatch) {const [_, tableAlias, column] = whereMatch;// Check if index existsconst indexExists = this.analysis.indexes.some(idx =>idx.indexdef.includes(column));if (!indexExists && pattern.mean_exec_time > 100) {// Suggest index for slow queriesupQueries.push(`-- Query averaging ${pattern.mean_exec_time}ms-- ${pattern.query.substring(0, 100)}...CREATE INDEX CONCURRENTLY idx_${tableAlias}_${column}_perfON ${tableAlias}(${column});`);downQueries.push(`DROP INDEX IF EXISTS idx_${tableAlias}_${column}_perf;`);}}}return {up: upQueries,down: downQueries.reverse()};}generateCompleteMigration() {const migrations = [this.generateRolesMigration(),this.generateSoftDeletesMigration(),this.generateAuditMigration(),this.generateIndexOptimization()];const combined = {up: [],down: []};// Combine all migrationsfor (const migration of migrations) {combined.up.push(...migration.up);combined.down.push(...migration.down);}return this.wrapInTransaction(combined);}wrapInTransaction(migration) {return {filename: `${this.timestamp}_comprehensive_schema_update.sql`,up: `
— Migration: Comprehensive Schema Update
— Generated: + new Date().toISOString() +
— Description: Add roles, permissions, soft deletes, audit logging, and optimize indexes
BEGIN;
+ migration.up.join('\n\n') +
— Verify migration DO $$ BEGIN — Check roles table exists IF NOT EXISTS (SELECT 1 FROM information_schema.tables WHERE table_name = ‘roles’) THEN RAISE EXCEPTION ‘Migration failed: roles table not created’; END IF;
— Check soft delete columns IF NOT EXISTS ( SELECT 1 FROM information_schema.columns WHERE table_name = ‘users’ AND column_name = ‘deleted_at’ ) THEN RAISE EXCEPTION ‘Migration failed: soft delete columns not added’; END IF;
RAISE NOTICE ‘Migration verification passed’; END $$;
COMMIT;
, down:
— Rollback: Comprehensive Schema Update
— Generated: + new Date().toISOString() +
BEGIN;
+ migration.down.join('\n\n') +
COMMIT; ` }; } }
3. **Migration Executor**```javascriptclass MigrationExecutor { constructor(connectionString) { this.connectionString = connectionString; }
async execute(migration, direction = 'up') { const client = new Client({ connectionString: this.connectionString });
try { await client.connect();
console.log(`Executing migration: ${migration.filename} (${direction})`);
// Start timing const startTime = Date.now();
// Execute migration await client.query(migration[direction]);
// Record in migrations table if (direction === 'up') { await client.query(` INSERT INTO schema_migrations (version, executed_at) VALUES ($1, CURRENT_TIMESTAMP) `, [migration.filename]); } else { await client.query(` DELETE FROM schema_migrations WHERE version = $1 `, [migration.filename]); }
const duration = Date.now() - startTime; console.log(`Migration completed in ${duration}ms`);
return { success: true, duration }; } catch (error) { console.error(`Migration failed: ${error.message}`); throw error; } finally { await client.end(); } }
async dryRun(migration) { console.log('=== DRY RUN MODE ==='); console.log('UP Migration:'); console.log(migration.up); console.log('\nDOWN Migration:'); console.log(migration.down);
// Validate SQL syntax const client = new Client({ connectionString: this.connectionString });
try { await client.connect();
// Use EXPLAIN to validate without executing await client.query('BEGIN');
// Parse and validate each statement const statements = migration.up.split(';').filter(s => s.trim()); for (const statement of statements) { if (statement.trim() && !statement.trim().startsWith('--')) { try { // For DDL statements, we can't use EXPLAIN, so just parse await client.query(`DO $$ BEGIN RETURN; END $$;`); console.log(`✓ Valid: ${statement.substring(0, 50)}...`); } catch (error) { console.error(`✗ Invalid: ${statement.substring(0, 50)}...`); console.error(` Error: ${error.message}`); } } }
await client.query('ROLLBACK');
return { valid: true }; } catch (error) { console.error(`Validation failed: ${error.message}`); return { valid: false, error }; } finally { await client.end(); } }}
Safe Migration Patterns
Section titled “Safe Migration Patterns”> Implement a zero-downtime migration pattern for:> - Renaming a heavily-used column> - Changing column data types> - Splitting one table into multiple tables> Include compatibility layers and gradual rollout
class ZeroDowntimeMigration { constructor(tableName, client) { this.tableName = tableName; this.client = client; }
// Pattern 1: Column Rename with Backward Compatibility async renameColumn(oldName, newName) { const steps = [];
// Step 1: Add new column as computed column steps.push({ name: 'Add computed column', up: ` ALTER TABLE ${this.tableName} ADD COLUMN ${newName} ${await this.getColumnType(oldName)} GENERATED ALWAYS AS (${oldName}) STORED; `, down: ` ALTER TABLE ${this.tableName} DROP COLUMN ${newName}; `, validation: async () => { // Verify new column exists and has same values const result = await this.client.query(` SELECT COUNT(*) FROM ${this.tableName} WHERE ${oldName} IS DISTINCT FROM ${newName} `); return result.rows[0].count === '0'; } });
