bkend-cookbook
SkillMediabkend.ai practical project tutorials and troubleshooting guide. Covers 4 full-guide projects (blog, recipe-app, shopping-mall, social-network) with step-by-step implementation patterns including schema design, architecture patterns, and AI prompt collections.
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bkend.ai practical project tutorials and troubleshooting guide
1. Projects Overview
| Project | Level | Tables | Frontend | Description |
|---|---|---|---|---|
| Blog | Beginner | 3 | Next.js | Personal blog with posts, comments, and user profiles |
| Recipe App | Intermediate | 5 | Next.js + Flutter | Cross-platform recipe sharing with categories and favorites |
| Shopping Mall | Intermediate | 4 | Next.js | E-commerce with products, orders, and state machine workflow |
| Social Network | Beginner | 5 | Flutter | Social feed with posts, comments, likes, and follow system |
Choosing a Project
- First time with bkend? Start with Blog -- minimal tables, straightforward CRUD.
- Want cross-platform? Pick Recipe App -- covers both web and mobile patterns.
- Need transactional logic? Go with Shopping Mall -- order state machine and payment flow.
- Building a mobile-first app? Try Social Network -- Flutter-native with feed algorithms.
2. Blog Project
Level: Beginner | Tables: 3 | Frontend: Next.js | Time: ~2 hours
2.1 Schema Design (3 Tables)
users
| Column | Type | Required | Description |
|---|---|---|---|
| name | string | Yes | Display name |
| string | Yes | Unique email address | |
| avatar | string | No | Profile image URL |
posts
| Column | Type | Required | Description |
|---|---|---|---|
| title | string | Yes | Post title |
| content | string | Yes | Post body (Markdown supported) |
| authorId | string | Yes | Reference to users table |
| status | string | Yes | draft or published |
| tags | array | No | List of tag strings |
comments
| Column | Type | Required | Description |
|---|---|---|---|
| content | string | Yes | Comment body |
| postId | string | Yes | Reference to posts table |
| authorId | string | Yes | Reference to users table |
2.2 Quick Start (5 Minutes)
Step 1: Create the Project
Use the bkend Console or MCP tool to create a new project named my-blog.
> Create a new project called "my-blog"
Step 2: Create Tables
Create the three tables with the schemas defined above.
> Create a "users" table with columns: name (string, required), email (string, required), avatar (string)
> Create a "posts" table with columns: title (string, required), content (string, required), authorId (string, required), status (string, required), tags (array)
> Create a "comments" table with columns: content (string, required), postId (string, required), authorId (string, required)
Step 3: Test the API
# Create a user
curl -X POST https://api-client.bkend.ai/v1/data/users \
-H "Content-Type: application/json" \
-H "X-Project-Id: <your-project-id>" \
-H "X-Environment: dev" \
-H "X-API-Key: <your-api-key>" \
-d '{"name": "Alice", "email": "alice@example.com"}'
# Create a post
curl -X POST https://api-client.bkend.ai/v1/data/posts \
-H "Content-Type: application/json" \
-H "X-Project-Id: <your-project-id>" \
-H "X-Environment: dev" \
-H "X-API-Key: <your-api-key>" \
-d '{"title": "Hello World", "content": "My first post!", "authorId": "<user-id>", "status": "published", "tags": ["intro"]}'
# List all published posts
curl "https://api-client.bkend.ai/v1/data/posts?filter=%7B%22status%22%3A%22published%22%7D" \
-H "X-Project-Id: <your-project-id>" \
-H "X-Environment: dev" \
-H "X-API-Key: <your-api-key>"
2.3 AI Prompt Collection
Use these prompts with Gemini CLI or Claude Code to accelerate development:
Schema & Data:
> Create a blog schema with users, posts, and comments tables
> Add 5 sample blog posts with different tags and statuses
> Query all published posts sorted by newest first
> Find posts tagged with "tutorial" by author Alice
Frontend:
> Generate a Next.js blog layout with header, sidebar, and post list
> Create a Markdown editor component for writing blog posts
> Build a comment section with nested replies
> Add tag filtering to the blog post list page
API Integration:
> Create a bkendFetch wrapper for the blog API
> Build TanStack Query hooks for posts CRUD operations
> Add optimistic update for the comment submission form
> Implement infinite scroll pagination for the post feed
3. Recipe App Project
Level: Intermediate | Tables: 5 | Frontend: Next.js + Flutter | Time: ~4 hours
3.1 Schema Design (5 Tables)
users
| Column | Type | Required | Description |
|---|---|---|---|
| name | string | Yes | Display name |
| string | Yes | Unique email address | |
