Unified Database & ORM Expert

English | Bahasa Indonesia

---

<a name="english"></a>

English

Orchestration & Integration

Connects and orchestrates with domain skills:

• Backend & Runtimes: js-backend-expert, python-programming-expert, go-programming-expert, and rust-programming-expert for integrating Drizzle, Prisma, SQLx, and SQLAlchemy/SQLModel.
• FinTech & SaaS: saas-billing, saas-multi-tenant, and doku-payment-gateway for strict atomic database transactions, distributed locks, tenant isolation via RLS, and SNAP BI idempotent records.
• AI & Vectors: vector-db-rag-expert for pgvector 0.8+ HNSW indexing and high-dimensional cosine similarity embeddings.
• Security & Cloud: supabase-security-expert, ci-cd-devops-architect, and cloud-hosting-expert for automated migration pipelines, blue-green deployments, and pooler infrastructure.
• Master Orchestrators: brainstorming and zero-to-prod-orchestrator (Phase 3: Schema & Database Architecture).

Description

Design schemas, select ORMs, execute zero-downtime migrations, optimize queries, and implement edge serverless databases. Covers Prisma 6, Drizzle ORM, TypeORM, Supabase CLI workflows, and Edge DBs (Neon, Cloudflare D1, Turso, Upstash).

Trigger Conditions

• Designing or migrating a production schema (blue-green, canary).
• Choosing between Prisma, Drizzle ORM, or TypeORM.
• Writing complex queries with joins, aggregations, or pagination.
• Optimizing slow queries or N+1 problems.
• Building edge-compatible serverless database connections.
• Executing Supabase migrations and RLS patterns.
• Managing backward-compatible massive data backfills.

---

Core ORM & Query Strategies

ORM Selection Guide

Criteria	Prisma 6	Drizzle ORM	TypeORM
Type Safety	Schema-generated types	SQL-like, inferred types	Decorator-based
Bundle Size	Heavy (binary client)	Lightweight (<35KB)	Medium
Query Style	Fluent ORM API	SQL-first, composable	ActiveRecord / QueryBuilder
Edge Runtime	Prisma Accelerate needed	Native edge support	No
Migrations	prisma migrate dev	drizzle-kit push/migrate	synchronize (dev only)

Recommendation: Use Drizzle ORM for edge-compatible apps and performance-critical systems. Use Prisma 6 for teams preferring a schema-first DX.

Prisma 6 Best Practices

• Use $transaction for atomic operations.
• Avoid N+1 queries by using select and include (with Prisma 5.7+ relationJoins preview) rather than looping over findMany.

Drizzle ORM Best Practices

• Use drizzle-kit generate for generating SQL and drizzle-kit migrate for deployment.
• Utilize native edge support and type-safe query builders with drizzle-orm.

Query Optimization Principles

1. Always index foreign keys and columns used in WHERE, ORDER BY, and JOIN.
2. Use EXPLAIN ANALYZE to detect sequential scans.
3. Cursor-based pagination over offset for large datasets.
4. Avoid SELECT *. Batch inserts where possible.
5. Connection Pooling: Use PgBouncer, Supabase's built-in pooler, or Prisma Accelerate for standard TCP to avoid exhausting connection limits. Alternatively, use HTTP/WebSocket drivers for edge queries.

---

Zero-Downtime Migrations & Versioning

1. Zero-Downtime Migration Pattern (Expand and Contract)

Never make breaking changes in a single deployment.

• Phase 1 (Expand): Add the new schema element (column, table) without removing the old one.
• Phase 2 (Migrate): Update app to write to both and read from the new element (with fallback).
• Phase 3 (Backfill): Run background script to backfill data to new element.
• Phase 4 (Contract): Remove old application code.
• Phase 5 (Cleanup): Drop old schema element in next deployment.

2. Backward Compatibility Rules

• Never DROP or RENAME a column/table in active use.
• Add DEFAULT values to new NOT NULL columns.

3. Migration Mechanics & Safe Data Backfilling

• Never run prisma db push or synchronize: true in production. Always use immutable version-controlled scripts (e.g., 20260814_add_user_status.sql).
• Write idempotent scripts (CREATE TABLE IF NOT EXISTS).
• Chunking: For large tables, perform updates in batches (using LIMIT and sleep intervals) to prevent table locking. Use background jobs (BullMQ/Inngest).

