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Load Alpine IQ data to DuckDB

Build a Alpine IQ to DuckDB pipeline with your coding agent. One prompt scaffolds it with the dltHub AI harness, plus the Alpine IQ API base URL, auth, endpoints, and incremental loading.

SourceAlpine IQAlpine IQ API DocumentationDestinationDuckDBIn-process analytical database. The default local destination for dlt pipelines.

Alpine IQ is a customer loyalty and marketing platform that provides REST API access for data integration and customer management. Everything needed to build a working Alpine IQ → 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.


Build your Alpine IQ to DuckDB pipeline

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

Prompt
Run uvx dlthub-init@latest to build a pipeline from Alpine IQ 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 Alpine IQ 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.


Alpine IQ API at a glance

Base URLhttps://api.alpineiq.com/v1/
Example endpointGET stores
Authenticationrequests typically use an Authorization header with a Bearer token or an x-apikey header — sent in the Authorization header, prefixed Bearer
PaginationNot paginated
API referencehttps://docs.alpineiq.com/category/api/

These values come from the Alpine IQ API reference — the authoritative source if anything here looks out of date.


How do I authenticate with the Alpine IQ API?

Authentication is performed by including an Authorization header with a Bearer token, or in some instances, an x-apikey header.

1. Get your credentials

To obtain your Alpine IQ API credentials: 1. Log in to your AIQ account dashboard (Owner role required). 2. Navigate to the Settings section in the left navigation bar. 3. Select the API and Tracking tab (or sometimes labeled just 'API'). 4. Copy your API Key displayed in the provided input field.

2. Add them to .dlt/secrets.toml

[sources.alpine_iq_source] api_key = "your_api_key_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.


What Alpine IQ data can I load into DuckDB?

These are the Alpine IQ endpoints dlt can load into DuckDB:

ResourceEndpointMethodData selectorDescription
stores/storesGETRetrieve and update store information by UID and store ID
customers/customersGETCreate and manage customer profiles and data
sales/salesGETCreate, update, and post sales transactions
campaigns/campaignsGETCreate and manage marketing campaigns
loyalty/loyaltyGETSet up and manage loyalty program features

How do I load only new Alpine IQ records?

The Alpine IQ API reference does not document a timestamp or sequence field for these endpoints, so there is nothing to advertise here as verified. Pick a field from the endpoints table above that increases with every write, then set it as the cursor_path.

{"name": "stores", "endpoint": { "path": "stores", # Replace with a field that increases on every write. "incremental": {"cursor_path": "REPLACE_ME", "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.


What does the generated Alpine IQ pipeline look like?

A standard dlt REST API pipeline — the same code you would write by hand, loading /api/v1.1/createUpdateSale/:uid and /api/v2/loyaltyContact/override/:uid/:contactID from the Alpine IQ API into DuckDB:

import dlt from dlt.sources.rest_api import RESTAPIConfig, rest_api_resources @dlt.source def alpine_iq_source(access_token=dlt.secrets.value): config: RESTAPIConfig = { "client": { "base_url": "https://api.alpineiq.com/v1/", "auth": {"type": "bearer", "token": access_token}, }, "resources": [ {"name": "stores", "endpoint": {"path": "stores"}}, {"name": "customers", "endpoint": {"path": "customers"}} ], } yield from rest_api_resources(config) def load_alpine_iq_to_duckdb() -> None: pipeline = dlt.pipeline( pipeline_name="alpine_iq_pipeline", destination="duckdb", dataset_name="alpine_iq_data", ) load_info = pipeline.run(alpine_iq_source()) print(load_info) if __name__ == "__main__": load_alpine_iq_to_duckdb()

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


How do I query Alpine IQ 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):

import dlt data = dlt.pipeline("alpine_iq_pipeline").dataset() df = data.stores.df() print(df.head())

SQL:

SELECT * FROM alpine_iq_data.stores LIMIT 10;

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


How do I deploy the Alpine IQ 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 Alpine IQ loads into governed, documented models.
  • Visualize & share — explore data in notebooks and publish live dashboards instead of static screenshots.

Book a demo →


What other destinations can I load Alpine IQ data to?

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

DestinationExample value
PostgreSQL"postgres"
BigQuery"bigquery"
Snowflake"snowflake"
Redshift"redshift"
Databricks"databricks"
Filesystem (S3, GCS, Azure)"filesystem"

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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