How to Export and Leverage Rating Data from OpenClaw

1. Introduction

For developers, data engineers, and technical decision‑makers, the ability to export rating data from a review platform is a game‑changer. OpenClaw, the open‑source review engine, ships a ready‑to‑use rating export API that eliminates the need for fragile web‑scraping solutions. This guide walks you through every technical detail—endpoints, authentication, data formats, GDPR safeguards, and real‑world use‑cases—so you can start building robust analytics pipelines or integrate the data into OpenClaw hosting on UBUS today.

2. Overview of OpenClaw Rating Export API

Endpoints

• /api/v1/ratings/export – Returns all rating records for a given product or service.
• /api/v1/ratings/export/{product_id} – Scoped export for a single product.
• /api/v1/ratings/schema – Returns the JSON schema describing the payload.

Authentication

OpenClaw uses OAuth 2.0 Bearer tokens. Create a client in the admin console, then exchange the client ID/secret for an access token:

curl -X POST https://your-openclaw.com/oauth/token \
  -d "grant_type=client_credentials" \
  -d "client_id=YOUR_CLIENT_ID" \
  -d "client_secret=YOUR_CLIENT_SECRET"

Include the token in the Authorization header for every export request:

curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
  https://your-openclaw.com/api/v1/ratings/export?format=json

3. Data Format Options

The API supports three interchangeable formats. Choose the one that matches your downstream pipeline.

4. Security and GDPR Considerations

Data Anonymization

By default, the export payload excludes personally identifiable information (PII). If you need to include user‑level data, enable the include_pii flag and ensure you run a one‑way hash on email addresses before storage.

Consent Management

OpenClaw respects the EU GDPR framework. Each rating record carries a consent_id that maps to a consent log. When exporting, you can filter by consent status:

curl -H "Authorization: Bearer TOKEN" \
  "https://openclaw.example.com/api/v1/ratings/export?consent=granted&format=csv"

This ensures you only process data for users who have explicitly opted in.

5. Practical Use‑Cases

• Analytics Dashboards – Feed JSON into a AI marketing agents pipeline to generate sentiment heatmaps.
• Moltbook Integration – Sync CSV exports nightly into Moltbook’s data lake for product‑level KPI tracking.
• Real‑time Alerts – Use the XML endpoint with an XSLT transform to trigger Slack notifications when a rating drops below 2 stars.

Example: Python Export Script

import requests
import pandas as pd

TOKEN = "YOUR_ACCESS_TOKEN"
API_URL = "https://openclaw.example.com/api/v1/ratings/export"

headers = {"Authorization": f"Bearer {TOKEN}"}
params = {"format": "json", "product_id": "12345"}

response = requests.get(API_URL, headers=headers, params=params)
response.raise_for_status()

data = response.json()
df = pd.DataFrame(data["ratings"])
df.to_parquet("ratings_12345.parquet")
print("Export completed – rows:", len(df))

The same script can be switched to CSV by changing format=csv and using pd.read_csv for ingestion.

6. Step‑by‑Step Guide to Export Data

1. Create an OAuth client in the OpenClaw admin UI. Record the client ID and secret.
2. Obtain an access token using the client_credentials flow (see code snippet above).
3. Choose your format – add ?format=json, csv, or xml to the request URL.
4. Apply filters if needed (e.g., product_id, date_range, consent).
5. Execute the request with the Authorization: Bearer header.
6. Store securely – write the payload to an encrypted bucket or a GDPR‑compliant data lake.
7. Validate – run a schema check against /api/v1/ratings/schema to catch version mismatches.

7. Host OpenClaw on UBUS

UBUS offers a managed environment optimized for OpenClaw, including automatic SSL, daily backups, and one‑click scaling. Deploy your instance in minutes and start using the export API without worrying about infrastructure.

Learn more about the hosting package and pricing on the OpenClaw hosting page.

8. Related UBOS Resources

While you’re building your analytics pipeline, you might also explore the UBOS platform overview for a broader AI‑enabled ecosystem, or check out the UBOS pricing plans to see how you can scale cost‑effectively. For rapid prototyping, the UBOS templates for quick start include pre‑built connectors for CSV and JSON ingestion.

9. Conclusion and Call‑to‑Action

Exporting rating data from OpenClaw is straightforward, secure, and fully compliant with GDPR. By leveraging the JSON, CSV, or XML endpoints, you can power real‑time dashboards, feed Moltbook, or create AI‑driven insights with minimal code. Ready to put the data to work? Deploy OpenClaw on UBUS today, grab your OAuth token, and start building the next generation of review analytics.

“The OpenClaw export API turned a months‑long data‑gathering effort into a single nightly job.” – Senior Data Engineer, FinTech Startup

Have questions or need a custom connector? Reach out via our About UBOS page or join the community forum. Your data journey starts now.