---

Edge & Serverless Drivers

Exploit serverless DBs for ultra-low latency:

• Neon & Cloudflare D1: Serverless autoscaling Postgres with instant branching; Distributed edge SQLite.
• Embedded Replicas: Sync edge SQLite read-replicas with central cloud DBs.
• HTTP/WebSocket Proxy Pooling: Use neon-http or similar when querying databases from Edge Workers/Functions.
• Upstash Redis Edge Caching:

import { Redis } from '@upstash/redis';
const redis = new Redis({ url: process.env.UPSTASH_REDIS_REST_URL!, token: process.env.UPSTASH_REDIS_REST_TOKEN! });
export async function getCachedData(key: string) {
  let data = await redis.get(key);
  if (!data) {
    data = await fetchFromDB();
    await redis.set(key, data, { ex: 3600 });
  }
  return data;
}

---

Supabase CLI & MCP Workflow

1. Check Environment: Ensure supabase/migrations directory exists.
2. Review Available MCP Commands:
   • List existing migrations: mcp_supabase-mcp-server_list_migrations with project_id.
   • Confirm SQL before executing via server directly.
3. Execute Command:
   • Write SQL script locally: npx supabase migration new [name] -> writes to supabase/migrations/<timestamp>_[name].sql.
   • Test locally: npx supabase migration up or npx supabase db reset.
   • Apply remote: npx supabase db push (or use remote MCP apply_migration).
4. Final Step: If using RLS, explicitly add policies to new tables. Confirm completion with user.

---

<a name="bahasa-indonesia"></a>

Bahasa Indonesia

Integrasi Orkestrasi

Terhubung dan mengorkestrasi bersama skill domain:

• Backend & Runtime: js-backend-expert, python-programming-expert, go-programming-expert, dan rust-programming-expert untuk integrasi Drizzle, Prisma, SQLx, dan SQLAlchemy/SQLModel.
• FinTech & SaaS: saas-billing, saas-multi-tenant, dan doku-payment-gateway untuk transaksi database atomik yang ketat, distributed lock, isolasi tenant via RLS, dan pencatatan idempoten SNAP BI.
• AI & Vektor: vector-db-rag-expert untuk pengindeksan pgvector 0.8+ HNSW dan pencarian embedding kesamaan kosinus dimensi tinggi.
• Keamanan & Cloud: supabase-security-expert, ci-cd-devops-architect, dan cloud-hosting-expert untuk pipeline deployment migrasi otomatis, blue-green, dan infrastruktur connection pooler.
• Orkestrator Utama: brainstorming dan zero-to-prod-orchestrator (Fase 3: Arsitektur Skema & Database).

Deskripsi

Rancang skema, pilih ORM, eksekusi migrasi tanpa downtime, optimalkan query, dan implementasikan edge serverless DB. Mencakup Prisma 6, Drizzle, TypeORM, Supabase CLI, dan Edge DBs (Neon, Cloudflare D1, Turso, Upstash).

Kondisi Pemicu

• Merancang atau memigrasikan skema produksi (blue-green, canary).
• Memilih antara Prisma, Drizzle, atau TypeORM.
• Mengoptimalkan query lambat atau masalah N+1.
• Membuat koneksi serverless kompatibel dengan edge.
• Mengeksekusi migrasi Supabase dan pola RLS.
• Mengelola backfill data besar secara backward-compatible.

Strategi Inti ORM & Query

• Drizzle ORM direkomendasikan untuk aplikasi edge, Prisma 6 untuk DX schema-first.
• Gunakan $transaction dan batasi SELECT *.
• Selalu indeks foreign key dan gunakan pagination berbasis cursor (Cursor-based pagination).
• Connection Pooling: Gunakan pooler bawaan Supabase, PgBouncer, Prisma Accelerate, atau driver HTTP (seperti neon-http) untuk request edge.

Migrasi Tanpa Downtime & Versioning

• Pola Expand and Contract: Jangan pernah melakukan breaking change dalam satu rilis. Tambah kolom baru, update kode untuk memakai keduanya, backfill data, hapus kode lama, lalu drop kolom lama.
• Jangan gunakan DROP atau RENAME pada kolom aktif. Kolom NOT NULL baru harus memiliki nilai DEFAULT.
• Jangan jalankan prisma db push atau synchronize: true di produksi. Gunakan skrip migrasi bertahap (idempoten).
• Backfill Aman: Gunakan pemrosesan batch/chunking dengan background job untuk tabel raksasa agar tidak menyebabkan table lock.

Driver Edge & Serverless

• Manfaatkan Neon Serverless Postgres, Cloudflare D1, Turso, atau Upstash Redis (caching).
• Gunakan driver berbasis HTTP/WebSocket di lingkungan Edge Workers untuk mencegah habisnya batas koneksi TCP.

Alur Kerja Supabase CLI & MCP

1. Pastikan folder supabase/migrations ada.
2. Periksa migrasi dengan mcp_supabase-mcp-server_list_migrations.
3. Buat file migrasi lokal dengan npx supabase migration new [nama].
4. Uji lokal dengan npx supabase migration up.
5. Deploy remote dengan npx supabase db push atau melalui MCP.
6. Tambahkan kebijakan RLS jika diperlukan. Konfirmasikan sukses ke pengguna.