Define and validate database schemas in Convex with proper typing, index configuration, optional fields, unions, and strategies for schema migrations. Before implementing, do not assume; fetch the latest documentation: - Primary: [https://docs.convex.dev/database/schemas](https://docs.convex.dev/database/schemas)
// convex/schema.ts import { defineSchema, defineTable } from "convex/server"; import { v } from "convex/values"; export default defineSchema({ users: defineTable({ name: v.string(), email: v.string(), avatarUrl: v.optional(v.string()), createdAt: v.number(), }), tasks: defineTable({ title: v.string(), description: v.optional(v.string()), completed: v.boolean(), userId: v.id("users"), priority: v.union( v.literal("low"), v.literal("medium"), v.literal("high") ), }), });
v.string()string"hello"v.number()number42, 3.14v.boolean()booleantrue, falsev.null()nullnullv.int64()bigint9007199254740993nv.bytes()ArrayBufferv.id("table")Id<"table">v.array(v)T[][1, 2, 3]v.object({}){ ... }{ name: "..." }v.optional(v)T | undefinedv.union(...)T1 | T2v.literal(x)"x"v.any()anyv.record(k, v)Record<K, V>export default defineSchema({ messages: defineTable({ channelId: v.id("channels"), authorId: v.id("users"), content: v.string(), sentAt: v.number(), }) // Single field index .index("by_channel", ["channelId"]) // Compound index .index("by_channel_and_author", ["channelId", "authorId"]) // Index for sorting .index("by_channel_and_time", ["channelId", "sentAt"]), // Full-text search index articles: defineTable({ title: v.string(), body: v.string(), category: v.string(), }) .searchIndex("search_content", { searchField: "body", filterFields: ["category"], }), }); `### Complex Types` export default defineSchema({ // Nested objects profiles: defineTable({ userId: v.id("users"), settings: v.object({ theme: v.union(v.literal("light"), v.literal("dark")), notifications: v.object({ email: v.boolean(), push: v.boolean(), }), }), }), // Arrays of objects orders: defineTable({ customerId: v.id("users"), items: v.array(v.object({ productId: v.id("products"), quantity: v.number(), price: v.number(), })), status: v.union( v.literal("pending"), v.literal("processing"), v.literal("shipped"), v.literal("delivered") ), }), // Record type for dynamic keys analytics: defineTable({ date: v.string(), metrics: v.record(v.string(), v.number()), }), }); `### Discriminated Unions` export default defineSchema({ events: defineTable( v.union( v.object({ type: v.literal("user_signup"), userId: v.id("users"), email: v.string(), }), v.object({ type: v.literal("purchase"), userId: v.id("users"), orderId: v.id("orders"), amount: v.number(), }), v.object({ type: v.literal("page_view"), sessionId: v.string(), path: v.string(), }) ) ).index("by_type", ["type"]), }); `### Optional vs Nullable Fields` export default defineSchema({ items: defineTable({ // Optional: field may not exist description: v.optional(v.string()), // Nullable: field exists but can be null deletedAt: v.union(v.number(), v.null()), // Optional and nullable notes: v.optional(v.union(v.string(), v.null())), }), });
export default defineSchema({ posts: defineTable({ authorId: v.id("users"), categoryId: v.id("categories"), publishedAt: v.number(), status: v.string(), }) // Good: descriptive names .index("by_author", ["authorId"]) .index("by_author_and_category", ["authorId", "categoryId"]) .index("by_category_and_status", ["categoryId", "status"]) .index("by_status_and_published", ["status", "publishedAt"]), });
// Before users: defineTable({ name: v.string(), email: v.string(), }) // After - add as optional first users: defineTable({ name: v.string(), email: v.string(), avatarUrl: v.optional(v.string()), // New optional field }) `#### Backfilling Data` // convex/migrations.ts import { internalMutation } from "./_generated/server"; import { v } from "convex/values"; export const backfillAvatars = internalMutation({ args: {}, returns: v.number(), handler: async (ctx) => { const users = await ctx.db .query("users") .filter((q) => q.eq(q.field("avatarUrl"), undefined)) .take(100); for (const user of users) { await ctx.db.patch(user._id, { avatarUrl: `https://api.dicebear.com/7.x/initials/svg?seed=${user.name}`, }); } return users.length; }, }); `#### Making Optional Fields Required` // Step 1: Backfill all null values // Step 2: Update schema to required users: defineTable({ name: v.string(), email: v.string(), avatarUrl: v.string(), // Now required after backfill })
// convex/schema.ts import { defineSchema, defineTable } from "convex/server"; import { v } from "convex/values"; export default defineSchema({ users: defineTable({ email: v.string(), name: v.string(), role: v.union(v.literal("customer"), v.literal("admin")), createdAt: v.number(), }) .index("by_email", ["email"]) .index("by_role", ["role"]), products: defineTable({ name: v.string(), description: v.string(), price: v.number(), category: v.string(), inventory: v.number(), isActive: v.boolean(), }) .index("by_category", ["category"]) .index("by_active_and_category", ["isActive", "category"]) .searchIndex("search_products", { searchField: "name", filterFields: ["category", "isActive"], }), orders: defineTable({ userId: v.id("users"), items: v.array(v.object({ productId: v.id("products"), quantity: v.number(), priceAtPurchase: v.number(), })), total: v.number(), status: v.union( v.literal("pending"), v.literal("paid"), v.literal("shipped"), v.literal("delivered"), v.literal("cancelled") ), shippingAddress: v.object({ street: v.string(), city: v.string(), state: v.string(), zip: v.string(), country: v.string(), }), createdAt: v.number(), updatedAt: v.number(), }) .index("by_user", ["userId"]) .index("by_user_and_status", ["userId", "status"]) .index("by_status", ["status"]), reviews: defineTable({ productId: v.id("products"), userId: v.id("users"), rating: v.number(), comment: v.optional(v.string()), createdAt: v.number(), }) .index("by_product", ["productId"]) .index("by_user", ["userId"]), }); `### Using Schema Types in Functions` // convex/products.ts import { query, mutation } from "./_generated/server"; import { v } from "convex/values"; import { Doc, Id } from "./_generated/dataModel"; // Use Doc type for full documents type Product = Doc<"products">; // Use Id type for references type ProductId = Id<"products">; export const get = query({ args: { productId: v.id("products") }, returns: v.union( v.object({ _id: v.id("products"), _creationTime: v.number(), name: v.string(), description: v.string(), price: v.number(), category: v.string(), inventory: v.number(), isActive: v.boolean(), }), v.null() ), handler: async (ctx, args): Promise<Product | null> => { return await ctx.db.get(args.productId); }, });
npx convex deploy unless explicitly instructed