Cloning Genesys Cloud Quality Evaluation Forms via the Python SDK

What You Will Build

A Python utility that fetches an existing Quality evaluation form, constructs a validated clone payload with question group matrices and versioning directives, posts it atomically to the Quality API, and synchronizes the event to an external webhook while tracking latency and generating audit logs. This uses the Genesys Cloud Quality API (/api/v2/quality/forms) with the official genesyscloud Python SDK. The language covered is Python 3.9+.

Prerequisites

• OAuth 2.0 client credentials flow with scopes: quality:form:view, quality:form:add
• Genesys Cloud Python SDK: genesyscloud>=3.10.0
• Python runtime: 3.9 or higher
• External dependencies: httpx>=0.24.0, pydantic>=2.0.0, uuid, logging, time
• A valid Genesys Cloud organization with Quality evaluation forms enabled

Authentication Setup

The Genesys Cloud Python SDK handles token acquisition and caching automatically when configured with client credentials. You must initialize the platform client and attach an OAuth2 client before making API calls.

import os
from genesyscloud.platform.client import PureCloudPlatformClientV2
from genesyscloud.auth.oauth2_client import OAuth2Client

def init_genesys_client() -> PureCloudPlatformClientV2:
    client = PureCloudPlatformClientV2()
    
    oauth_client = OAuth2Client(
        client_id=os.getenv("GENESYS_CLIENT_ID"),
        client_secret=os.getenv("GENESYS_CLIENT_SECRET"),
        auth_url="https://api.mypurecloud.com/oauth/token",
        scopes=["quality:form:view", "quality:form:add"]
    )
    
    client.set_auth(oauth_client)
    oauth_client.login()
    
    return client

The SDK caches the access token and automatically refreshes it before expiration. If the token refresh fails, subsequent API calls will raise genesyscloud.rest.ApiException with status 401.

Implementation

Step 1: Fetch Source Form & Extract Payload

Cloning requires retrieving the full form structure, stripping the immutable id and version fields, and preparing a clean payload for the new form. The Quality API endpoint GET /api/v2/quality/forms/{id} returns the complete form object including group matrices, question dependencies, and scoring rules.

from genesyscloud.quality.api.quality_forms_api import QualityFormsApi
from genesyscloud.quality.model import Form
from genesyscloud.rest import ApiException
import uuid

def fetch_source_form(client: PureCloudPlatformClientV2, form_id: str) -> Form:
    api_instance = QualityFormsApi(client)
    try:
        response = api_instance.get_quality_form(form_id=form_id)
        return response
    except ApiException as e:
        if e.status == 404:
            raise ValueError(f"Source form {form_id} does not exist.")
        raise

Expected Response Structure:

{
  "id": "a1b2c3d4-e5f6-7890-abcd-ef1234567890",
  "name": "Customer Service Evaluation",
  "description": "Standard QA form for inbound calls",
  "version": 3,
  "groups": [
    {
      "id": "grp-001",
      "name": "Opening & Verification",
      "scoring": {
        "type": "percent",
        "weight": 30
      },
      "questions": [
        {
          "id": "q-001",
          "text": "Agent verified customer identity",
          "type": "boolean",
          "scoring": { "type": "percent", "weight": 100 }
        }
      ]
    }
  ],
  "scoring": { "type": "percent" }
}

Step 2: Validate Schema & Constraints

Genesys Cloud enforces strict constraints on evaluation forms. Group weights must sum to exactly 100. Question dependencies must not contain circular references. The total payload size must remain within practical limits to prevent API rejection. You must run a validation pipeline before constructing the clone payload.

import json
from typing import List, Dict, Any

MAX_FORM_PAYLOAD_BYTES = 500000  # ~500KB practical limit
MAX_GROUPS = 50
MAX_QUESTIONS_PER_GROUP = 100

def validate_form_payload(groups: List[Dict[str, Any]]) -> bool:
    total_weight = 0.0
    question_count = 0
    
    for group in groups:
        group_weight = group.get("scoring", {}).get("weight", 0)
        total_weight += group_weight
        question_count += len(group.get("questions", []))
        
        if len(group.get("questions", [])) > MAX_QUESTIONS_PER_GROUP:
            raise ValueError(f"Group {group.get('id', 'unknown')} exceeds maximum question count.")
            
    if abs(total_weight - 100.0) > 0.01:
        raise ValueError(f"Group weights must sum to 100. Current sum: {total_weight}")
        
    if len(groups) > MAX_GROUPS:
        raise ValueError("Form exceeds maximum group count.")
        
    payload_json = json.dumps({"groups": groups})
    if len(payload_json.encode("utf-8")) > MAX_FORM_PAYLOAD_BYTES:
        raise ValueError("Form payload exceeds maximum size limit.")
        
    return True

def check_question_dependencies(groups: List[Dict[str, Any]]) -> None:
    question_ids = set()
    for group in groups:
        for q in group.get("questions", []):
            question_ids.add(q.get("id"))
            
    for group in groups:
        for q in group.get("questions", []):
            dependencies = q.get("dependencies", [])
            for dep in dependencies:
                if dep.get("questionId") not in question_ids:
                    raise ValueError(f"Dependency references missing question: {dep.get('questionId')}")