// Step 2: Deploy application changes to use new column steps.push({ name: 'Deploy app using new column', manual: true, instructions: ` 1. Update application code to read from ${newName} 2. Keep writing to ${oldName} 3. Deploy and monitor for issues ` });
// Step 3: Start dual writes steps.push({ name: 'Create dual-write trigger', up: ` CREATE OR REPLACE FUNCTION sync_${oldName}_to_${newName}() RETURNS TRIGGER AS $$ BEGIN NEW.${newName} := NEW.${oldName}; RETURN NEW; END; $$ LANGUAGE plpgsql;
CREATE TRIGGER trigger_sync_${oldName}_to_${newName} BEFORE INSERT OR UPDATE ON ${this.tableName} FOR EACH ROW EXECUTE FUNCTION sync_${oldName}_to_${newName}(); `, down: ` DROP TRIGGER IF EXISTS trigger_sync_${oldName}_to_${newName} ON ${this.tableName}; DROP FUNCTION IF EXISTS sync_${oldName}_to_${newName}(); ` });
// Step 4: Backfill any differences steps.push({ name: 'Backfill data', up: ` UPDATE ${this.tableName} SET ${newName} = ${oldName} WHERE ${newName} IS DISTINCT FROM ${oldName}; `, validation: async () => { const result = await this.client.query(` SELECT COUNT(*) FROM ${this.tableName} WHERE ${oldName} IS DISTINCT FROM ${newName} `); return result.rows[0].count === '0'; } });
// Step 5: Switch primary column steps.push({ name: 'Make new column primary', up: ` -- Drop the generated column constraint ALTER TABLE ${this.tableName} ALTER COLUMN ${newName} DROP EXPRESSION;
-- Drop old column ALTER TABLE ${this.tableName} DROP COLUMN ${oldName};
-- Cleanup trigger DROP TRIGGER IF EXISTS trigger_sync_${oldName}_to_${newName} ON ${this.tableName}; DROP FUNCTION IF EXISTS sync_${oldName}_to_${newName}(); `, down: ` -- Re-add old column ALTER TABLE ${this.tableName} ADD COLUMN ${oldName} ${await this.getColumnType(newName)};
-- Copy data back UPDATE ${this.tableName} SET ${oldName} = ${newName}; ` });
return steps; }
// Pattern 2: Data Type Change with Validation async changeColumnType(columnName, newType, converter) { const steps = []; const tempColumn = `${columnName}_new`;
// Step 1: Add temporary column steps.push({ name: 'Add temporary column', up: ` ALTER TABLE ${this.tableName} ADD COLUMN ${tempColumn} ${newType}; `, down: ` ALTER TABLE ${this.tableName} DROP COLUMN IF EXISTS ${tempColumn}; ` });
// Step 2: Populate with converted data steps.push({ name: 'Convert and populate data', up: converter || ` UPDATE ${this.tableName} SET ${tempColumn} = ${columnName}::${newType}; `, validation: async () => { // Check for conversion errors const result = await this.client.query(` SELECT COUNT(*) FROM ${this.tableName} WHERE ${columnName} IS NOT NULL AND ${tempColumn} IS NULL `); return result.rows[0].count === '0'; } });
// Step 3: Create sync trigger steps.push({ name: 'Sync new writes', up: ` CREATE OR REPLACE FUNCTION sync_${columnName}_type_change() RETURNS TRIGGER AS $$ BEGIN NEW.${tempColumn} := NEW.${columnName}::${newType}; RETURN NEW; END; $$ LANGUAGE plpgsql;
CREATE TRIGGER trigger_sync_${columnName}_type BEFORE INSERT OR UPDATE ON ${this.tableName} FOR EACH ROW EXECUTE FUNCTION sync_${columnName}_type_change(); `, down: ` DROP TRIGGER IF EXISTS trigger_sync_${columnName}_type ON ${this.tableName}; DROP FUNCTION IF EXISTS sync_${columnName}_type_change(); ` });
// Step 4: Atomic swap steps.push({ name: 'Swap columns', up: ` BEGIN;
-- Drop the old column ALTER TABLE ${this.tableName} DROP COLUMN ${columnName};
-- Rename new column ALTER TABLE ${this.tableName} RENAME COLUMN ${tempColumn} TO ${columnName};
-- Cleanup DROP TRIGGER IF EXISTS trigger_sync_${columnName}_type ON ${this.tableName}; DROP FUNCTION IF EXISTS sync_${columnName}_type_change();
COMMIT; `, down: ` -- Would need to reverse the type change ALTER TABLE ${this.tableName} ALTER COLUMN ${columnName} TYPE ${await this.getColumnType(columnName)} USING ${columnName}::${await this.getColumnType(columnName)}; ` });
return steps; }
// Pattern 3: Table Split async splitTable(newTables) { const steps = [];
// Step 1: Create new tables for (const newTable of newTables) { steps.push({ name: `Create table ${newTable.name}`, up: newTable.createStatement, down: `DROP TABLE IF EXISTS ${newTable.name} CASCADE;` }); }
// Step 2: Create views for backward compatibility steps.push({ name: 'Create compatibility view', up: ` CREATE OR REPLACE VIEW ${this.tableName}_compat AS SELECT ${newTables.map(t => t.columns.map(c => `${t.alias}.${c}`).join(', ')).join(',\n ')} FROM ${newTables[0].name} ${newTables[0].alias} ${newTables.slice(1).map(t => ` JOIN ${t.name} ${t.alias} ON ${t.alias}.${t.joinColumn} = ${newTables[0].alias}.id `).join('')}; `, down: `DROP VIEW IF EXISTS ${this.tableName}_compat;` });
