Convex Backend Patterns

94+ Convex modules power the backend. Real-time queries, mutations for writes, actions for LLM calls (10min limit). Normalized schema design (no nested documents).

Query/Mutation/Action Structure

Three function types:

// QUERY: Read-only, reactive, client-subscribable
export const getUser = query({
  args: { userId: v.id("users") },
  handler: async (ctx, args) => {
    return await ctx.db.get(args.userId);
  },
});

// MUTATION: Write operations, trigger re-renders
export const updateUser = mutation({
  args: { userId: v.id("users"), name: v.string() },
  handler: async (ctx, args) => {
    await ctx.db.patch(args.userId, { name: args.name });
  },
});

// ACTION: External APIs, LLM calls, long-running (up to 10min)
export const generateResponse = action({
  args: { conversationId: v.id("conversations"), modelId: v.string() },
  handler: async (ctx, args) => {
    // Call external API (Vercel AI Gateway)
    const result = await streamText({ model, messages });
    // Update DB via mutation
    await ctx.runMutation(internal.messages.create, { ... });
  },
});

When to use:

• Query: Real-time data fetch (conversations, messages, users)
• Mutation: DB writes (create message, update status)
• Action: LLM streaming, embeddings, external HTTP calls

TypeScript Recursion Workaround

With 94+ modules, TypeScript hits depth limits on

internal.*

and

api.*

types. Use

@ts-ignore

+ cast pattern:

// From convex/generation.ts line 100-110
const costBias = await (ctx.runQuery as any)(
  // @ts-ignore - TypeScript recursion limit with 94+ Convex modules
  api.users.getUserPreferenceByUserId,
  { userId: args.userId, key: "autoRouterCostBias" },
) as Promise<number | null>;

// From convex/chat.ts line 166-174
const conversationId = await ctx.runMutation(
  // @ts-ignore - TypeScript recursion limit with 85+ Convex modules
  internal.conversations.createInternal,
  {
    userId: user._id,
    model: modelsToUse[0],
    title: "New Chat",
  },
);

Pattern:

(ctx.runX as any)

+

@ts-ignore

on reference +

as ReturnType

. Bypasses parameter inference, keeps return type safety.

Auth Pattern (Defense-in-Depth)

Every query/mutation verifies user via internal helper:

// From convex/lib/userSync.ts (pattern)
export async function getCurrentUserOrCreate(ctx: MutationCtx) {
  const identity = await ctx.auth.getUserIdentity();
  if (!identity) throw new Error("Not authenticated");

  const user = await ctx.db
    .query("users")
    .withIndex("by_clerk_id", (q) => q.eq("clerkId", identity.subject))
    .first();

  if (!user) throw new Error("User not found");
  return user;
}

// Usage in mutations (from convex/chat.ts line 91)
const user = await getCurrentUserOrCreate(ctx);

Actions use internal queries:

// From convex/lib/helpers.ts line 30-41
export const getCurrentUser = internalQuery({
  args: {},
  handler: async (ctx): Promise<Doc<"users"> | null> => {
    const identity = await ctx.auth.getUserIdentity();
    if (!identity) return null;

    return await ctx.db
      .query("users")
      .withIndex("by_clerk_id", (q) => q.eq("clerkId", identity.subject))
      .first();
  },
});

// Called from actions
const user = await ctx.runQuery(internal.lib.helpers.getCurrentUser, {});

Normalized Schema Design

NO nested documents. Use junction tables for M:N relationships.

Bad (nested):

// ❌ DON'T DO THIS
defineTable("messages", {
  attachments: v.optional(v.array(v.object({
    name: v.string(),
    storageId: v.string(),
    size: v.number(),
  }))),
})

Good (normalized):

// ✅ From convex/schema.ts line 304-337
attachments: defineTable({
  messageId: v.id("messages"),
  conversationId: v.id("conversations"), // Denormalized for filtering
  userId: v.id("users"),
  type: v.union(v.literal("image"), v.literal("file"), v.literal("audio")),
  name: v.string(),
  storageId: v.id("_storage"),
  mimeType: v.string(),
  size: v.number(),
  createdAt: v.number(),
})
  .index("by_message", ["messageId"])
  .index("by_conversation", ["conversationId"])
  .index("by_user", ["userId"])

Junction tables for M:N:

// From convex/schema.ts line 552-560
projectConversations: defineTable({
  projectId: v.id("projects"),
  conversationId: v.id("conversations"),
  addedAt: v.number(),
  addedBy: v.id("users"),
})
  .index("by_project", ["projectId"])
  .index("by_conversation", ["conversationId"])
  .index("by_project_conversation", ["projectId", "conversationId"])

Benefits: 40% smaller docs, 10x faster cascade deletes, queryable relationships, no data drift.

Resilient Generation Pattern

LLM calls MUST survive page refresh. Use 10min actions + DB persistence.