| avatar | string | No | Profile image URL |
| bio | string | No | Short biography |
recipes
| Column | Type | Required | Description |
|---|---|---|---|
| title | string | Yes | Recipe name |
| description | string | Yes | Short summary |
| instructions | string | Yes | Step-by-step cooking instructions |
| authorId | string | Yes | Reference to users table |
| categoryId | string | Yes | Reference to categories table |
| cookTime | int | No | Cooking time in minutes |
| servings | int | No | Number of servings |
| imageUrl | string | No | Main recipe image |
ingredients
| Column | Type | Required | Description |
|---|---|---|---|
| recipeId | string | Yes | Reference to recipes table |
| name | string | Yes | Ingredient name |
| quantity | string | Yes | Amount (e.g., "2 cups") |
| unit | string | No | Measurement unit |
| order | int | Yes | Display order |
categories
| Column | Type | Required | Description |
|---|---|---|---|
| name | string | Yes | Category name (e.g., "Italian", "Dessert") |
| slug | string | Yes | URL-friendly identifier |
| icon | string | No | Emoji or icon identifier |
favorites
| Column | Type | Required | Description |
|---|---|---|---|
| userId | string | Yes | Reference to users table |
| recipeId | string | Yes | Reference to recipes table |
3.2 Architecture
Web (Next.js):
Stack: Next.js App Router + TanStack Query + Zustand
- Next.js App Router -- file-based routing with server components
- TanStack Query -- server state management, caching, and background refetching
- Zustand -- lightweight client state (UI state, filters, modals)
Mobile (Flutter):
Stack: Flutter + Dio + Riverpod
- Flutter -- cross-platform UI framework
- Dio -- HTTP client with interceptor support
- Riverpod -- state management with dependency injection
3.3 AI Prompt Collection
> Create the recipe app schema with users, recipes, ingredients, categories, and favorites
> Build a recipe card grid component with image, title, and cook time
> Implement category-based filtering with a sidebar navigation
> Create a favorites toggle button with optimistic update
> Generate a Flutter recipe detail screen with ingredient checklist
4. Shopping Mall Project
Level: Intermediate | Tables: 4 | Frontend: Next.js | Time: ~5 hours
4.1 Schema Design (4 Tables)
users
| Column | Type | Required | Description |
|---|---|---|---|
| name | string | Yes | Display name |
| string | Yes | Unique email address | |
| address | object | No | Shipping address object |
| phone | string | No | Contact phone number |
products
| Column | Type | Required | Description |
|---|---|---|---|
| name | string | Yes | Product name |
| description | string | Yes | Product description |
| price | int | Yes | Price in cents (to avoid floating point issues) |
| stock | int | Yes | Available inventory count |
| category | string | Yes | Product category |
| imageUrls | array | No | List of product image URLs |
| isActive | bool | Yes | Whether the product is listed |
orders
| Column | Type | Required | Description |
|---|---|---|---|
| userId | string | Yes | Reference to users table |
| status | string | Yes | Order status (see state machine below) |
| totalAmount | int | Yes | Total price in cents |
| shippingAddress | object | Yes | Snapshot of delivery address |
| paymentMethod | string | No | Payment method identifier |
| paidAt | date | No | Timestamp of payment confirmation |
| shippedAt | date | No | Timestamp of shipment |
| deliveredAt | date | No | Timestamp of delivery |
order_items
| Column | Type | Required | Description |
|---|---|---|---|
| orderId | string | Yes | Reference to orders table |
| productId | string | Yes | Reference to products table |
| quantity | int | Yes | Number of items |
| unitPrice | int | Yes | Price per item at time of order (snapshot) |
| subtotal | int | Yes | quantity * unitPrice |
4.2 Order State Machine
+--> cancelled
|
draft --> pending --> paid --> shipped --> delivered --> completed
| |
+--> cancelled +--> cancelled
State Transitions:
| From | To | Trigger | Side Effect |
|---|---|---|---|
draft | pending | User submits order | Validate stock availability |
pending | paid | Payment confirmed | Deduct stock, record paidAt |
pending | cancelled | Payment timeout / user cancels | Release reserved stock |
paid | shipped | Admin ships order | Record shippedAt, generate tracking |
paid | cancelled | Admin cancels | Refund payment, restore stock |
shipped | delivered | Delivery confirmed | Record deliveredAt |
delivered | completed | Auto after 7 days or user confirms | Finalize order |
delivered | cancelled | Return / refund request | Process refund, restore stock |
Implementation Pattern:
// application/services/order-state-machine.ts
type OrderStatus =
| "draft"
| "pending"
| "paid"
| "shipped"
| "delivered"
| "completed"
| "cancelled";
const VALID_TRANSITIONS: Record<OrderStatus, OrderStatus[]> = {
draft: ["pending"],
pending: ["paid", "cancelled"],
paid: ["shipped", "cancelled"],
shipped: ["delivered"],
delivered: ["completed", "cancelled"],
completed: [],
cancelled: [],
};
export function canTransition(
currentStatus: OrderStatus,
nextStatus: OrderStatus
): boolean {
return VALID_TRANSITIONS[currentStatus]?.includes(nextStatus) ?? false;
}
export async function transitionOrder(
orderId: string,
nextStatus: OrderStatus
): Promise<void> {
const order = await bkendFetch(`/v1/data/orders/${orderId}`);
const current = order.data.status as OrderStatus;
if (!canTransition(current, nextStatus)) {
throw new Error(
`Invalid transition: ${current} -> ${nextStatus}`
);
}
const updates: Record<string, any> = { status: nextStatus };
if (nextStatus === "paid") updates.paidAt = new Date().toISOString();
if (nextStatus === "shipped") updates.shippedAt = new Date().toISOString();
if (nextStatus === "delivered") updates.deliveredAt = new Date().toISOString();
await bkendFetch(`/v1/data/orders/${orderId}`, {
method: "PUT",
body: JSON.stringify(updates),
});
}
4.3 AI Prompt Collection
> Create the shopping mall schema with users, products, orders, and order_items tables
> Build a product catalog page with grid view, filters, and sorting
> Implement a shopping cart with Zustand state management
> Create an order checkout flow with address form and payment step
> Build an admin dashboard for order management with status transitions
> Add stock validation before order submission
5. Social Network Project
Level: Beginner | Tables: 5 | Frontend: Flutter | Time: ~3 hours
5.1 Schema Design (5 Tables)
users
| Column | Type | Required | Description |
|---|---|---|---|
| name | string | Yes | Display name |
| string | Yes | Unique email address | |
| avatar | string | No | Profile image URL |
| bio | string | No | Short biography |
| followersCount | int | No | Counter cache for followers |
| followingCount | int | No | Counter cache for following |
posts
| Column | Type | Required | Description |
|---|---|---|---|
| content | string | Yes | Post text content |
| authorId | string | Yes | Reference to users table |
| imageUrls | array | No | Attached image URLs |
| likesCount | int | No | Counter cache for likes |
| commentsCount | int | No | Counter cache for comments |
comments
| Column | Type | Required | Description |
|---|---|---|---|
| content | string | Yes | Comment body |
| postId | string | Yes | Reference to posts table |
| authorId | string | Yes | Reference to users table |
likes
| Column | Type | Required | Description |
|---|---|---|---|
| postId | string | Yes | Reference to posts table |
| userId | string | Yes | Reference to users table |
follows
| Column | Type | Required | Description |
|---|---|---|---|
| followerId | string | Yes | User who follows |
| followingId | string | Yes | User being followed |
5.2 Feed Algorithm Pattern
The social feed displays posts from users that the current user follows, sorted by newest first.
Step 1: Get the list of users the current user follows
GET /v1/data/follows?filter={"followerId":"<current-user-id>"}&limit=100
Step 2: Extract the followingIds
const followingIds = followsData.data.map(
(f: { followingId: string }) => f.followingId
);
Step 3: Query posts from followed users
GET /v1/data/posts?filter={"authorId":{"$in":[...followingIds]}}&sort={"createdAt":-1}&limit=20
Complete Feed Implementation (Flutter + Riverpod):
// lib/features/feed/providers/feed_provider.dart
final feedProvider = FutureProvider.autoDispose<List<Post>>((ref) async {
final currentUserId = ref.read(authProvider).userId;
final client = ref.read(bkendClientProvider);
// Step 1: Get following list
final followsRes = await client.get('/v1/data/follows', queryParameters: {
'filter': '{"followerId":"$currentUserId"}',
'limit': '100',
});
final followingIds = (followsRes.data['data'] as List)
.map((f) => f['followingId'] as String)
.toList();
if (followingIds.isEmpty) return [];
// Step 2: Get posts from followed users
final idsJson = followingIds.map((id) => '"$id"').join(',');
final postsRes = await client.get('/v1/data/posts', queryParameters: {
'filter': '{"authorId":{"\$in":[$idsJson]}}',
'sort': '{"createdAt":-1}',
'limit': '20',
});
return (postsRes.data['data'] as List)
.map((json) => Post.fromJson(json))
.toList();
});
5.3 Counter Cache Pattern
Counter caches denormalize counts for performance. When a user likes a post, update both the likes table and the likesCount on the post.