// Step 3: Create instead-of triggers steps.push({ name: 'Create write triggers', up: ` CREATE OR REPLACE FUNCTION ${this.tableName}_insert_trigger() RETURNS TRIGGER AS $$ DECLARE ${newTables.map(t => `${t.name}_id INTEGER;`).join('\n ')} BEGIN -- Insert into split tables ${newTables.map((t, i) => ` INSERT INTO ${t.name} (${t.columns.join(', ')}) VALUES (${t.columns.map(c => `NEW.${c}`).join(', ')}) RETURNING id INTO ${t.name}_id; `).join('\n')}
RETURN NEW; END; $$ LANGUAGE plpgsql;
CREATE TRIGGER ${this.tableName}_instead_insert INSTEAD OF INSERT ON ${this.tableName}_compat FOR EACH ROW EXECUTE FUNCTION ${this.tableName}_insert_trigger(); `, down: ` DROP TRIGGER IF EXISTS ${this.tableName}_instead_insert ON ${this.tableName}_compat; DROP FUNCTION IF EXISTS ${this.tableName}_insert_trigger(); ` });
return steps; }
async getColumnType(columnName) { const result = await this.client.query(` SELECT data_type, character_maximum_length, numeric_precision, numeric_scale FROM information_schema.columns WHERE table_name = $1 AND column_name = $2 `, [this.tableName, columnName]);
const col = result.rows[0]; if (col.character_maximum_length) { return `${col.data_type}(${col.character_maximum_length})`; } else if (col.numeric_precision) { return `${col.data_type}(${col.numeric_precision},${col.numeric_scale})`; } return col.data_type; }}
Data Migration Patterns
Section titled “Data Migration Patterns”Complex Data Transformations
Section titled “Complex Data Transformations”> Create a data migration to:> - Normalize denormalized data into proper tables> - Merge duplicate records intelligently> - Transform legacy formats to new structure> - Preserve data integrity and relationships
class DataMigration { constructor(client) { this.client = client; this.batchSize = 1000; }
// Normalize denormalized data async normalizeDenormalizedData() { console.log('Starting data normalization...');
// Example: Extract addresses from users table await this.client.query('BEGIN');
try { // Create addresses table await this.client.query(` CREATE TABLE IF NOT EXISTS addresses ( id SERIAL PRIMARY KEY, street_address VARCHAR(255), city VARCHAR(100), state VARCHAR(50), postal_code VARCHAR(20), country VARCHAR(2), created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP, UNIQUE(street_address, city, state, postal_code, country) ); `);
// Create user_addresses junction table await this.client.query(` CREATE TABLE IF NOT EXISTS user_addresses ( user_id INTEGER REFERENCES users(id), address_id INTEGER REFERENCES addresses(id), address_type VARCHAR(20) DEFAULT 'primary', is_primary BOOLEAN DEFAULT false, created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP, PRIMARY KEY (user_id, address_id, address_type) ); `);
// Migrate addresses in batches let offset = 0; let hasMore = true;
while (hasMore) { const users = await this.client.query(` SELECT id, street_address, city, state, postal_code, country FROM users WHERE street_address IS NOT NULL ORDER BY id LIMIT $1 OFFSET $2 `, [this.batchSize, offset]);
if (users.rows.length === 0) { hasMore = false; break; }
for (const user of users.rows) { // Insert or get address const addressResult = await this.client.query(` INSERT INTO addresses (street_address, city, state, postal_code, country) VALUES ($1, $2, $3, $4, $5) ON CONFLICT (street_address, city, state, postal_code, country) DO UPDATE SET street_address = EXCLUDED.street_address RETURNING id `, [user.street_address, user.city, user.state, user.postal_code, user.country]);
// Link to user await this.client.query(` INSERT INTO user_addresses (user_id, address_id, address_type, is_primary) VALUES ($1, $2, 'primary', true) ON CONFLICT DO NOTHING `, [user.id, addressResult.rows[0].id]); }
console.log(`Processed ${offset + users.rows.length} users...`); offset += this.batchSize; }
// Add foreign key to users table await this.client.query(` ALTER TABLE users ADD COLUMN primary_address_id INTEGER REFERENCES addresses(id); `);
// Update primary address reference await this.client.query(` UPDATE users u SET primary_address_id = ( SELECT address_id FROM user_addresses ua WHERE ua.user_id = u.id AND ua.is_primary = true LIMIT 1 ); `);
await this.client.query('COMMIT'); console.log('Data normalization completed successfully');
} catch (error) { await this.client.query('ROLLBACK'); throw error; } }
// Merge duplicate records async mergeDuplicates() { console.log('Starting duplicate merge...');
// Find duplicates by email const duplicates = await this.client.query(` WITH duplicate_groups AS ( SELECT email, array_agg(id ORDER BY created_at ASC) as user_ids, array_agg(created_at ORDER BY created_at ASC) as created_dates, COUNT(*) as duplicate_count FROM users WHERE deleted_at IS NULL GROUP BY email HAVING COUNT(*) > 1 ) SELECT * FROM duplicate_groups ORDER BY duplicate_count DESC `);
console.log(`Found ${duplicates.rows.length} duplicate groups`);
await this.client.query('BEGIN');
try { for (const group of duplicates.rows) { const [primaryId, ...duplicateIds] = group.user_ids;