Step 3: Atomic POST & Format Verification

The clone operation executes as a single POST /api/v2/quality/forms call. You must strip the source id and version, assign a new UUID, and set the version directive to 1. The SDK serializes the payload into a FormCreateRequest object. You must implement retry logic for 429 rate limit responses.

import time
from genesyscloud.quality.model.form_create_request import FormCreateRequest
from copy import deepcopy

def clone_form(client: PureCloudPlatformClientV2, source_form: Form, clone_name: str, max_retries: int = 3) -> Form:
    api_instance = QualityFormsApi(client)
    
    payload = deepcopy(source_form.to_dict())
    payload["id"] = str(uuid.uuid4())
    payload["name"] = clone_name
    payload["version"] = 1
    
    validate_form_payload(payload.get("groups", []))
    check_question_dependencies(payload.get("groups", []))
    
    create_request = FormCreateRequest(**payload)
    
    for attempt in range(1, max_retries + 1):
        try:
            response = api_instance.post_quality_form(body=create_request)
            return response
        except ApiException as e:
            if e.status == 429 and attempt < max_retries:
                wait_time = 2 ** attempt
                time.sleep(wait_time)
                continue
            elif e.status == 400:
                raise ValueError(f"Format verification failed: {e.body}")
            else:
                raise

Raw HTTP Equivalent:

POST /api/v2/quality/forms HTTP/1.1
Host: api.mypurecloud.com
Authorization: Bearer <access_token>
Content-Type: application/json

{
  "id": "new-uuid-here",
  "name": "Customer Service Evaluation (Clone)",
  "version": 1,
  "groups": [...],
  "scoring": { "type": "percent" }
}

Step 4: Webhook Sync & Metrics Pipeline

You must synchronize cloning events to external QA platforms, track latency, record success rates, and generate audit logs. The pipeline uses httpx for webhook delivery and logging for governance trails.

import httpx
import logging
from datetime import datetime, timezone

logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
logger = logging.getLogger("quality_form_cloner")

WEBHOOK_URL = os.getenv("EXTERNAL_QA_WEBHOOK_URL", "https://qa-platform.example.com/api/v1/form-sync")
WEBHOOK_TOKEN = os.getenv("WEBHOOK_AUTH_TOKEN")

def sync_and_log(source_id: str, clone_id: str, clone_name: str, latency_ms: float, success: bool) -> None:
    audit_entry = {
        "timestamp": datetime.now(timezone.utc).isoformat(),
        "source_form_id": source_id,
        "clone_form_id": clone_id,
        "clone_name": clone_name,
        "latency_ms": latency_ms,
        "status": "success" if success else "failed",
        "audit_action": "form_clone"
    }
    
    logger.info(f"Clone audit: {json.dumps(audit_entry)}")
    
    if success and WEBHOOK_URL:
        try:
            with httpx.Client() as http:
                http.post(
                    WEBHOOK_URL,
                    json=audit_entry,
                    headers={"Authorization": f"Bearer {WEBHOOK_TOKEN}"},
                    timeout=10.0
                )
        except httpx.HTTPError as e:
            logger.warning(f"Webhook sync failed: {e}")

Complete Working Example

import os
import uuid
import time
import json
import logging
import httpx
from datetime import datetime, timezone
from typing import Dict, Any, List
from copy import deepcopy

from genesyscloud.platform.client import PureCloudPlatformClientV2
from genesyscloud.auth.oauth2_client import OAuth2Client
from genesyscloud.quality.api.quality_forms_api import QualityFormsApi
from genesyscloud.quality.model import Form
from genesyscloud.quality.model.form_create_request import FormCreateRequest
from genesyscloud.rest import ApiException

logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
logger = logging.getLogger("quality_form_cloner")

MAX_FORM_PAYLOAD_BYTES = 500000
MAX_GROUPS = 50
MAX_QUESTIONS_PER_GROUP = 100

class QualityFormCloner:
    def __init__(self, client_id: str, client_secret: str):
        self.client = PureCloudPlatformClientV2()
        oauth = OAuth2Client(
            client_id=client_id,
            client_secret=client_secret,
            auth_url="https://api.mypurecloud.com/oauth/token",
            scopes=["quality:form:view", "quality:form:add"]
        )
        self.client.set_auth(oauth)
        oauth.login()
        self.forms_api = QualityFormsApi(self.client)

    def _validate_weights_and_size(self, groups: List[Dict[str, Any]]) -> None:
        total_weight = 0.0
        for g in groups:
            total_weight += g.get("scoring", {}).get("weight", 0)
            if len(g.get("questions", [])) > MAX_QUESTIONS_PER_GROUP:
                raise ValueError("Exceeds maximum questions per group.")
        if len(groups) > MAX_GROUPS:
            raise ValueError("Exceeds maximum group count.")
        if abs(total_weight - 100.0) > 0.01:
            raise ValueError(f"Group weights must sum to 100. Current: {total_weight}")
        payload_size = len(json.dumps({"groups": groups}).encode("utf-8"))
        if payload_size > MAX_FORM_PAYLOAD_BYTES:
            raise ValueError("Payload exceeds maximum size limit.")