Future<void> toggleLike(String postId, String userId, bool isLiked) async {
if (isLiked) {
// Unlike: remove like record and decrement counter
final likesRes = await client.get('/v1/data/likes', queryParameters: {
'filter': '{"postId":"$postId","userId":"$userId"}',
});
final likeId = likesRes.data['data'][0]['_id'];
await client.delete('/v1/data/likes/$likeId');
// Decrement counter
final post = await client.get('/v1/data/posts/$postId');
final currentCount = post.data['data']['likesCount'] ?? 0;
await client.put('/v1/data/posts/$postId', data: {
'likesCount': currentCount - 1,
});
} else {
// Like: create like record and increment counter
await client.post('/v1/data/likes', data: {
'postId': postId,
'userId': userId,
});
final post = await client.get('/v1/data/posts/$postId');
final currentCount = post.data['data']['likesCount'] ?? 0;
await client.put('/v1/data/posts/$postId', data: {
'likesCount': currentCount + 1,
});
}
}
5.4 AI Prompt Collection
> Create the social network schema with users, posts, comments, likes, and follows tables
> Build a Flutter feed screen with pull-to-refresh and infinite scroll
> Implement a like button with optimistic update and counter cache
> Create a user profile screen with follower/following counts
> Build a follow/unfollow toggle with real-time count update
> Generate a comment bottom sheet with auto-focus text input
6. Common Architecture Patterns
6.1 Next.js App Structure
app/
(app)/ # Authenticated layout group
dashboard/
page.tsx
posts/
page.tsx
[id]/
page.tsx
settings/
page.tsx
layout.tsx # App shell with sidebar + header
(auth)/ # Auth layout group
login/
page.tsx
signup/
page.tsx
layout.tsx # Minimal auth layout
api/ # API routes (if needed)
webhooks/
route.ts
layout.tsx # Root layout
page.tsx # Landing page
application/
dto/ # Data Transfer Objects
post.dto.ts
user.dto.ts
order.dto.ts
hooks/
queries/ # TanStack Query hooks
use-posts.ts
use-users.ts
use-orders.ts
mutations/ # TanStack Mutation hooks
use-create-post.ts
use-update-order.ts
services/ # Business logic
order-state-machine.ts
infrastructure/
api/
client.ts # bkendFetch wrapper
endpoints.ts # API endpoint constants
auth/
middleware.ts # Auth middleware
session.ts # Session helpers
components/
ui/ # Radix UI primitives
shared/ # Shared components
features/ # Feature-specific components
6.2 Flutter App Structure
lib/
core/
network/
bkend_client.dart # Dio client setup
auth_interceptor.dart # Token refresh interceptor
endpoints.dart # API endpoint constants
constants/
app_constants.dart
theme/
app_theme.dart
utils/
validators.dart
features/
auth/
data/
auth_repository.dart
models/
user_model.dart
presentation/
login_screen.dart
signup_screen.dart
providers/
auth_provider.dart
feed/
data/
feed_repository.dart
models/
post_model.dart
presentation/
feed_screen.dart
post_card.dart
providers/
feed_provider.dart
profile/
data/
profile_repository.dart
models/
profile_model.dart
presentation/
profile_screen.dart
providers/
profile_provider.dart
shared/
widgets/
loading_indicator.dart
error_widget.dart
empty_state.dart
extensions/
string_extensions.dart
date_extensions.dart
app.dart # MaterialApp with router
main.dart # Entry point
7. Key Implementation Patterns
Pattern 1: bkendFetch Wrapper
Centralized API client that handles headers, auth tokens, and error formatting.
