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skills/implementing-query-pagination/SKILL.md
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skills/implementing-query-pagination/SKILL.md
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---
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name: implementing-query-pagination
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description: Implement cursor-based or offset pagination for Prisma queries. Use for datasets 100k+, APIs with page navigation, or infinite scroll/pagination mentions.
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allowed-tools: Read, Write, Edit, Grep, Glob, Bash
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version: 1.0.0
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---
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# QUERIES-pagination: Efficient Pagination Strategies
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Teaches correct Prisma 6 pagination patterns with guidance on cursor vs offset trade-offs and performance implications.
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<role>
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Implement cursor-based or offset-based Prisma pagination strategies, choosing based on dataset size, access patterns, and performance requirements.
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</role>
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<when-to-activate>
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Activates when: user mentions "pagination," "page," "infinite scroll," "load more"; building APIs with page navigation/list endpoints; optimizing large datasets (100k+) or slow queries; implementing table/feed views.
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</when-to-activate>
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<overview>
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**Cursor-based pagination** (recommended): Stable performance regardless of size; efficient for infinite scroll; handles real-time changes gracefully; requires unique sequential ordering field.
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**Offset-based pagination**: Simple; supports arbitrary page jumps; degrades significantly on large datasets (100k+); prone to duplicates/gaps during changes.
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\*\*Core principle: Default to cursor. Use offset only for
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small (<10k), static datasets requiring arbitrary page access.\*\*
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</overview>
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<workflow>
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## Pagination Strategy Workflow
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**Phase 1: Choose Strategy**
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- Assess dataset size: <10k (either), 10k–100k (prefer cursor), >100k (require cursor)
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- Assess access: sequential (cursor); arbitrary jumps (offset); infinite scroll (cursor); traditional pagination (cursor)
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- Assess volatility: frequent inserts/deletes (cursor); static (either)
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**Phase 2: Implement**
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- **Cursor**: select unique ordering field (id, createdAt+id); implement take+cursor+skip; return next cursor; handle edges
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- **Offset**: implement take+skip; calculate total pages if needed; validate bounds; document limitations
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**Phase 3: Optimize & Validate**
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- Add indexes on ordering field(s); test with realistic dataset size; measure performance; document pagination metadata in response
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</workflow>
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<decision-matrix>
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## Pagination Strategy Decision Matrix
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| Criterion | Cursor | Offset | Winner |
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| ------------------------ | ----------------- | --------------- | ---------- |
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| Dataset > 100k | Stable O(n) | O(skip+n) | **Cursor** |
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| Infinite scroll | Natural | Poor | **Cursor** |
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| Page controls (1,2,3...) | Workaround needed | Natural | Offset |
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| Jump to page N | Not supported | Supported | Offset |
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| Real-time data | No duplicates | Duplicates/gaps | **Cursor** |
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| Total count needed | Extra query | Same query | Offset |
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| Complexity | Medium | Low | Offset |
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| Mobile feed | Natural | Poor | **Cursor** |
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| Admin table (<10k) | Overkill | Simple | Offset |
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| Search results | Good | Acceptable | **Cursor** |
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**Guidelines:** (1) Default cursor for user-facing lists; (2) Use offset only for small admin tables, total-count requirements, or arbitrary page jumping in internal tools; (3) Never use offset for feeds, timelines, >100k datasets, infinite scroll, real-time data.
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</decision-matrix>
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<cursor-pagination>
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## Cursor-Based Pagination
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Cursor pagination uses a pointer to a specific record as the starting point for the next page.