    def _check_dependencies(self, groups: List[Dict[str, Any]]) -> None:
        all_ids = {q["id"] for g in groups for q in g.get("questions", [])}
        for g in groups:
            for q in g.get("questions", []):
                for dep in q.get("dependencies", []):
                    if dep.get("questionId") not in all_ids:
                        raise ValueError(f"Invalid dependency reference: {dep.get('questionId')}")

    def clone(self, source_form_id: str, clone_name: str) -> Dict[str, Any]:
        start_time = time.time()
        success = False
        clone_id = None
        
        try:
            source = self.forms_api.get_quality_form(form_id=source_form_id)
            payload = deepcopy(source.to_dict())
            payload["id"] = str(uuid.uuid4())
            payload["name"] = clone_name
            payload["version"] = 1
            
            self._validate_weights_and_size(payload.get("groups", []))
            self._check_dependencies(payload.get("groups", []))
            
            create_req = FormCreateRequest(**payload)
            attempt = 0
            max_retries = 3
            
            while attempt < max_retries:
                try:
                    cloned = self.forms_api.post_quality_form(body=create_req)
                    clone_id = cloned.id
                    success = True
                    break
                except ApiException as e:
                    if e.status == 429 and attempt < max_retries - 1:
                        time.sleep(2 ** (attempt + 1))
                        attempt += 1
                        continue
                    raise
                    
        except Exception as e:
            logger.error(f"Clone failed: {e}")
            raise
        finally:
            latency = (time.time() - start_time) * 1000
            self._emit_audit(source_form_id, clone_id, clone_name, latency, success)
            
        return {
            "source_id": source_form_id,
            "clone_id": clone_id,
            "clone_name": clone_name,
            "latency_ms": latency,
            "success": success
        }

    def _emit_audit(self, source_id: str, clone_id: str, name: str, latency: float, success: bool) -> None:
        entry = {
            "timestamp": datetime.now(timezone.utc).isoformat(),
            "source_form_id": source_id,
            "clone_form_id": clone_id,
            "clone_name": name,
            "latency_ms": latency,
            "status": "success" if success else "failed",
            "audit_action": "form_clone"
        }
        logger.info(json.dumps(entry))
        
        webhook_url = os.getenv("EXTERNAL_QA_WEBHOOK_URL")
        if success and webhook_url:
            try:
                with httpx.Client() as http:
                    http.post(
                        webhook_url,
                        json=entry,
                        headers={"Authorization": f"Bearer {os.getenv('WEBHOOK_AUTH_TOKEN', '')}"},
                        timeout=10.0
                    )
            except httpx.HTTPError as e:
                logger.warning(f"Webhook delivery failed: {e}")

if __name__ == "__main__":
    cloner = QualityFormCloner(
        client_id=os.getenv("GENESYS_CLIENT_ID"),
        client_secret=os.getenv("GENESYS_CLIENT_SECRET")
    )
    result = cloner.clone("a1b2c3d4-e5f6-7890-abcd-ef1234567890", "Customer Service Evaluation (Clone)")
    print(json.dumps(result, indent=2))

Common Errors & Debugging

Error: 400 Bad Request (Weight Mismatch or Schema Violation)

• Cause: Group weights do not sum to exactly 100, or a question dependency references a non-existent question ID.
• Fix: Run the _validate_weights_and_size and _check_dependencies methods before POST. Adjust the weight field in each group object to ensure the total equals 100.
• Code Fix: The validation pipeline raises a ValueError with the exact mismatch amount. Adjust the payload numerically and retry.

Error: 401 Unauthorized or 403 Forbidden

• Cause: Missing quality:form:view or quality:form:add scopes, or expired OAuth token.
• Fix: Verify the OAuth client credentials in the Genesys Cloud admin console. Ensure the scopes list in OAuth2Client includes both required scopes. The SDK automatically refreshes tokens, but a 401 indicates credential mismatch or scope restriction.
• Code Fix: Reinitialize the OAuth2Client with correct credentials and call oauth.login().

Error: 429 Too Many Requests

• Cause: Exceeding the Quality API rate limit (typically 100 requests per second per client, but burst limits apply).
• Fix: Implement exponential backoff. The example includes a retry loop with 2 ** attempt second delays.
• Code Fix: The while attempt < max_retries block handles this automatically. Increase max_retries if cloning multiple forms in parallel.

Error: 5xx Server Error

• Cause: Temporary Genesys Cloud backend degradation or payload serialization failure.
• Fix: Retry the POST operation after a brief delay. If persistent, validate the payload against the official OpenAPI schema.
• Code Fix: Wrap the post_quality_form call in a try/except block and retry with a fixed interval. Log the raw response body for debugging.

Official References

• Genesys Cloud Quality Forms API Documentation
• Python SDK Reference (genesyscloud)
• OAuth 2.0 Client Credentials Flow
• Quality Form Object Schema