# Pinecone > ## Documentation Index ## Pages - [2022 releases](2022.md): ## Documentation Index - [2023 releases](2023.md): ## Documentation Index - [2024 releases](2024.md): ## Documentation Index - [2025 releases](2025.md): ## Documentation Index - [2026 releases](2026.md): ## Documentation Index - [Access your invoices](access-your-invoices.md): ## Documentation Index - [AI Engine](ai-engine.md): ## Documentation Index - [Airbyte](airbyte.md): ## Documentation Index - [Amazon Bedrock](amazon-bedrock.md): ## Documentation Index - [Amazon SageMaker](amazon-sagemaker.md): ## Documentation Index - [Anyscale](anyscale.md): ## Documentation Index - [Apify](apify.md): ## Documentation Index - [Aryn](aryn.md): ## Documentation Index - [Pinecone Assistant architecture](assistant-architecture.md): ## Documentation Index - [Pinecone Assistant limits](assistant-limits.md): ## Documentation Index - [Assistant examples](assistant.md): ## Documentation Index - [Attribute usage to your integration](attribute-usage-to-your-integration.md): ## Documentation Index - [Authentication](authentication.md): ## Documentation Index - [CI/CD with Pinecone Local and GitHub Actions](automated-testing.md): ## Documentation Index - [AWS Marketplace](aws-marketplace.md): ## Documentation Index - [Back up a pod-based index](back-up-a-pod-based-index.md): ## Documentation Index - [Back up an index](back-up-an-index.md): ## Documentation Index - [Backups overview](backups-overview.md): ## Documentation Index - [Become a Pinecone partner](become-a-partner.md): Anyone can use the [Pinecone SDKs](/reference/pinecone-sdks) or the [Pinecone API](/reference/api/introduction) to bu... - [Billing disputes and refunds](billing-disputes-and-refunds.md): ## Documentation Index - [Box](box.md): ## Documentation Index - [Bring your own cloud](bring-your-own-cloud.md): ## Documentation Index - [Cancel an import](cancel-import.md): ## Documentation Index - [Change your payment method](change-payment-method.md): ## Documentation Index - [Chat through the OpenAI-compatible interface](chat-through-the-openai-compatible-interface.md): ## Documentation Index - [Chat through the standard interface](chat-with-assistant.md): ## Documentation Index - [Chat with an assistant](chat-assistant.md): ## Documentation Index - [Chat through an OpenAI-compatible interface](chat-completion-assistant.md): ## Documentation Index - [Check data freshness](check-data-freshness.md): ## Documentation Index - [Choose a pod type and size](choose-a-pod-type-and-size.md): ## Documentation Index - [Cloudera AI](cloudera.md): ## Documentation Index - [Cohere](cohere.md): ## Documentation Index - [CLI command reference](command-reference.md): ## Documentation Index - [Concepts](concepts.md): ## Documentation Index - [Configure audit logs](configure-audit-logs.md): ## Documentation Index - [Configure customer-managed encryption keys](configure-cmek.md): ## Documentation Index - [Configure SSO with Okta](configure-sso-with-okta.md): ## Documentation Index - [Configure an index](configure-index.md): ## Documentation Index - [Confluent](confluent.md): ## Documentation Index - [Configure Private Endpoints for AWS PrivateLink](connect-to-aws-privatelink.md): ## Documentation Index - [Connect your users to Pinecone](connect-your-users-to-pinecone.md): ## Documentation Index - [Contact Support](contact-support.md): ## Documentation Index - [Context Data](context-data.md): ## Documentation Index - [Context snippets overview](context-snippets-overview.md): ## Documentation Index - [Retrieve context from an assistant](context-assistant.md): ## Documentation Index - [CORS Issues](cors-issues.md): ## Documentation Index - [Create a pod-based index](create-a-pod-based-index.md): ## Documentation Index - [Create a project](create-a-project.md): ## Documentation Index - [Create an index](create-an-index.md): ## Documentation Index - [Create and manage vectors with