console.log(`Merging ${duplicateIds.length} duplicates into user ${primaryId}`);
// Merge strategy: Keep oldest account, merge data from others await this.mergeUserData(primaryId, duplicateIds); }
await this.client.query('COMMIT'); console.log('Duplicate merge completed successfully');
} catch (error) { await this.client.query('ROLLBACK'); throw error; } }
async mergeUserData(primaryId, duplicateIds) { // Merge orders await this.client.query(` UPDATE orders SET user_id = $1 WHERE user_id = ANY($2::int[]) `, [primaryId, duplicateIds]);
// Merge addresses (avoiding duplicates) await this.client.query(` INSERT INTO user_addresses (user_id, address_id, address_type, is_primary) SELECT $1, address_id, address_type, false FROM user_addresses WHERE user_id = ANY($2::int[]) ON CONFLICT DO NOTHING `, [primaryId, duplicateIds]);
// Merge profile data (keep non-null values) const profiles = await this.client.query(` SELECT * FROM users WHERE id = ANY($1::int[]) ORDER BY created_at DESC `, [[primaryId, ...duplicateIds]]);
const mergedProfile = this.mergeProfiles(profiles.rows);
await this.client.query(` UPDATE users SET first_name = COALESCE($2, first_name), last_name = COALESCE($3, last_name), phone = COALESCE($4, phone), bio = COALESCE($5, bio), preferences = COALESCE($6, preferences) WHERE id = $1 `, [ primaryId, mergedProfile.first_name, mergedProfile.last_name, mergedProfile.phone, mergedProfile.bio, mergedProfile.preferences ]);
// Soft delete duplicates await this.client.query(` UPDATE users SET deleted_at = CURRENT_TIMESTAMP, deleted_by = $1, email = email || '_deleted_' || id WHERE id = ANY($2::int[]) `, [primaryId, duplicateIds]);
// Create audit log await this.client.query(` INSERT INTO audit_logs (table_name, record_id, action, user_id, changes, metadata) VALUES ('users', $1, 'merge', $1, $2, $3) `, [ primaryId, JSON.stringify({ merged_ids: duplicateIds }), JSON.stringify({ reason: 'duplicate_email_merge', duplicate_count: duplicateIds.length }) ]); }
mergeProfiles(profiles) { const merged = {};
// Priority: non-null values from newest to oldest const fields = ['first_name', 'last_name', 'phone', 'bio'];
for (const field of fields) { for (const profile of profiles) { if (profile[field] && !merged[field]) { merged[field] = profile[field]; break; } } }
// Merge JSON preferences merged.preferences = {}; for (const profile of profiles.reverse()) { if (profile.preferences) { merged.preferences = { ...merged.preferences, ...profile.preferences }; } }
return merged; }
// Transform legacy formats async transformLegacyData() { console.log('Starting legacy data transformation...');
// Example: Transform old JSON structure to new normalized structure const legacyRecords = await this.client.query(` SELECT id, legacy_data FROM legacy_table WHERE migrated = false ORDER BY id `);
const transformer = new LegacyDataTransformer();
await this.client.query('BEGIN');
try { for (const record of legacyRecords.rows) { const transformed = transformer.transform(record.legacy_data);
// Insert into new structure await this.insertTransformedData(transformed);
// Mark as migrated await this.client.query(` UPDATE legacy_table SET migrated = true, migrated_at = CURRENT_TIMESTAMP WHERE id = $1 `, [record.id]); }
await this.client.query('COMMIT'); console.log('Legacy data transformation completed');
} catch (error) { await this.client.query('ROLLBACK'); throw error; } }}
class LegacyDataTransformer { transform(legacyData) { // Example transformation logic const transformed = { user: { email: legacyData.email || legacyData.user_email, name: this.parseName(legacyData.name || legacyData.full_name), created_at: this.parseDate(legacyData.date_created || legacyData.created) }, profile: { bio: legacyData.description || legacyData.about, avatar_url: this.normalizeUrl(legacyData.avatar || legacyData.profile_image), preferences: this.parsePreferences(legacyData.settings || {}) }, addresses: this.parseAddresses(legacyData.addresses || legacyData.locations || []) };
return transformed; }
parseName(nameString) { if (!nameString) return { first_name: null, last_name: null };
const parts = nameString.trim().split(/\s+/); if (parts.length === 1) { return { first_name: parts[0], last_name: null }; }
return { first_name: parts[0], last_name: parts.slice(1).join(' ') }; }
parseDate(dateValue) { if (!dateValue) return null;
// Handle various legacy date formats const date = new Date(dateValue); return isNaN(date.getTime()) ? null : date.toISOString(); }
normalizeUrl(url) { if (!url) return null;
// Add protocol if missing if (!url.match(/^https?:\/\//)) { url = 'https://' + url; }
try { new URL(url); // Validate return url; } catch { return null; } }
parsePreferences(settings) { // Transform old settings structure to new preferences return { notifications: { email: settings.email_notifications !== false, push: settings.push_notifications === true, sms: settings.sms_notifications === true }, privacy: { profile_visible: settings.public_profile !== false, show_email: settings.show_email === true }, theme: settings.theme || 'light' }; }