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### Basic Pattern
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```typescript
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async function getPosts(cursor?: string, pageSize: number = 20) {
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const posts = await prisma.post.findMany({
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take: pageSize,
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skip: cursor ? 1 : 0,
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cursor: cursor ? { id: cursor } : undefined,
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orderBy: { id: 'asc' },
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});
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return {
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data: posts,
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nextCursor: posts.length === pageSize ? posts[posts.length - 1].id : null,
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};
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}
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```
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### Composite Cursor for Non-Unique Ordering
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For non-unique fields (createdAt, score), combine with unique field:
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```typescript
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async function getPostsByDate(cursor?: { createdAt: Date; id: string }, pageSize: number = 20) {
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const posts = await prisma.post.findMany({
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take: pageSize,
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skip: cursor ? 1 : 0,
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cursor: cursor ? { createdAt_id: cursor } : undefined,
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orderBy: [{ createdAt: 'desc' }, { id: 'asc' }],
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});
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const lastPost = posts[posts.length - 1];
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return {
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data: posts,
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nextCursor:
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posts.length === pageSize ? { createdAt: lastPost.createdAt, id: lastPost.id } : null,
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};
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}
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```
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**Schema requirement:**
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```prisma
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model Post {
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id String @id @default(cuid())
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createdAt DateTime @default(now())
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@@index([createdAt, id])
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}
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```
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### Performance
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- **Time complexity**: O(n) where n=pageSize (independent of total dataset size); first and subsequent pages identical
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- **Index requirement**: Critical; without index causes full table scan
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- **Memory**: Constant (only pageSize records)
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- **Data changes**: No duplicates/missing records across pages; new records appear in correct position
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</cursor-pagination>
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<offset-pagination>
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## Offset-Based Pagination
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Offset pagination skips a numeric offset of records.
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### Basic Pattern
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```typescript
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async function getPostsPaged(page: number = 1, pageSize: number = 20) {
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const skip = (page - 1) * pageSize;
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const [posts, total] = await Promise.all([
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prisma.post.findMany({ skip, take: pageSize, orderBy: { createdAt: 'desc' } }),
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prisma.post.count(),
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]);
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return {
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data: posts,
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pagination: { page, pageSize, totalPages: Math.ceil(total / pageSize), totalRecords: total },
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};
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}
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```
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### Performance Degradation
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**Complexity**: Page 1 O(pageSize); Page N O(N×pageSize)—linear degradation
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**Real-world example** (1M records, pageSize 20):
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- Page 1 (skip 0): ~5ms
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- Page 1,000 (skip 20k): ~150ms
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- Page 10,000 (skip 200k): ~1,500ms
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- Page 50,000 (skip 1M): ~7,500ms
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Database must scan and discard skipped rows despite indexes.
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### When Acceptable
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Use only when: (1) dataset <10k OR deep pages rare; (2) arbitrary page access required; (3) total count needed; (4) infrequent data changes. Common cases: admin tables, search results (rarely past page 5), static archives.
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</offset-pagination>
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<validation>
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## Validation
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1. **Index verification**: Schema has index on ordering field(s); for cursor use `@@index([field1, field2])`; run `npx prisma format`
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2. **Performance testing**:
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```typescript
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console.time('First page');
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await getPosts(undefined, 20);
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console.timeEnd('First page');
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console.time('Page 100');
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await getPosts(cursor100, 20);
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console.timeEnd('Page 100');
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```
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Cursor: both ~similar (5–50ms); Offset: verify acceptable for your use case
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3. **Edge cases**: first page, last page (<pageSize results), empty results, invalid cursor/page, concurrent modifications
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4. **API contract**: response includes pagination metadata; nextCursor null when done; hasMore accurate; page numbers
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validated (>0); consistent ordering across pages; unique fields in composite cursors
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</validation>
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<constraints>
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**MUST**: Index cursor field(s); validate pageSize (max 100); handle empty results; return pagination metadata; use consistent ordering; include unique fields in composite cursors
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**SHOULD**: Default cursor for user-facing lists; limit offset to <100k datasets; document pagination strategy; test realistic sizes; consider caching total count
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**NEVER**: Use offset for >100k datasets, infinite scroll, feeds/timelines, real-time data; omit indexes; allow unlimited pageSize; use non-unique sole cursor; modify ordering between requests
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</constraints>
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---
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## References
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- [Bidirectional Pagination](./references/bidirectional-pagination.md) — Forward/backward navigation
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- [Complete API Examples](./references/api-implementation-examples.md) — Full endpoint implementations with filtering
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- [Performance Benchmarks](./references/performance-comparison.md) — Detailed performance data, optimization guidance
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- [Common Mistakes](./references/common-mistakes.md) — Anti-patterns and fixes
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- [Data Change Handling](./references/data-change-handling.md) — Managing duplicates and gaps
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@@ -0,0 +1,164 @@
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# Complete API Implementation Examples
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## Example 1: API Endpoint with Cursor Pagination