Flow (from convex/chat.ts + generation.ts):

// 1. Pre-create message with status: "pending"
const assistantMessageId = await ctx.runMutation(internal.messages.create, {
  conversationId,
  userId: user._id,
  role: "assistant",
  content: "",
  status: "pending", // Not "generating" yet
  model,
});

// 2. Schedule action (non-blocking)
await ctx.scheduler.runAfter(0, internal.generation.generateResponse, {
  conversationId,
  existingMessageId: assistantMessageId,
  modelId,
  userId: user._id,
});

// 3. Action updates status → "generating" → streams to partialContent → "complete"
await ctx.runMutation(internal.messages.updateStatus, {
  messageId: assistantMessageId,
  status: "generating",
  generationStartedAt: Date.now(),
});

// 4. Stream updates DB periodically (every 500ms)
for await (const chunk of stream) {
  accumulatedContent += chunk;
  await ctx.runMutation(internal.messages.updatePartialContent, {
    messageId: assistantMessageId,
    partialContent: accumulatedContent,
  });
}

// 5. Finalize on complete
await ctx.runMutation(internal.messages.updateStatus, {
  messageId: assistantMessageId,
  status: "complete",
  content: finalContent,
  partialContent: undefined,
  generationCompletedAt: Date.now(),
});

Message states:

pending

|

generating

|

complete

|

stopped

|

error

Client subscribes:

const message = useQuery(api.messages.get, { id: messageId });
// Auto-updates as partialContent changes

On refresh: Client sees

partialContent

from DB, streaming continues server-side.

Index Requirements

Every foreign key needs index. Composite indexes for common queries.

// From convex/schema.ts line 282-301
messages: defineTable({ ... })
  .index("by_conversation", ["conversationId"])
  .index("by_user", ["userId"])
  .index("by_conversation_status", ["conversationId", "status"]) // Find generating messages
  .index("by_conversation_created", ["conversationId", "createdAt"]) // Ordered messages
  .vectorIndex("by_embedding", {
    vectorField: "embedding",
    dimensions: 1536,
    filterFields: ["conversationId", "userId"],
  })
  .searchIndex("search_content", {
    searchField: "content",
    filterFields: ["conversationId", "userId", "role"],
  })

Index types:

• Simple:

  ["userId"]

  - Foreign keys
• Composite:

  ["userId", "status"]

  - Filtered queries
• Vector: Semantic search (1536d embeddings)
• Search: Full-text search (Convex native)

Internal Helpers Pattern

Avoid type recursion by extracting helpers:

// From convex/lib/helpers.ts line 58-69
export const getConversationMessages = internalQuery({
  args: { conversationId: v.id("conversations") },
  handler: async (ctx, args): Promise<Doc<"messages">[]> => {
    return await ctx.db
      .query("messages")
      .withIndex("by_conversation", (q) =>
        q.eq("conversationId", args.conversationId))
      .order("asc")
      .collect();
  },
});

Usage in actions:

const messages = await ctx.runQuery(
  internal.lib.helpers.getConversationMessages,
  { conversationId }
);

All helpers:

getCurrentUser

,

getConversation

,

getConversationMessages

,

getMemoriesByIds

,

getMessage

,

getMessageAttachments

, etc.

Testing Patterns

Use

convex-test

with factories:

// From convex/__tests__/users.test.ts
import { convexTest } from "../../__tests__/testSetup";
import { createMockIdentity, createTestUserData } from "@/lib/test/factories";
import schema from "../schema";

it("returns user for authenticated identity", async () => {
  const t = convexTest(schema);
  const identity = createMockIdentity();

  await t.run(async (ctx) => {
    await ctx.db.insert("users", createTestUserData({
      clerkId: identity.subject,
      email: "test@example.com",
    }));
  });

  const asUser = t.withIdentity(identity);
  // @ts-ignore - Type instantiation too deep with 94+ Convex modules
  const result = await asUser.query(api.users.getCurrentUser, {});

  expect(result?.email).toBe("test@example.com");
});

Factories (

src/lib/test/factories.ts

):

• createMockIdentity()

  - Auth identity

• createTestUserData()

  - User record

• createTestConversationData()

  - Conversation

• createTestMessageData()

  - Message

Pattern:

t.run()

for DB setup,

t.withIdentity()

for auth context,

@ts-ignore

on type-deep queries.

Key Files

• convex/schema.ts

  - Normalized schema (1546 lines)

• convex/chat.ts

  - Message sending, regeneration

• convex/generation.ts

  - LLM streaming action (resilient)

• convex/lib/helpers.ts

  - Internal query helpers (avoid recursion)

• convex/__tests__/users.test.ts

  - Testing patterns

• convex/lib/userSync.ts

  - Auth helpers (getCurrentUserOrCreate)

• convex/messages.ts

  - Message mutations (status, partialContent)

Avoid

• Nested documents in schema (use junction tables)
• Client-only streaming (loses data on refresh)
• Direct

  ctx.runQuery(api.*)

  in actions without cast (type errors)
• Missing indexes on foreign keys (slow queries)
• Queries in actions without internal helper (type depth errors)
• Mutations for LLM calls (10s timeout, use actions)