parseAddresses(addresses) { if (!Array.isArray(addresses)) { addresses = [addresses].filter(Boolean); }
return addresses.map((addr, index) => ({ street_address: addr.street || addr.address1, city: addr.city, state: addr.state || addr.province, postal_code: addr.zip || addr.postal_code, country: addr.country || 'US', is_primary: index === 0 })); }}
Framework Migrations
Section titled “Framework Migrations”Major Version Upgrades
Section titled “Major Version Upgrades”> Migrate our application from:> - React 17 to React 18 with concurrent features> - Express 4 to Express 5> - Webpack 4 to Webpack 5> Include codemods, compatibility fixes, and testing
class FrameworkMigration { constructor(projectPath) { this.projectPath = projectPath; }
// React 17 to 18 Migration async migrateReact17to18() { const steps = [];
// Step 1: Update dependencies steps.push({ name: 'Update React packages', command: ` npm update react@^18.0.0 react-dom@^18.0.0 npm update @types/react@^18.0.0 @types/react-dom@^18.0.0 --save-dev `, validation: async () => { const pkg = require(path.join(this.projectPath, 'package.json')); return pkg.dependencies.react.startsWith('18'); } });
// Step 2: Update ReactDOM.render calls steps.push({ name: 'Update root rendering', codemod: async () => { const files = await this.findFiles('**/*.{js,jsx,ts,tsx}');
for (const file of files) { let content = await fs.readFile(file, 'utf8'); let modified = false;
// Update ReactDOM.render to createRoot if (content.includes('ReactDOM.render')) { content = content.replace( /ReactDOM\.render\s*\(\s*<(.+?)\/>,\s*document\.getElementById\(['"](.+?)['"]\)\s*\)/g, (match, component, id) => { modified = true; return `const root = ReactDOM.createRoot(document.getElementById('${id}'));root.render(<${component}/>);`; } ); }
// Update hydrate to hydrateRoot if (content.includes('ReactDOM.hydrate')) { content = content.replace( /ReactDOM\.hydrate\s*\(\s*<(.+?)\/>,\s*document\.getElementById\(['"](.+?)['"]\)\s*\)/g, (match, component, id) => { modified = true; return `const root = ReactDOM.hydrateRoot(document.getElementById('${id}'), <${component}/>);`; } ); }
if (modified) { await fs.writeFile(file, content); console.log(`Updated: ${file}`); } } } });
// Step 3: Add Suspense boundaries steps.push({ name: 'Add Suspense boundaries for concurrent features', codemod: async () => { const componentFiles = await this.findFiles('**/components/**/*.{jsx,tsx}');
for (const file of componentFiles) { let content = await fs.readFile(file, 'utf8');
// Find lazy-loaded components if (content.includes('React.lazy')) { // Check if Suspense is already imported if (!content.includes('Suspense')) { content = content.replace( /import\s+React(.+?)from\s+['"]react['"]/, "import React$1, { Suspense } from 'react'" ); }
// Wrap lazy components with Suspense content = content.replace( /<(\w+)\s+\/>/g, (match, component) => { if (content.includes(`const ${component} = React.lazy`)) { return `<Suspense fallback={<div>Loading...</div>}> ${match}</Suspense>`; } return match; } );
await fs.writeFile(file, content); } } } });
// Step 4: Update StrictMode usage steps.push({ name: 'Update StrictMode for React 18', notes: `React 18's StrictMode has additional checks:- Components will remount in development- Effects will re-run- Update any code that relies on single mounting ` });
return steps; }
// Express 4 to 5 Migration async migrateExpress4to5() { const steps = [];
// Step 1: Update dependencies steps.push({ name: 'Update Express', command: 'npm install express@^5.0.0', validation: async () => { const pkg = require(path.join(this.projectPath, 'package.json')); return pkg.dependencies.express.startsWith('5'); } });
// Step 2: Update middleware steps.push({ name: 'Update removed middleware', codemod: async () => { const files = await this.findFiles('**/*.js');
for (const file of files) { let content = await fs.readFile(file, 'utf8'); let modified = false;
// Replace app.param with router.param if (content.includes('app.param')) { content = content.replace(/app\.param/g, 'router.param'); modified = true; }
// Update error handling if (content.includes('app.use(function(err')) { console.log(`Note: Error handlers in ${file} may need updating for Express 5`); }
if (modified) { await fs.writeFile(file, content); } } } });
// Step 3: Update removed methods steps.push({ name: 'Update deprecated methods', codemod: async () => { const replacements = { 'req.param()': 'req.params, req.body, or req.query', 'res.send(status)': 'res.sendStatus(status)', 'res.redirect(url, status)': 'res.redirect(status, url)' };
const files = await this.findFiles('**/routes/**/*.js');
for (const file of files) { let content = await fs.readFile(file, 'utf8'); let modified = false;
