Load Cpanel data to DuckDB

cPanel & WHM provide REST APIs to manage server accounts and settings through cPanel, UAPI, and WHM API functions. Everything needed to build a working Cpanel → DuckDB pipeline is on this page: the API's base URL, authentication, endpoints, pagination and incremental field — plus a prompt that hands the whole job to your coding agent.

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Build your Cpanel to DuckDB pipeline

Paste this prompt into Claude, Codex, or Cursor. The agent does the rest.

PromptCopy prompt
Run uvx dlthub-init@latest to build a pipeline from Cpanel to DuckDB and run it on dltHub

That scaffolds a dltHub workspace and installs the dltHub AI harness — the project rules, the secrets-management skill, and the dlt MCP server your agent needs to work safely. From there it reads the Cpanel API, proposes the endpoints to load, then writes, runs and validates the pipeline while you review rather than type. Credentials are inspected through MCP tools, so your agent never reads secrets.toml itself. How the LLM-native workflow works →

Prefer to write it yourself? Every fact the agent uses is below.

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Cpanel API at a glance

These values come from the Cpanel API reference — the authoritative source if anything here looks out of date.

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How do I authenticate with the Cpanel API?

Authentication is performed by sending an HTTP header named Authorization. The header value follows the format 'cpanel username:token' for cPanel API calls or 'whm username:token' for WHM API calls.

1. Get your credentials

To obtain API credentials for cPanel, log in to your cPanel interface and navigate to 'Home' > 'Security' > 'Manage API Tokens'. Click 'Create' (or 'Generate Token'), provide a unique name for the token, configure optional expiration settings, and click 'Create'. Copy the generated API token immediately, as it cannot be viewed again once you navigate away from the page. You will also need your cPanel account username.

2. Add them to .dlt/secrets.toml

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[sources.cpanel_source]
api_token = "your_api_token_here"
username = "your_username_here"

dlt reads this file automatically at runtime. With the harness, the setup-secrets skill prompts you for the values and never handles the raw credential in chat. For production, see setting up credentials with dlt.

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What Cpanel data can I load into DuckDB?

These are the Cpanel endpoints dlt can load into DuckDB:

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How do I load only new Cpanel records?

Cpanel exposes api.chunk.start on listaccts?api.version=1&api.chunk.enable=1, so dlt can request only the records that changed since the last run. Set it as the cursor_path and dlt tracks the high-water mark for you between runs.

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{"name": "list_accounts", "endpoint": {
    "path": "listaccts?api.version=1&api.chunk.enable=1",
    "incremental": {"cursor_path": "api.chunk.start", "initial_value": "2024-01-01T00:00:00Z"},
}}

On the first run dlt loads everything from initial_value; on every run after that it requests only what changed and appends with write_disposition="merge" if you set a primary key. See incremental loading.

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What does the generated Cpanel pipeline look like?

A standard dlt REST API pipeline — the same code you would write by hand, loading execute and json-api/cpanel from the Cpanel API into DuckDB:

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import dlt
from dlt.sources.rest_api import RESTAPIConfig, rest_api_resources

@dlt.source
def cpanel_source(api_token=dlt.secrets.value):
    config: RESTAPIConfig = {
        "client": {
            "base_url": "https://hostname:port (port 2083 for cPanel secure calls, 2087 for WHM secure calls)",
            "auth": {"type": "api_key", "api_key": api_token, "name": "Authorization", "location": "header"},
        },
        "resources": [
            {"name": "list_accounts", "endpoint": {"path": "listaccts?api.version=1&api.chunk.enable=1"}},
            {"name": "list_pop_accounts", "endpoint": {"path": "json-api/cpanel?cpanel_jsonapi_apiversion=2&cpanel_jsonapi_module=Email&cpanel_jsonapi_func=listpopswithdisk&api2_paginate=1"}}
        ],
    }
    yield from rest_api_resources(config)


def load_cpanel_to_duckdb() -> None:
    pipeline = dlt.pipeline(
        pipeline_name="cpanel_pipeline",
        destination="duckdb",
        dataset_name="cpanel_data",
    )
    load_info = pipeline.run(cpanel_source())
    print(load_info)


if __name__ == "__main__":
    load_cpanel_to_duckdb()

Run it with python cpanel_pipeline.py. The agent iterates on this until it loads cleanly — you review and approve, rather than write it from scratch.

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How do I query Cpanel data in DuckDB?

dlt creates one table per resource. Query the loaded data with Python or SQL — or ask your agent to, through the MCP server's execute_sql_query tool.

Python (pandas DataFrame):

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import dlt

data = dlt.pipeline("cpanel_pipeline").dataset()
df = data.listaccts.df()
print(df.head())

SQL:

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SELECT * FROM cpanel_data.listaccts LIMIT 10;

See querying your data with dataset and exploring it in marimo notebooks.

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How do I deploy the Cpanel to DuckDB pipeline in production?

The pipeline runs locally, which is ideal for prototyping and one-off analysis. When you need it on a schedule, monitored on every load, and shared with your team, deploy the same dlt code on the dltHub platform — no infrastructure to maintain. The prompt above already ends with "run it on dltHub", so your agent can take it there directly.

• Deploy & schedule — run the pipeline as a managed job with automatic retries.
• Monitor — observable job queues, alerting, and load metrics for every run.
• Transform — promote raw Cpanel loads into governed, documented models.
• Visualize & share — explore data in notebooks and publish live dashboards instead of static screenshots.

Book a demo →

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What other destinations can I load Cpanel data to?

dlt loads into any of these — only the destination argument changes:

Set dlt.pipeline(destination="snowflake") and add credentials in .dlt/secrets.toml. On the dltHub platform the same pipeline runs against a managed Iceberg lakehouse. See the full destinations list.

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Next steps

• Ready for production? Book a demo of the dltHub platform →
• dlt LLM-native workflow docs
• REST API source reference
• Join the dlt community on Slack