metadata](create-and-manage-vectors-with-metadata.md): ## Documentation Index - [Create an assistant](create-assistant.md): ## Documentation Index - [Create an API key](create-api-key.md): ## Documentation Index - [Create an assistant](create-assistant-2.md): ## Documentation Index - [Create a backup of an index](create-backup.md): ## Documentation Index - [Create a collection](create-collection.md): ## Documentation Index - [Create an index with integrated embedding](create-for-model.md): ## Documentation Index - [Create an index](create-index.md): ## Documentation Index - [Create an index from a backup](create-index-from-backup.md): ## Documentation Index - [Create a new project](create-project.md): ## Documentation Index - [Create a namespace](createnamespace.md): ## Documentation Index - [Custom data processing agreements](custom-data-processing-agreements.md): ## Documentation Index - [Data deletion on Pinecone](data-deletion.md): ## Documentation Index - [Data ingestion overview](data-ingestion-overview.md): ## Documentation Index - [Data modeling](data-modeling.md): ## Documentation Index - [Architecture](database-architecture.md): ## Documentation Index - [Pinecone Database limits](database-limits.md): ## Documentation Index - [Databricks](databricks.md): ## Documentation Index - [Datadog](datadog.md): ## Documentation Index - [Datavolo](datavolo.md): ## Documentation Index - [Debug model vs. Pinecone recall issues](debug-model-vs-pinecone-recall-issues.md): ## Documentation Index - [Decrease latency](decrease-latency.md): ## Documentation Index - [Dedicated Read Nodes](dedicated-read-nodes.md): ## Documentation Index - [Delete records](delete-data.md): ## Documentation Index - [Delete your account](delete-your-account.md): ## Documentation Index - [Delete your organization](delete-your-organization.md): ## Documentation Index - [Delete vectors](delete.md): ## Documentation Index - [Delete an API key](delete-api-key.md): ## Documentation Index - [Delete an assistant](delete-assistant.md): ## Documentation Index - [Delete a backup](delete-backup.md): ## Documentation Index - [Delete a collection](delete-collection.md): ## Documentation Index - [Delete an uploaded file](delete-file.md): ## Documentation Index - [Delete an index](delete-index.md): ## Documentation Index - [Delete a project](delete-project.md): ## Documentation Index - [Delete a namespace](deletenamespace.md): ## Documentation Index - [Check assistant status](describe-assistant.md): ## Documentation Index - [Describe a backup](describe-backup.md): ## Documentation Index - [Describe a collection](describe-collection.md): ## Documentation Index - [Describe a file upload](describe-file.md): ## Documentation Index - [Describe an import](describe-import.md): ## Documentation Index - [Describe an index](describe-index.md): ## Documentation Index - [Describe a model](describe-model.md): ## Documentation Index - [Describe a restore job](describe-restore-job.md): ## Documentation Index - [Get index stats](describeindexstats.md): ## Documentation Index - [Describe a namespace](describenamespace.md): ## Documentation Index - [Differences between Lexical and Semantic Search regarding relevancy](differences-between-lexical-semantic-search.md): ## Documentation Index - [.NET SDK](dotnet-sdk.md): See the [.NET SDK documentation](https://github.com/pinecone-io/pinecone-dotnet-client/blob/main/README.md) for full ... - [Downgrade your plan](downgrade-billing-plan.md): ## Documentation Index - [Download a usage report](download-usage-report.md): ## Documentation Index - [Embedding values changed when upserted](embedding-values-changed-when-upserted.md): ## Documentation Index - [Error: Cannot import name 'Pinecone' from 'pinecone'](error-cannot-import-name-pinecone.md): ## Documentation Index - [Error handling](error-handling.md): ## Documentation Index - [Error: Handshake read failed when connecting](error-handshake-read-failed.md): ## Documentation Index - [Errors](errors.md): ## Documentation Index - [Estuary](estuary.md): ## Documentation Index - [Evaluate answers](evaluate-answers.md): ## Documentation Index - [Evaluation overview](evaluation-overview.md): ## Documentation Index - [Export indexes](export-indexes.md): ## Documentation Index - [Feature availability](feature-availability.md): ## Documentation Index - [Fetch records](fetch-data.md): ## Documentation Index - [Fetch vectors](fetch.md): ## Documentation Index - [Get API key details](fetch-api-key.md): ## Documentation Index - [Fetch vectors by metadata](fetch-by-metadata.md): ## Documentation Index - [Get project details](fetch-project.md): ## Documentation Index - [Files in Pinecone Assistant](files-overview.md): ## Documentation Index - [Filter by metadata](filter-by-metadata.md): ## Documentation Index - [Fleak](fleak.md): ## Documentation Index - [FlowiseAI](flowise.md): ## Documentation Index - [Gathr](gathr.md): ## Documentation Index - [Generate vectors](generate-embeddings.md): ## Documentation Index - [Genkit](genkit.md): ## Documentation Index - [Create an access token](get-token.md): ## Documentation Index - [GitHub Copilot](github-copilot.md): ## Documentation Index - [Go SDK](go-sdk.md): See the [Go SDK documentation](https://github.com/pinecone-io/go-pinecone/blob/main/README.md) for full installation ... - [Google Cloud Marketplace](google-cloud-marketplace.md): ## Documentation Index - [Haystack](haystack.md): ## Documentation Index - [How to work with Support](how-to-work-with-support.md): ## Documentation Index - [Hugging Face Inference Endpoints](hugging-face-inference-endpoints.md): ## Documentation Index - [Hybrid search](hybrid-search.md): ## Documentation Index - [Implement multitenancy](implement-multitenancy.md): ## Documentation Index - [Import records](import-data.md): ## Documentation Index - [Increase search relevance](increase-relevance.md): ## Documentation Index - [Increase throughput](increase-throughput.md): ## Documentation Index - [Serverless index creation error - max serverless indexes](index-creation-error-max-serverless.md): ## Documentation Index - [Index creation error - missing spec parameter](index-creation-error-missing-spec.md): ## Documentation Index - [Indexing overview](indexing-overview.md): ## Documentation Index - [CLI installation](installation.md): ## Documentation Index - [Instill AI](instill.md): ## Documentation Index - [Integrate with Amazon S3](integrate-with-amazon-s3.md): ## Documentation Index - [Integrate with Azure Blob Storage](integrate-with-azure-blob-storage.md): ## Documentation Index - [Integrate with Google Cloud Storage](integrate-with-google-cloud-storage.md): ## Documentation Index - [Integration ecosystem](integration-ecosystem.md): ## Documentation Index - [Assistant API reference](introduction.md): ## Documentation Index - [Java SDK](java-sdk.md): See the [Pinecone Java SDK - [Jina AI](jina.md): ## Documentation Index - [Keep customer data separate in Pinecone](keep-customer-data-separate.md): ## Documentation Index - [Known limitations](known-limitations.md): ## Documentation Index - [LangChain](langchain.md): ## Documentation Index - [Langtrace](langtrace.md): ## Documentation Index - [Lexical search](lexical-search.md): ## Documentation Index - [Limitations of querying by ID](limitations-of-querying-by-id.md): ## Documentation Index - [List record IDs](list-record-ids.md): ## Documentation Index - [List vector IDs](list.md): ## Documentation Index - [List API keys](list-api-keys.md): ## Documentation Index - [List assistants](list-assistants.md): ## Documentation Index - [List collections](list-collections.md): ## Documentation Index - [List Files](list-files.md): ## Documentation Index - [List imports](list-imports.md): ## Documentation Index - [List backups for an index](list-index-backups.md): ## Documentation Index - [List indexes](list-indexes.md): ## Documentation Index - [List available