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```typescript
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import { prisma } from './prisma-client';
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type GetPostsParams = {
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cursor?: string;
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limit?: number;
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};
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export async function GET(request: Request) {
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const { searchParams } = new URL(request.url);
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const cursor = searchParams.get('cursor') || undefined;
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const limit = Number(searchParams.get('limit')) || 20;
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if (limit > 100) {
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return Response.json(
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{ error: 'Limit cannot exceed 100' },
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{ status: 400 }
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);
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}
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const posts = await prisma.post.findMany({
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take: limit,
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skip: cursor ? 1 : 0,
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cursor: cursor ? { id: cursor } : undefined,
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orderBy: { createdAt: 'desc' },
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include: {
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author: {
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select: { id: true, name: true, email: true },
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},
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},
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});
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const nextCursor = posts.length === limit
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? posts[posts.length - 1].id
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: null;
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return Response.json({
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data: posts,
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nextCursor,
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hasMore: nextCursor !== null,
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});
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}
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```
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**Client usage:**
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```typescript
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async function loadMorePosts() {
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const response = await fetch(`/api/posts?cursor=${nextCursor}&limit=20`);
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const { data, nextCursor: newCursor, hasMore } = await response.json();
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setPosts(prev => [...prev, ...data]);
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setNextCursor(newCursor);
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setHasMore(hasMore);
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}
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```
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## Example 2: Filtered Cursor Pagination
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```typescript
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type GetFilteredPostsParams = {
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cursor?: string;
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authorId?: string;
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tag?: string;
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limit?: number;
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};
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async function getFilteredPosts({
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cursor,
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authorId,
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tag,
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limit = 20,
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}: GetFilteredPostsParams) {
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const where = {
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...(authorId && { authorId }),
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...(tag && { tags: { some: { name: tag } } }),
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};
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const posts = await prisma.post.findMany({
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where,
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take: limit,
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skip: cursor ? 1 : 0,
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cursor: cursor ? { id: cursor } : undefined,
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orderBy: { createdAt: 'desc' },
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});
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return {
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data: posts,
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nextCursor: posts.length === limit ? posts[posts.length - 1].id : null,
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};
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}
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```
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**Index requirement:**
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```prisma
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model Post {
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id String @id @default(cuid())
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authorId String
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createdAt DateTime @default(now())
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@@index([authorId, createdAt, id])
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}
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```
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## Example 3: Small Admin Table with Offset
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```typescript
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type GetAdminUsersParams = {
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page?: number;
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pageSize?: number;
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search?: string;
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};
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async function getAdminUsers({
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page = 1,
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pageSize = 50,
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search,
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}: GetAdminUsersParams) {
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const skip = (page - 1) * pageSize;
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const where = search
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? {
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OR: [
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{ email: { contains: search, mode: 'insensitive' as const } },
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{ name: { contains: search, mode: 'insensitive' as const } },
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],
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}
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: {};
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const [users, total] = await Promise.all([
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prisma.user.findMany({
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where,
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skip,
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take: pageSize,
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orderBy: { createdAt: 'desc' },
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select: {
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id: true,
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email: true,
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name: true,
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role: true,
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createdAt: true,
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},
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}),
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prisma.user.count({ where }),
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]);
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return {
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data: users,
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pagination: {
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page,
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pageSize,
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totalPages: Math.ceil(total / pageSize),
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totalRecords: total,
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hasNext: page < Math.ceil(total / pageSize),
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hasPrev: page > 1,
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},
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};
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}
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```
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@@ -0,0 +1,35 @@
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# Bidirectional Pagination
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Support both forward and backward navigation in cursor-based pagination.