// infrastructure/api/client.ts
export async function bkendFetch<T = any>(
path: string,
options: BkendFetchOptions = {}
): Promise<{ success: boolean; data: T; meta?: any }> {
const { token, headers: customHeaders, ...rest } = options;
const headers: Record<string, string> = {
"Content-Type": "application/json",
"X-Project-Id": process.env.NEXT_PUBLIC_BKEND_PROJECT_ID!,
"X-Environment": process.env.NEXT_PUBLIC_BKEND_ENVIRONMENT!,
...customHeaders as Record<string, string>,
};
if (typeof window === "undefined" && process.env.BKEND_API_KEY) {
headers["X-API-Key"] = process.env.BKEND_API_KEY;
}
if (token) {
headers["Authorization"] = `Bearer ${token}`;
}
const res = await fetch(
`${process.env.NEXT_PUBLIC_BKEND_API_URL}${path}`,
{ headers, ...rest }
);
if (!res.ok) {
const error = await res.json();
throw new Error(error.error?.message || "bkend API error");
}
return res.json();
}
Pattern 2: Mock Mode Toggle
Switch between real API and mock data for offline development.
// infrastructure/api/client.ts
const USE_MOCK = process.env.NEXT_PUBLIC_USE_MOCK === "true";
export async function bkendFetch<T>(path: string, options?: BkendFetchOptions): Promise<T> {
if (USE_MOCK) {
const { getMockData } = await import("@/mocks/handlers");
return getMockData<T>(path, options);
}
// ... real fetch implementation
}
Pattern 3: DTO Layer
Transform API responses into typed application objects.
// application/dto/post.dto.ts
export interface PostDTO {
_id: string;
title: string;
content: string;
authorId: string;
status: "draft" | "published";
tags: string[];
createdAt: string;
updatedAt: string;
}
export interface CreatePostDTO {
title: string;
content: string;
authorId: string;
status: "draft" | "published";
tags?: string[];
}
export function toPost(dto: PostDTO): Post {
return {
id: dto._id,
title: dto.title,
content: dto.content,
authorId: dto.authorId,
status: dto.status,
tags: dto.tags ?? [],
createdAt: new Date(dto.createdAt),
updatedAt: new Date(dto.updatedAt),
};
}
Pattern 4: Query Key Factory
Organized query keys for TanStack Query cache management.
// application/hooks/queries/query-keys.ts
export const postKeys = {
all: ["posts"] as const,
lists: () => [...postKeys.all, "list"] as const,
list: (filters: PostFilters) => [...postKeys.lists(), filters] as const,
details: () => [...postKeys.all, "detail"] as const,
detail: (id: string) => [...postKeys.details(), id] as const,
};
// Usage:
// queryClient.invalidateQueries({ queryKey: postKeys.lists() });
Pattern 5: Counter Cache
Maintain denormalized counts to avoid expensive aggregate queries.
// When creating a comment, also update the post's commentsCount
await bkendFetch("/v1/data/comments", {
method: "POST",
body: JSON.stringify({ content, postId, authorId }),
});
const post = await bkendFetch(`/v1/data/posts/${postId}`);
await bkendFetch(`/v1/data/posts/${postId}`, {
method: "PUT",
body: JSON.stringify({
commentsCount: (post.data.commentsCount ?? 0) + 1,
}),
});
Pattern 6: Order State Machine
See Section 4.2 for the full order state machine implementation.
Pattern 7: Optimistic Updates
Update the UI before the server confirms, then rollback on error.
// application/hooks/mutations/use-toggle-like.ts
export function useToggleLike(postId: string) {
const queryClient = useQueryClient();
return useMutation({
mutationFn: (isLiked: boolean) => toggleLikeAPI(postId, isLiked),
onMutate: async (isLiked) => {
await queryClient.cancelQueries({ queryKey: postKeys.detail(postId) });
const previous = queryClient.getQueryData(postKeys.detail(postId));
queryClient.setQueryData(postKeys.detail(postId), (old: any) => ({
...old,
likesCount: old.likesCount + (isLiked ? -1 : 1),
isLiked: !isLiked,
}));
return { previous };
},
onError: (_err, _vars, context) => {
queryClient.setQueryData(postKeys.detail(postId), context?.previous);
},
onSettled: () => {
queryClient.invalidateQueries({ queryKey: postKeys.detail(postId) });
},
});
}
Pattern 8: Image Upload with Preview
Upload images to bkend storage with client-side preview.
Shortened here. Read the whole file on GitHub.
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- May 2026
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