models](list-models.md): ## Documentation Index - [List backups for all indexes in a project](list-project-backups.md): ## Documentation Index - [List projects](list-projects.md): ## Documentation Index - [List restore jobs](list-restore-jobs.md): ## Documentation Index - [List namespaces](listnamespaces.md): ## Documentation Index - [LlamaIndex](llamaindex.md): ## Documentation Index - [Local development with Pinecone Local](local-development.md): ## Documentation Index - [Login code issues](login-code-issues.md): ## Documentation Index - [Manage API keys](manage-api-keys.md): ## Documentation Index - [Manage assistants](manage-assistants.md): ## Documentation Index - [Manage cost](manage-cost.md): ## Documentation Index - [Manage files](manage-files.md): ## Documentation Index - [Manage serverless indexes](manage-indexes.md): ## Documentation Index - [Manage namespaces](manage-namespaces.md): ## Documentation Index - [Manage organization members](manage-organization-members.md): ## Documentation Index - [Manage service accounts at the organization-level](manage-organization-service-accounts.md): ## Documentation Index - [Manage pod-based indexes](manage-pod-based-indexes.md): ## Documentation Index - [Manage project members](manage-project-members.md): ## Documentation Index - [Manage service accounts at the project-level](manage-project-service-accounts.md): ## Documentation Index - [Manage projects](manage-projects.md): ## Documentation Index - [Manage service accounts at the organization-level](manage-service-accounts.md): ## Documentation Index - [Manage storage integrations](manage-storage-integrations.md): ## Documentation Index - [Matillion](matillion.md): ## Documentation Index - [Use an Assistant MCP server](mcp-server.md): ## Documentation Index - [Evaluate an answer](metrics-alignment.md): ## Documentation Index - [Microsoft Marketplace](microsoft-marketplace.md): ## Documentation Index - [Migrate a pod-based index to serverless](migrate-a-pod-based-index-to-serverless.md): ## Documentation Index - [Minimize latencies](minimize-latencies.md): ## Documentation Index - [Python AttributeError: module pinecone has no attribute init](module-pinecone-has-no-attribute-init.md): ## Documentation Index - [Monitor usage and cost](monitor-spend-and-usage.md): ## Documentation Index - [Monitor usage and costs](monitor-usage-and-costs.md): ## Documentation Index - [Monitor performance](monitoring.md): ## Documentation Index - [Multimodal context for assistants](multimodal.md): ## Documentation Index - [Pinecone Assistant: n8n quickstart](n8n-quickstart.md): ## Documentation Index - [New Relic](new-relic.md): ## Documentation Index - [Nexla](nexla.md): ## Documentation Index - [Node.js SDK](node-sdk.md): See the [Pinecone Node.js SDK - [Node.js Troubleshooting](nodejs-troubleshooting.md): ## Documentation Index - [Notebooks](notebooks.md): ## Documentation Index - [Nuclia](nuclia.md): ## Documentation Index - [OctoAI](octoai.md): ## Documentation Index - [Configure SSO with Okta](okta.md): ## Documentation Index - [OpenAI](openai.md): ## Documentation Index - [Organizations overview](organizations-overview.md): ## Documentation Index - [Pinecone Assistant](overview.md): ## Documentation Index - [Parallel queries](parallel-queries.md): ## Documentation Index - [PineconeAttribute errors with LangChain](pinecone-attribute-errors-with-langchain.md): ## Documentation Index - [Introduction](pinecone-sdks.md): ## Documentation Index - [Spark-Pinecone connector](pinecone-spark-connector.md): ## Documentation Index - [Pinecone Support SLAs](pinecone-support-slas.md): ## Documentation Index - [Pricing and limits](pricing-and-limits.md): ## Documentation Index - [Production checklist](production-checklist.md): ## Documentation Index - [Projects overview](projects-overview.md): ## Documentation Index - [Pulumi](pulumi.md): ## Documentation Index - [Python SDK](python-sdk.md): The Pinecone Python SDK is distributed