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## Pattern
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```typescript
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async function getBidirectionalPosts(
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cursor?: string,
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direction: 'forward' | 'backward' = 'forward',
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pageSize: number = 20
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) {
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const posts = await prisma.post.findMany({
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take: direction === 'forward' ? pageSize : -pageSize,
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skip: cursor ? 1 : 0,
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cursor: cursor ? { id: cursor } : undefined,
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orderBy: { id: 'asc' },
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});
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const data = direction === 'backward' ? posts.reverse() : posts;
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return {
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data,
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nextCursor: data.length === pageSize ? data[data.length - 1].id : null,
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prevCursor: data.length > 0 ? data[0].id : null,
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};
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}
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```
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## Key Points
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- Use negative `take` value for backward pagination
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- Reverse results when paginating backward
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- Return both `nextCursor` and `prevCursor` for navigation
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- Maintain consistent ordering across directions
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@@ -0,0 +1,84 @@
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# Common Pagination Mistakes
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## Mistake 1: Using non-unique cursor
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**Problem:**
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```typescript
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cursor: cursor ? { createdAt: cursor } : undefined,
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```
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Multiple records can have the same `createdAt` value, causing skipped or duplicate records.
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**Fix:** Use composite cursor with unique field:
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|
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```typescript
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||||
cursor: cursor ? { createdAt_id: cursor } : undefined,
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orderBy: [{ createdAt: 'desc' }, { id: 'asc' }],
|
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```
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||||
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## Mistake 2: Missing skip: 1 with cursor
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**Problem:**
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||||
```typescript
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findMany({
|
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cursor: { id: cursor },
|
||||
take: 20,
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||||
})
|
||||
```
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||||
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The cursor record itself is included in results, causing duplicate on next page.
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||||
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||||
**Fix:** Skip cursor record itself:
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||||
|
||||
```typescript
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findMany({
|
||||
cursor: { id: cursor },
|
||||
skip: 1,
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||||
take: 20,
|
||||
})
|
||||
```
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||||
|
||||
## Mistake 3: Offset pagination on large datasets
|
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|
||||
**Problem:**
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||||
```typescript
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||||
findMany({
|
||||
skip: page * 1000,
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||||
take: 1000,
|
||||
})
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||||
```
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||||
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Performance degrades linearly with page number on large datasets.
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||||
|
||||
**Fix:** Use cursor pagination:
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||||
|
||||
```typescript
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||||
findMany({
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||||
cursor: cursor ? { id: cursor } : undefined,
|
||||
skip: cursor ? 1 : 0,
|
||||
take: 1000,
|
||||
})
|
||||
```
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||||
|
||||
## Mistake 4: Missing index on cursor field
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||||
|
||||
**Problem:**
|
||||
Schema without index causes full table scans:
|
||||
|
||||
```prisma
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||||
model Post {
|
||||
id String @id
|
||||
createdAt DateTime @default(now())
|
||||
}
|
||||
```
|
||||
|
||||
**Fix:** Add appropriate index:
|
||||
|
||||
```prisma
|
||||
model Post {
|
||||
id String @id
|
||||
createdAt DateTime @default(now())
|
||||
|
||||
@@index([createdAt, id])
