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DataStax Astra DB Serverless Documentation

    • Overview
      • Release notes
      • Astra DB FAQs
      • Astra DB Architecture FAQ
      • Astra DB glossary
      • Get support
    • Getting Started
      • Astra Vector Search Quickstart
      • Create your database
      • Grant a user access
      • Load and retrieve data
        • Use DSBulk to load data
        • Use Data Loader in Astra Portal
      • Connect a driver
      • Build sample apps
    • Planning
      • Plan options
      • Database regions
    • Securing
      • Security highlights
      • Security guidelines
      • Default user permissions
      • Change your password
      • Reset your password
      • Authentication and Authorization
      • Astra DB Plugin for HashiCorp Vault
    • Connecting
      • Connecting private endpoints
        • AWS Private Link
        • Azure Private Link
        • GCP Private Endpoints
        • Connecting custom DNS
      • Connecting Change Data Capture (CDC)
      • Connecting CQL console
      • Connect the Spark Cassandra Connector to Astra
      • Drivers for Astra DB
        • Connecting C++ driver
        • Connecting C# driver
        • Connecting Java driver
        • Connecting Node.js driver
        • Connecting Python driver
        • Connecting Legacy drivers
        • Drivers retry policies
      • Get Secure Connect Bundle
    • Migrating
      • Components
      • FAQs
      • Preliminary steps
        • Feasibility checks
        • Deployment and infrastructure considerations
        • Create target environment for migration
        • Understand rollback options
      • Phase 1: Deploy ZDM Proxy and connect client applications
        • Set up the ZDM Proxy Automation with ZDM Utility
        • Deploy the ZDM Proxy and monitoring
        • Configure Transport Layer Security
        • Connect client applications to ZDM Proxy
        • Leverage metrics provided by ZDM Proxy
        • Manage your ZDM Proxy instances
      • Phase 2: Migrate and validate data
        • Cassandra Data Migrator
        • DSBulk Migrator
      • Phase 3: Enable asynchronous dual reads
      • Phase 4: Change read routing to Target
      • Phase 5: Connect client applications directly to Target
      • Troubleshooting
        • Troubleshooting tips
        • Troubleshooting scenarios
      • Glossary
      • Contribution guidelines
      • Release Notes
    • Managing
      • Managing your organization
        • User permissions
        • Pricing and billing
        • Audit Logs
        • Delete an account
        • Bring Your Own Key
          • BYOK AWS Astra Portal
          • BYOK GCP Astra Portal
          • BYOK AWS DevOps API
          • BYOK GCP DevOps API
        • Configuring SSO
          • Configure SSO for Microsoft Azure AD
          • Configure SSO for Okta
          • Configure SSO for OneLogin
      • Managing your database
        • Create your database
        • View your databases
        • Database statuses
        • Use DSBulk to load data
        • Use Data Loader in Astra Portal
        • Monitor your databases
        • Export metrics to third party
          • Export metrics via Astra Portal
          • Export metrics via DevOps API
        • Manage access lists
        • Manage multiple keyspaces
        • Using multiple regions
        • Terminate your database
      • Managing with DevOps API
        • Managing database lifecycle
        • Managing roles
        • Managing users
        • Managing tokens
        • Managing BYOK AWS
        • Managing BYOK GCP
        • Managing access list
        • Managing multiple regions
        • Get private endpoints
        • AWS PrivateLink
        • Azure PrivateLink
        • GCP Private Service
    • Integrations
    • Astra CLI
    • Astra Vector Search
      • Quickstarts
      • Examples
      • Create a serverless database with Vector Search
      • Query Vector Data with CQL
        • Using analyzers
      • Data modeling
      • Working with embeddings
    • Astra Block
      • Quickstart
      • FAQ
      • Data model
      • About NFTs
    • API QuickStarts
      • JSON API QuickStart
      • Document API QuickStart
      • REST API QuickStart
      • GraphQL CQL-first API QuickStart
    • Developing with APIs
      • Developing with JSON API
      • Developing with Document API
      • Developing with REST API
      • Developing with GraphQL API
        • Developing with GraphQL API (CQL-first)
        • Developing with GraphQL API (Schema-first)
      • Developing with gRPC API
        • gRPC Rust Client
        • gRPC Go Client
        • gRPC Node.js Client
        • gRPC Java Client
      • Developing with CQL API
      • Tooling Resources
      • Node.js Document Collection Client
      • Node.js REST Client
    • API References
      • Astra DB JSON API v1
      • Astra DB REST API v2
      • Astra DB Document API v2
      • Astra DB DevOps API v2
  • DataStax Astra DB Serverless Documentation
  • Astra Vector Search
  • Examples

Examples

Example

Description

Topic

Retrieval Augmented Generation for AI Chatbots colab

RAG performs a vector similarity search to add supplemental context to a LLM.

Chatbot
Large Language Model
Python
RAG

Image Search with the Contrastive Language Image Pre-training colab

Generate image embeddings using the CLIP model, store them in Astra DB, and utilize Astra Vector Search to find and display a particular image from a set of images.

CLIP
Image Embeddings
Python

Query vector data with CQL

To query data using Vector Search, use a SELECT query as shown in the documentation.

Cassandra Query Language (CQL)
Code examples

Philosophy quote finder & generator with Vector Search & RAG using CQL colab or Using CassIO colab

Use OpenAI’s vector embeddings and DataStax Astra DB as the vector store for data persistence.

Cassandra Query Language (CQL)
RAG
Vector Search
Large Language Model
CassIO

Quick start with LangStream to build chatbot

Use LangStream, streaming AI agents, and OpenAI to build streaming GenAI apps faster.

LangStream
Vector Search
Streaming
OpenAI completions

Visit CassIO and LangStream for more examples.

Quickstarts Create a serverless database with Vector Search

General Inquiries: +1 (650) 389-6000 info@datastax.com

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