for (const [old, replacement] of Object.entries(replacements)) { if (content.includes(old)) { console.log(`Warning: ${file} uses ${old}, replace with ${replacement}`); modified = true; } }
if (modified) { // Add TODO comments content = '// TODO: Update for Express 5 compatibility\n' + content; await fs.writeFile(file, content); } } } });
return steps; }
// Webpack 4 to 5 Migration async migrateWebpack4to5() { const steps = [];
// Step 1: Update webpack and related packages steps.push({ name: 'Update Webpack packages', command: ` npm install webpack@^5.0.0 webpack-cli@^4.0.0 webpack-dev-server@^4.0.0 npm install html-webpack-plugin@^5.0.0 mini-css-extract-plugin@^2.0.0 ` });
// Step 2: Update webpack configuration steps.push({ name: 'Update webpack.config.js', codemod: async () => { const configPath = path.join(this.projectPath, 'webpack.config.js'); let config = await fs.readFile(configPath, 'utf8');
// Update node polyfills if (config.includes('node:')) { config = config.replace( /node:\s*{[^}]+}/, `node: false // Node polyfills removed in Webpack 5` );
// Add fallbacks if needed config = config.replace( /module\.exports\s*=\s*{/, `module.exports = { resolve: { fallback: { "path": require.resolve("path-browserify"), "fs": false, "crypto": require.resolve("crypto-browserify"), "stream": require.resolve("stream-browserify"), "buffer": require.resolve("buffer/") } },` ); }
// Update asset modules config = config.replace( /file-loader|url-loader/g, 'asset/resource' );
// Update optimization if (!config.includes('optimization')) { config = config.replace( /module\.exports\s*=\s*{/, `module.exports = { optimization: { usedExports: true, sideEffects: false, splitChunks: { chunks: 'all', cacheGroups: { vendor: { test: /[\\/]node_modules[\\/]/, name: 'vendors', priority: 10 } } } },` ); }
await fs.writeFile(configPath, config); } });
// Step 3: Update imports steps.push({ name: 'Update dynamic imports', codemod: async () => { const files = await this.findFiles('**/*.{js,jsx,ts,tsx}');
for (const file of files) { let content = await fs.readFile(file, 'utf8');
// Update magic comments content = content.replace( /\/\*\s*webpackChunkName:\s*"([^"]+)"\s*\*\//g, '/* webpackChunkName: "$1", webpackPrefetch: true */' );
await fs.writeFile(file, content); } } });
return steps; }
async findFiles(pattern) { const glob = require('glob'); return new Promise((resolve, reject) => { glob(pattern, { cwd: this.projectPath }, (err, files) => { if (err) reject(err); else resolve(files.map(f => path.join(this.projectPath, f))); }); }); }}
Version Control Integration
Section titled “Version Control Integration”Migration Branching Strategy
Section titled “Migration Branching Strategy”> Create a Git workflow for safe migrations:> - Feature branches for each migration step> - Automated testing at each stage> - Rollback procedures> - Gradual rollout strategy
class MigrationGitWorkflow { constructor(repoPath) { this.repoPath = repoPath; this.git = simpleGit(repoPath); }
async createMigrationWorkflow(migrationName) { const workflow = { branches: [], pullRequests: [], rollbackPlan: [] };
// Create main migration branch const mainBranch = `migration/${migrationName}`; await this.git.checkoutBranch(mainBranch, 'main'); workflow.branches.push(mainBranch);
// Create step branches const steps = [ 'schema-changes', 'compatibility-layer', 'data-migration', 'code-updates', 'cleanup' ];
for (const step of steps) { const stepBranch = `${mainBranch}/${step}`; await this.git.checkoutBranch(stepBranch, mainBranch); workflow.branches.push(stepBranch);
// Create PR template workflow.pullRequests.push({ branch: stepBranch, target: mainBranch, title: `[${migrationName}] ${step}`, template: this.generatePRTemplate(step), checks: this.getRequiredChecks(step) }); }
// Create rollback branches for (const step of steps) { const rollbackBranch = `${mainBranch}/rollback-${step}`; workflow.rollbackPlan.push({ step, branch: rollbackBranch, procedure: this.generateRollbackProcedure(step) }); }
return workflow; }
generatePRTemplate(step) { return `## Migration Step: ${step}
### Changes- [ ] List all changes made in this step
### Testing- [ ] Unit tests pass- [ ] Integration tests pass- [ ] Migration tested on staging- [ ] Rollback tested
### Verification- [ ] Data integrity verified- [ ] Performance impact measured- [ ] No breaking changes for running systems
### Rollback PlanDescribe how to rollback this specific step if needed
### Dependencies- Previous steps that must be completed- Systems that need to be notified
### Monitoring- Metrics to watch during deployment- Alerts configured`; }
getRequiredChecks(step) { const baseChecks = [ 'ci/tests', 'ci/lint', 'ci/security' ];
const stepSpecificChecks = { 'schema-changes': ['db/migration-test', 'db/compatibility'], 'data-migration': ['data/integrity', 'data/performance'], 'code-updates': ['app/integration', 'app/smoke-tests'] };
return [ ...baseChecks, ...(stepSpecificChecks[step] || []) ]; }