|
||||
}
|
||||
```
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||||
@@ -0,0 +1,75 @@
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||||
# Handling Data Changes During Pagination
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||||
|
||||
## The Problem
|
||||
|
||||
**Offset Pagination Issue:** Duplicates or missing records when data changes between page loads.
|
||||
|
||||
### Example Scenario
|
||||
|
||||
1. User loads page 1 (posts 1-20)
|
||||
2. New post is inserted at position 1
|
||||
3. User loads page 2 (posts 21-40)
|
||||
4. **Post 21 appears on both pages** (was post 20, now post 21)
|
||||
|
||||
### Why It Happens
|
||||
|
||||
Offset pagination uses absolute positions:
|
||||
- Page 1: Records at positions 0-19
|
||||
- Page 2: Records at positions 20-39
|
||||
|
||||
When a record is inserted:
|
||||
- Page 1 positions: 0-19 (includes new record at position 0)
|
||||
- Page 2 positions: 20-39 (old position 20 is now position 21)
|
||||
- **Position 20 was seen on page 1, appears again on page 2**
|
||||
|
||||
## Cursor Pagination Solution
|
||||
|
||||
Cursor pagination is immune to this problem:
|
||||
|
||||
```typescript
|
||||
const posts = await prisma.post.findMany({
|
||||
take: 20,
|
||||
skip: cursor ? 1 : 0,
|
||||
cursor: cursor ? { id: cursor } : undefined,
|
||||
orderBy: { createdAt: 'desc' },
|
||||
});
|
||||
```
|
||||
|
||||
**Why it works:**
|
||||
- Uses record identity (cursor), not position
|
||||
- Always starts from the last seen record
|
||||
- New records appear in correct position
|
||||
- No duplicates or gaps
|
||||
|
||||
## Mitigation for Offset Pagination
|
||||
|
||||
If you must use offset pagination:
|
||||
|
||||
### Strategy 1: Accept the Limitation
|
||||
Document behavior for admin tools where occasional duplicates are acceptable.
|
||||
|
||||
### Strategy 2: Timestamp Filtering
|
||||
Create stable snapshots using timestamp filtering:
|
||||
|
||||
```typescript
|
||||
const snapshotTime = new Date();
|
||||
|
||||
async function getPage(page: number) {
|
||||
return await prisma.post.findMany({
|
||||
where: {
|
||||
createdAt: { lte: snapshotTime },
|
||||
},
|
||||
skip: page * pageSize,
|
||||
take: pageSize,
|
||||
orderBy: { createdAt: 'desc' },
|
||||
});
|
||||
}
|
||||
```
|
||||
|
||||
**Limitations:**
|
||||
- Doesn't show new records during pagination session
|
||||
- User must refresh to see new data
|
||||
|
||||
### Strategy 3: Switch to Cursor
|
||||
|
||||
The best solution is to redesign using cursor pagination.
|
||||
@@ -0,0 +1,43 @@
|
||||
# Performance Comparison
|
||||
|
||||
## Benchmark: 500k Posts
|
||||
|
||||
**Cursor Pagination (id index):**
|
||||
- Page 1: 8ms
|
||||
- Page 100: 9ms
|
||||
- Page 1000: 10ms
|
||||
- Page 10000: 11ms
|
||||
- **Stable performance**
|
||||
|
||||
**Offset Pagination (createdAt index):**
|
||||
- Page 1: 7ms
|
||||
- Page 100: 95ms
|
||||
- Page 1000: 890ms
|
||||
- Page 10000: 8,900ms
|
||||
- **Linear degradation**
|
||||
|
||||
## Memory Usage
|
||||
|
||||
Both approaches:
|
||||
- Load only pageSize records into memory
|
||||
- Similar memory footprint for same page size
|
||||
- Database performs filtering/sorting
|
||||
|
||||
## Database Load
|
||||
|
||||
**Cursor:**
|
||||
- Index scan from cursor position
|
||||
- Reads pageSize + 1 rows (for hasMore check)
|
||||
|
||||
**Offset:**
|
||||
- Index scan from beginning
|
||||
- Skips offset rows (database work, not returned)
|
||||
- Reads pageSize rows
|
||||
|
||||
## Optimization Guidelines
|
||||
|
||||
1. **Always add indexes** on ordering fields
|
||||
2. **Test with realistic data volumes** before production
|
||||
3. **Monitor query performance** in production
|
||||
4. **Cache total counts** for offset pagination when possible
|
||||
5. **Use cursor by default** unless specific requirements demand offset
|
||||
Reference in New Issue
Block a user