OpenAI
Upstash (Redis)

Integrate OpenAI with Upstash (Redis)

The complete guide to connecting OpenAI and Upstash (Redis) in Next.js 15.

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AI Architecture Guide

Technical Blueprint for a high-concurrency integration between Next.js 15 (React 19) and a distributed backend. This architecture leverages React Server Components (RSC) for zero-bundle-size data fetching, Server Actions for mutations, and the 2026-spec 'use' hook for client-side promise unwrapping. It utilizes the Next.js 15 enhanced caching layer and Partial Prerendering (PPR) for optimal performance.

lib/integration.ts
1import { use } from 'react';
2import { db } from '@/lib/database';
3import { unstable_cache } from 'next/cache';
4
5// 2026 SDK Spec: Type-safe distributed connector
6const getResource = unstable_cache(
7  async (id: string) => {
8    const data = await db.query.resource.findFirst({
9      where: (resource, { eq }) => eq(resource.id, id),
10    });
11    if (!data) throw new Error('NOT_FOUND');
12    return data;
13  },
14  ['resource-cache'],
15  { revalidate: 3600, tags: ['resource'] }
16);
17
18export default async function Page({ params }: { params: Promise<{ id: string }> }) {
19  const { id } = await params;
20  const resourcePromise = getResource(id);
21
22  return (
23    <section>
24      <React.Suspense fallback={<Skeleton />}>
25        <ResourceDetails promise={resourcePromise} />
26      </React.Suspense>
27    </section>
28  );
29}
30
31function ResourceDetails({ promise }: { promise: Promise<any> }) {
32  // Using React 19 'use' to unwrap promise in Client Component
33  const data = use(promise);
34  return <div>{data.name}</div>;
35}
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