generateRollbackProcedure(step) { const procedures = { 'schema-changes': `1. Run down migration: npm run migrate:down -- --step=schema-changes2. Deploy previous version of database schema3. Verify all applications can connect4. Check data integrity`, 'data-migration': `1. Stop data migration process2. Restore from backup taken before migration3. Or run reverse data migration script4. Verify data consistency`, 'code-updates': `1. Revert code deployment2. Clear caches3. Restart services4. Verify functionality` };
return procedures[step] || 'Standard rollback procedure'; }
async createMigrationTests() { const testFile = `// migration.test.jsconst { MigrationRunner } = require('./migration-runner');
describe('Migration: ${this.migrationName}', () => { let runner; let testDb;
beforeAll(async () => { testDb = await createTestDatabase(); runner = new MigrationRunner(testDb); });
afterAll(async () => { await testDb.close(); });
describe('Forward Migration', () => { test('should complete successfully', async () => { const result = await runner.migrate('up'); expect(result.success).toBe(true); expect(result.errors).toHaveLength(0); });
test('should maintain data integrity', async () => { const before = await testDb.query('SELECT COUNT(*) FROM users'); await runner.migrate('up'); const after = await testDb.query('SELECT COUNT(*) FROM users');
expect(after.rows[0].count).toBe(before.rows[0].count); });
test('should be idempotent', async () => { await runner.migrate('up'); const result = await runner.migrate('up'); expect(result.alreadyMigrated).toBe(true); }); });
describe('Rollback', () => { test('should rollback successfully', async () => { await runner.migrate('up'); const result = await runner.migrate('down'); expect(result.success).toBe(true); });
test('should restore original state', async () => { const snapshot = await createSnapshot(testDb); await runner.migrate('up'); await runner.migrate('down'); const restored = await createSnapshot(testDb);
expect(restored).toEqual(snapshot); }); });
describe('Performance', () => { test('should complete within time limit', async () => { const start = Date.now(); await runner.migrate('up'); const duration = Date.now() - start;
expect(duration).toBeLessThan(300000); // 5 minutes });
test('should not lock tables excessively', async () => { const locks = await monitorLocks(async () => { await runner.migrate('up'); });
expect(locks.maxDuration).toBeLessThan(1000); // 1 second }); });});`;
await fs.writeFile( path.join(this.repoPath, 'tests', 'migration.test.js'), testFile ); }}
Monitoring & Validation
Section titled “Monitoring & Validation”Migration Health Checks
Section titled “Migration Health Checks”> Create comprehensive monitoring for migrations:> - Pre-migration validation> - Real-time progress tracking> - Post-migration verification> - Performance impact analysis
class MigrationMonitor { constructor(config) { this.config = config; this.metrics = { startTime: null, endTime: null, rowsProcessed: 0, errors: [], warnings: [], performance: [] }; }
async preMigrationChecks() { const checks = { database: await this.checkDatabaseHealth(), diskSpace: await this.checkDiskSpace(), connections: await this.checkActiveConnections(), backup: await this.verifyBackup(), dependencies: await this.checkDependencies() };
const failed = Object.entries(checks) .filter(([_, result]) => !result.passed) .map(([name, result]) => ({ name, ...result }));
if (failed.length > 0) { throw new Error(`Pre-migration checks failed: ${JSON.stringify(failed)}`); }
return checks; }
async checkDatabaseHealth() { try { // Check connection await this.config.db.query('SELECT 1');
// Check replication lag const lag = await this.config.db.query(` SELECT EXTRACT(EPOCH FROM (now() - pg_last_xact_replay_timestamp())) as lag_seconds `);
const lagSeconds = lag.rows[0]?.lag_seconds || 0;
return { passed: lagSeconds < 10, details: { replicationLag: lagSeconds } }; } catch (error) { return { passed: false, error: error.message }; } }
async checkDiskSpace() { const { execSync } = require('child_process'); const output = execSync('df -h /var/lib/postgresql').toString(); const lines = output.split('\n'); const dataLine = lines[1]; const usage = parseInt(dataLine.split(/\s+/)[4]);
return { passed: usage < 80, details: { diskUsagePercent: usage } }; }
startMigration(name) { this.metrics.startTime = Date.now(); this.metrics.name = name;
// Start monitoring this.monitoringInterval = setInterval(() => { this.collectMetrics(); }, 5000);
console.log(`Migration started: ${name}`); }
async collectMetrics() { // Collect database metrics const stats = await this.config.db.query(` SELECT (SELECT count(*) FROM pg_stat_activity) as connections, (SELECT count(*) FROM pg_stat_activity WHERE state = 'active') as active_queries, (SELECT count(*) FROM pg_locks WHERE granted = false) as waiting_locks, pg_database_size(current_database()) as database_size `);
