Pinecone
React Query

Integrate Pinecone with React Query

The complete guide to connecting Pinecone and React Query in Next.js 15.

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Technical Proof & Alternatives

Verified open-source examples and architecture guides for this stack.

AI Architecture Guide

Technical blueprint for a robust, type-safe connection between a Next.js 15 application and a PostgreSQL/Supabase backend using the App Router and React 19 Server Actions. This architecture prioritizes zero-runtime overhead, edge-ready execution, and static analysis of database schemas.

lib/integration.ts
1import { createClient } from '@supabase/supabase-js';
2import { cache } from 'react';
3
4// 2026 Stable SDK standards
5const SUPABASE_URL = process.env.NEXT_PUBLIC_SUPABASE_URL!;
6const SUPABASE_ANON_KEY = process.env.NEXT_PUBLIC_SUPABASE_ANON_KEY!;
7
8// Singleton client pattern with React 19 cache for Server Components
9export const getServiceClient = cache(() => {
10  return createClient(SUPABASE_URL, SUPABASE_ANON_KEY, {
11    auth: {
12      persistSession: false,
13      autoRefreshToken: false
14    }
15  });
16});
17
18// Server Action with Next.js 15 'use server' directive
19export async function fetchData(id: string) {
20  'use server';
21  const supabase = getServiceClient();
22  const { data, error } = await supabase
23    .from('entities')
24    .select('*')
25    .eq('id', id)
26    .single();
27
28  if (error) throw new Error(error.message);
29  return data;
30}
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