on PyPI using the package name`pinecone`. By default, the`pinecone`package ... - [Search with a vector](query.md): ## Documentation Index - [Quickstart](quickstart.md): ## Documentation Index - [Redpanda](redpanda.md): ## Documentation Index - [Reference architectures](reference-architectures.md): ## Documentation Index - [Pinecone Python SDK](reference.md): The official Pinecone Python SDK. - [Remove a metadata field from a record](remove-metadata-field.md): ## Documentation Index - [Rerank results](rerank-results.md): ## Documentation Index - [Rerank results](rerank.md): ## Documentation Index - [Restore a pod-based index](restore-a-pod-based-index.md): ## Documentation Index - [Restore an index](restore-an-index.md): ## Documentation Index - [Restrictions on index names](restrictions-on-index-names.md): ## Documentation Index - [Retrieve context snippets](retrieve-context-snippets.md): ## Documentation Index - [Return all vectors in an index](return-all-vectors-in-an-index.md): ## Documentation Index - [Rust SDK](rust-sdk.md): The Rust SDK is in "alpha" and is under active development. The SDK should be considered unstable and should not be u... - [Sample apps](sample-apps.md): ## Documentation Index - [Scale pod-based indexes](scale-pod-based-indexes.md): ## Documentation Index - [Pinecone Assistant: SDK quickstart](sdk-quickstart.md): ## Documentation Index - [Search overview](search-overview.md): ## Documentation Index - [Search with text](search-records.md): ## Documentation Index - [Security overview](security-overview.md): ## Documentation Index - [Semantic search](semantic-search.md): ## Documentation Index - [Serverless index connection errors](serverless-index-connection-errors.md): ## Documentation Index - [Snowflake](snowflake.md): ## Documentation Index - [Standard trial](standard-trial.md): ## Documentation Index - [Start import](start-import.md): ## Documentation Index - [StreamNative](streamnative.md): ## Documentation Index - [Target an index](target-an-index.md): ## Documentation Index - [CLI target context](target-context.md): ## Documentation Index - [Terraform](terraform.md): ## Documentation Index - [Test Pinecone at scale](test-at-scale.md): ## Documentation Index - [Traceloop](traceloop.md): ## Documentation Index - [TruLens](trulens.md): ## Documentation Index - [Twelve Labs](twelve-labs.md): ## Documentation Index - [Unable to pip install](unable-to-pip-install.md): ## Documentation Index - [Understanding collections](understanding-collections.md): ## Documentation Index - [Understanding cost](understanding-cost.md): ## Documentation Index - [Understanding organizations](understanding-organizations.md): ## Documentation Index - [Understanding pod-based indexes](understanding-pod-based-indexes.md): ## Documentation Index - [Understanding projects](understanding-projects.md): ## Documentation Index - [Unstructured](unstructured.md): ## Documentation Index - [Update records](update-data.md): ## Documentation Index - [Update a vector](update.md): ## Documentation Index - [Update an API key](update-api-key.md): ## Documentation Index - [Update an assistant](update-assistant.md): ## Documentation Index - [Update a project](update-project.md): ## Documentation Index - [Upgrade your plan](upgrade-billing-plan.md): ## Documentation Index - [Upload files](upload-files.md): ## Documentation Index - [Upload file to assistant](upload-file.md): ## Documentation Index - [Upsert records](upsert-data.md): ## Documentation Index - [Upsert vectors](upsert.md): ## Documentation Index - [Upsert text](upsert-records.md): ## Documentation Index - [Vercel](vercel.md): ## Documentation Index - [API versioning](versioning.md): ## Documentation Index - [VoltAgent](voltagent.md): ## Documentation Index - [Voyage AI](voyage.md): ## Documentation Index - [Wait for index creation to be complete](wait-for-index-creation.md): ## Documentation Index - [Zapier](zapier.md): ## Documentation Index