Pinecone BYOC is GA, now with on-demand indexes. Plus 14 vector quantizers, benchmarked side by side. ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­  
Pinecone

The Pinecone Newsletter

October Edition

Pinecone Bring Your Own Cloud (BYOC) is generally available. Toyota Motor North America, one of the first BYOC customers, uses Pinecone to ground its AI apps in decades of manufacturing knowledge, and that knowledge never leaves Toyota's environment.

 

Also in this edition: on-demand indexes for BYOC, an open-source quantization benchmark, and hybrid search for Postgres apps.

Pinecone BYOC architecture: the data plane runs in your AWS, Google Cloud, or Azure account
Product

Pinecone BYOC Is Generally Available

With Pinecone BYOC, the data plane runs inside your own AWS, Google Cloud, or Azure account, so your vectors, documents, metadata, and request payloads never leave your boundary.

 

You still get the managed Pinecone experience. Pinecone handles upgrades, scaling, and maintenance without SSH, VPN, inbound network access, or a standing cross-account IAM role, and you keep using the same APIs and SDKs.

Read the announcement

Database

On-Demand Indexes for BYOC

Pinecone BYOC now supports on-demand indexes alongside dedicated read nodes. Until now, every BYOC index ran on dedicated read nodes, and you chose shards and replicas for each one before creating it. On-demand indexes share one pool of nodes instead, so you can create as many as you need without sizing anything up front.

On-demand mode in Pinecone BYOC: dedicated read nodes are sized per index, while on-demand indexes share one pool
Read the announcement

Database

Namespace Aliases

Point your app at a namespace alias and you can swap the data behind it without a redeploy: load a new namespace in the same index, check it, then repoint the alias in one atomic call. You can manage aliases in the console or through the REST API.

See the release note

Platform

Go SDK v7 Brings Full-Text Search to Go

Go SDK v7.0.0 adds the Documents API, bringing full-text search to Go. To use it, create an index with a document schema. It's a major release with breaking changes, so check the migration guide before upgrading.

See the release note

Platform

Export Usage and Cost Data With the Admin API

Enterprise organizations can now pull usage and cost data from the Admin API instead of going through the console. Export any period from the last 365 days in FOCUS format, the open billing format most FinOps tools already read.

See the release note

Engineering

VQ-bench: Vector Quantizers, Built From Parts

Dozens of vector quantization methods have been published, each tested in its own way, so it's hard to tell which is best. We broke them into the few building blocks most of them share, released those as the open-source VQ-bench library, and benchmarked 14 quantizers side by side.

Read the post

Learn

Hybrid Search for a Postgres App

This guide walks through adding hybrid search to a Postgres app, using an online snack shop as the example. Shoppers can type a craving like "something spicy and crunchy" or an ingredient like "cheddar", and one Pinecone index handles both kinds of search through the Documents API.

Read the guide

Models

Assistant Adds Gemini 3.5 Flash

Pinecone Assistant now supports Gemini 3.5 Flash for chat. With Google deprecating Gemini 2.5 Pro and OpenAI deprecating o4-mini, Assistant automatically routes those requests to Gemini 3.5 Flash and GPT-5 respectively, at the same price and with no code changes.

See the release note

Pricing

Cross-Region Restores Now Carry a Transfer Fee

Restoring a backup into a different region adds a per-GB transfer fee on top of the standard restore price of $0.15 per GB. Restores within the same region are billed as before.

See the release note

Database

Pod-to-Serverless Migration Now Supports Up to 500 Million Records

You can now migrate pod-based indexes with up to 500 million records to serverless, up from 50 million.

See the release note

Database

Pinecone Local Has Reached End of Life

Pinecone Local, the in-memory Docker emulator for local testing, reached end of life on October 7. To develop and test, use a separate project in your Pinecone account, or mock the Pinecone API.

See the release note

Multimodal Search: How AI Searches Across Text and Images

Watch

  • Multimodal Search, how AI finds an untagged photo when you describe it in a sentence (1 min)
  • Why AI Still Hallucinates in 2026 (Short), why models make things up past their training cutoff, and how a vector database helps
  • We Tested Vector Quantization (Short), how VQ-bench compares quantizers
  • What Is a Vector Database? Explained in 60 Seconds, how it stores the meaning of your data as vectors for semantic search and RAG

Events

Upcoming Events

  • October 22 @ 9:00am - 9:30am PDT | Webinar | Vector Search for Agentic AI: A Hands on Introduction to Pinecone
  • November 4 @ 2:00pm - 3:00pm EST | Webinar | From Data to Vectors to Context: What AI Agents Need Beyond RAG
  • November 12 @ 9:00am - 9:30am PST | Webinar | Vector Search for Agentic AI: A Hands on Introduction to Pinecone
  • November 18 @ 5:00pm - 8:00pm PST | Meetup | Take a Break from Ignite with Pinecone! @ China Basin, San Francisco

The Pinecone Discord server's Channels and Roles page, where members choose what they want from the community
You're Invited

Discord

Connect with our community building with vector databases, RAG, and AI. Get help, share projects, discuss best practices, and stay updated on the latest in semantic search and retrieval-augmented generation. 

Join the Discord

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