---

name: dialogflow-cx-advanced description: Manage advanced features in Google Dialogflow CX via REST API. Use for environments, webhooks, and deployment management. Supports v3beta1 API.

Dialogflow CX Advanced

Manage advanced features in Google Dialogflow CX via REST API for deployment and external integrations.

Prerequisites

• Google Cloud project with Dialogflow CX API enabled
• Service account or OAuth credentials with Dialogflow API access
• gcloud CLI authenticated OR bearer token

Authentication

Option 1: gcloud CLI (recommended)

gcloud auth application-default login
TOKEN=$(gcloud auth print-access-token)

Option 2: Service Account

export GOOGLE_APPLICATION_CREDENTIALS="/path/to/service-account.json"
TOKEN=$(gcloud auth application-default print-access-token)

API Base URL

https://dialogflow.googleapis.com/v3beta1

Regional endpoints available:

• https://{region}-dialogflow.googleapis.com (e.g., us-central1, europe-west1)

Common Operations

List Environments

curl -X GET \
  "https://dialogflow.googleapis.com/v3beta1/projects/${PROJECT_ID}/locations/${LOCATION}/agents/${AGENT_ID}/environments" \
  -H "Authorization: Bearer ${TOKEN}"

Create Environment

curl -X POST \
  "https://dialogflow.googleapis.com/v3beta1/projects/${PROJECT_ID}/locations/${LOCATION}/agents/${AGENT_ID}/environments" \
  -H "Authorization: Bearer ${TOKEN}" \
  -H "Content-Type: application/json" \
  -d '{
    "displayName": "production",
    "description": "Production environment"
  }'

List Webhooks

curl -X GET \
  "https://dialogflow.googleapis.com/v3beta1/projects/${PROJECT_ID}/locations/${LOCATION}/agents/${AGENT_ID}/webhooks" \
  -H "Authorization: Bearer ${TOKEN}"

Create Webhook

curl -X POST \
  "https://dialogflow.googleapis.com/v3beta1/projects/${PROJECT_ID}/locations/${LOCATION}/agents/${AGENT_ID}/webhooks" \
  -H "Authorization: Bearer ${TOKEN}" \
  -H "Content-Type: application/json" \
  -d '{
    "displayName": "Order Fulfillment",
    "genericWebService": {
      "uri": "https://your-webhook.com/fulfill"
    }
  }'

Key Resources

Resource	Description
Environments	Deployment stages (draft, production)
Webhooks	External fulfillment endpoints
Continuous Testing	Ongoing health monitoring

Quick Reference

For detailed API reference:

• Advanced Features: See references/advanced.md

Scripts

• scripts/advanced.py — CLI wrapper for advanced operations

Usage

python scripts/advanced.py list-environments --agent AGENT_NAME
python scripts/advanced.py list-webhooks --agent AGENT_NAME

Tips

• Use environments to separate development, staging, and production
• Webhooks enable external processing and integrations
• Continuous testing helps maintain conversation quality