supabase-postgres-best-practices
Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.
firebase-data-connect
Builds and deploys Firebase SQL Connect (aka Firebase Data Connect) backends with PostgreSQL securely. Use when designing schemas with tables and relations, writing authorized queries and mutations, configuring real-time data updates, or generating type-safe SDKs. Use when you need a relational database with Firebase, or when the user mentions SQL Connect or Data Connect.
Full skill instructions
Firebase SQL Connect is a relational database service using Cloud SQL for PostgreSQL with GraphQL schema, auto-generated queries/mutations, and type-safe SDKs.
[!NOTE] Product Rename: Firebase Data Connect was renamed to Firebase SQL Connect. All instructions, references, and examples in this skill repository referring to "Data Connect" or "Firebase Data Connect" apply to "SQL Connect" and "Firebase SQL Connect" as well.
dataconnect/
├── dataconnect.yaml # Service configuration
├── seed_data.gql # LOCAL ONLY — prototype/test data
├── schema/
│ └── schema.gql # Data model (types with @table)
└── connector/
├── connector.yaml # Connector config + SDK generation
├── queries.gql # Queries
└── mutations.gql # Mutations
Rely on these two mechanisms to ensure project correctness:
.dataconnect/schema/main/).npx -y firebase-tools@latest dataconnect:compile against the schema.Always default to Native GraphQL. Native SQL lacks type safety and bypasses schema-enforced structures. Only use Native SQL when the user explicitly requests it or when the task requires advanced database features.
| Strategy | When to use | Implementation |
|---|---|---|
| Native GraphQL (Default) | Almost all use cases. Standard CRUD, basic filtering/sorting, simple relational joins. Requires full type safety. | Auto-generated fields (movie_insert, movies). Strong typing and schema enforcement. |
| Native SQL (Advanced) | PostgreSQL extensions (e.g., PostGIS), window functions (RANK()), complex aggregations, or highly tuned sub-queries. | Raw SQL string literals via _select, _execute, etc. Requires strict positional parameters ($1). No type safety. |
Follow this strict workflow to build your application. You must read the linked reference files for each step to understand the syntax and available features.
schema/schema.gql)Define your GraphQL types, tables, and relationships (which map to a Postgres schema).
Read reference/schema.md for:
@table,@col,@default- Relationships (
@ref, one-to-many, many-to-many)- Data types (UUID, Vector, JSON, etc.)
connector/queries.gql, connector/mutations.gql)Write the queries and mutations your client will use, including authorization logic. SQL Connect is secure by default.
Read reference/operations.md for:
- Queries: Filtering (
where), Ordering (orderBy), Pagination (limit/offset).- Mutations: Create (
_insert), Update (_update), Delete (_delete).- Upserts: Use
_upsertto "insert or update" records (CRITICAL for user profiles).- Transactions: Use
@transactionfor multi-step atomic operations. Use_expr: "response.<prevStep>"to pass data between steps.Read reference/security.md for authorization:
@auth(level: ...)for PUBLIC, USER, or NO_ACCESS.@checkand@redactfor row-level security and validation.Read reference/realtime.md for real-time subscriptions:
@refreshdirective for time-based polling and event-driven updates.- CEL conditions to scope refresh triggers precisely.
Read reference/native_sql.md for Native SQL operations:
- Embedding raw SQL with
_select,_selectFirst,_execute- Strict rules for positional parameters (
$1,$2), quoting, and CTEs- Advanced PostgreSQL features (PostGIS, Window Functions)
Generate type-safe code for your client platform.
Configure SDK generation in connector.yaml:
connectorId: my-connector
generate:
javascriptSdk:
outputDir: "../web-app/src/lib/dataconnect"
package: "@movie-app/dataconnect"
kotlinSdk:
outputDir: "../android-app/app/src/main/kotlin/com/example/dataconnect"
package: "com.example.dataconnect"
swiftSdk:
outputDir: "../ios-app/DataConnect"
Generate SDKs:
npx -y firebase-tools@latest dataconnect:sdk:generate
For platform-specific instructions on how to use the generated SDKs, read:
If you need to implement a specific feature, consult the mapped reference file:
| Feature | Reference File | Key Concepts |
|---|---|---|
| Data Modeling | reference/schema.md | @table, @unique, @index, Relations |
| Vector Search | reference/search.md | Vector, @col(dataType: "vector"), embeddings |
| Full-Text Search | reference/search.md | @searchable, movies_search |
| Upserting Data | reference/operations.md | _upsert mutations |
| Complex Filters | reference/operations.md | _or, _and, _not, eq, contains |
| Transactions | reference/operations.md | @transaction, response binding |
| Environment Config | reference/config.md | dataconnect.yaml, connector.yaml |
| Realtime Subscriptions | reference/realtime.md | @refresh, subscribe(), auto-refresh |
| Cloud Functions Integration | reference/cloud_functions.md | onMutationExecuted, triggering events |
| Data Seeding & Migrations | reference/data_seeding.md | seed_data.gql, _insertMany, Admin SDK bulk |
| Starter Templates | templates.md | CRUD, user-owned resources, many-to-many, SDK init |
Read reference/config.md for deep dive on configuration.
Follow these patterns based on your current task:
npx -y firebase-tools@latest init dataconnect.npx -y firebase-tools@latest emulators:start --only dataconnect.seed_data.gql. Read
reference/data_seeding.md.npx -y firebase-tools@latest dataconnect:compile or
npx -y firebase-tools@latest dataconnect:sdk:generate to validate them.npx -y firebase-tools@latest deploy --only dataconnect.For complete, working code examples of schemas and operations, see examples.md.
For ready-to-use starter templates (CRUD, user-owned resources, many-to-many, YAML configs, SDK init), see templates.md.
Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.
Step-by-step configuration guides for Prisma ORM across PostgreSQL, MySQL, SQLite, MongoDB, SQL Server, CockroachDB, and Prisma Postgres.
Complete Prisma Client API reference for model queries, CRUD operations, filtering, relations, and transactions.
Complete reference for Prisma CLI commands, options, and workflows across setup, migrations, and database operations.
prisma postgres
prisma driver adapter implementation
prisma upgrade v7
prisma postgres setup
Handles the full Supabase workflow from schema changes to deployment, with built-in security guardrails that catch common traps like RLS...
Comprehensive guides and best practices for Neon Serverless Postgres, covering setup, connection methods, authentication, and platform APIs.
>-
Guide for setting up and using Firebase Authentication. Use this skill when the user's app requires user sign-in, user management, or secure data access using auth rules.
Opus.ai: Revolutionize Your Web Experience
Build a no-code AI app in minutes.
An IDE for code migration from legacy to modern frameworks through coding agents.
Automate CGI animation in live-action scenes
Branded artistic QR-code concepts
Launch a website in seconds with AI.
Streamline Your Coding Experience with AI Code Helper
Convert any screenshot or design to clean code.