this.metrics.performance.push({ timestamp: Date.now(), ...stats.rows[0] });
// Check for long-running queries const longQueries = await this.config.db.query(` SELECT pid, now() - pg_stat_activity.query_start AS duration, query FROM pg_stat_activity WHERE (now() - pg_stat_activity.query_start) > interval '5 minutes' AND state = 'active' `);
if (longQueries.rows.length > 0) { this.metrics.warnings.push({ type: 'long_running_query', timestamp: Date.now(), details: longQueries.rows }); } }
updateProgress(processed, total) { this.metrics.rowsProcessed = processed; this.metrics.totalRows = total;
const percentage = ((processed / total) * 100).toFixed(2); const elapsed = (Date.now() - this.metrics.startTime) / 1000; const rate = processed / elapsed; const eta = (total - processed) / rate;
console.log( `Progress: ${processed}/${total} (${percentage}%) - ` + `Rate: ${rate.toFixed(0)}/sec - ETA: ${this.formatTime(eta)}` ); }
recordError(error) { this.metrics.errors.push({ timestamp: Date.now(), message: error.message, stack: error.stack, context: error.context });
console.error(`Migration error: ${error.message}`); }
async finishMigration() { this.metrics.endTime = Date.now(); clearInterval(this.monitoringInterval);
// Run post-migration verification const verification = await this.postMigrationVerification();
// Generate report const report = this.generateReport(verification);
// Save report await this.saveReport(report);
return report; }
async postMigrationVerification() { const checks = { dataIntegrity: await this.verifyDataIntegrity(), constraints: await this.verifyConstraints(), indexes: await this.verifyIndexes(), performance: await this.verifyPerformance(), application: await this.verifyApplicationHealth() };
return checks; }
async verifyDataIntegrity() { // Run checksums or count validations const checks = [];
// Example: Verify row counts match if (this.config.validations?.rowCounts) { for (const [table, expectedCount] of Object.entries(this.config.validations.rowCounts)) { const result = await this.config.db.query( `SELECT COUNT(*) as count FROM ${table}` );
checks.push({ table, expected: expectedCount, actual: result.rows[0].count, passed: result.rows[0].count === expectedCount }); } }
return { passed: checks.every(c => c.passed), details: checks }; }
generateReport(verification) { const duration = this.metrics.endTime - this.metrics.startTime;
return { migration: this.metrics.name, status: this.metrics.errors.length === 0 ? 'SUCCESS' : 'FAILED', startTime: new Date(this.metrics.startTime).toISOString(), endTime: new Date(this.metrics.endTime).toISOString(), duration: this.formatTime(duration / 1000), rowsProcessed: this.metrics.rowsProcessed, errors: this.metrics.errors, warnings: this.metrics.warnings, verification, performance: { averageRate: this.metrics.rowsProcessed / (duration / 1000), peakConnections: Math.max(...this.metrics.performance.map(p => p.connections)), peakActiveQueries: Math.max(...this.metrics.performance.map(p => p.active_queries)) } }; }
formatTime(seconds) { const hours = Math.floor(seconds / 3600); const minutes = Math.floor((seconds % 3600) / 60); const secs = Math.floor(seconds % 60);
return `${hours}h ${minutes}m ${secs}s`; }
async saveReport(report) { const filename = `migration-report-${report.migration}-${Date.now()}.json`; await fs.writeFile(filename, JSON.stringify(report, null, 2)); console.log(`Report saved to: ${filename}`); }}
// Usage exampleasync function runMigrationWithMonitoring() { const monitor = new MigrationMonitor({ db: databaseConnection, validations: { rowCounts: { users: 10000, orders: 50000 } } });
try { // Pre-checks await monitor.preMigrationChecks();
// Start monitoring monitor.startMigration('add-user-roles');
// Run migration const migrator = new DatabaseMigrator(databaseConnection); await migrator.runMigration((progress, total) => { monitor.updateProgress(progress, total); });
// Finish and verify const report = await monitor.finishMigration();
if (report.status === 'SUCCESS') { console.log('Migration completed successfully!'); } else { console.error('Migration failed!', report.errors); }
} catch (error) { monitor.recordError(error); const report = await monitor.finishMigration(); throw error; }}
Related Lessons
Section titled “Related Lessons”Next Steps
Section titled “Next Steps”You’ve learned how to leverage Claude Code for comprehensive migration development and execution. The key is treating migrations as first-class code - thoroughly planned, carefully tested, and safely reversible. Build migrations that give you confidence to evolve your systems without fear.
Remember: The best migration is one you can run on Friday afternoon without losing sleep over the weekend. Use Claude Code to build migrations that are predictable, monitorable, and reversible, ensuring your data and systems evolve smoothly with your business needs.