# Page Not Found

The URL `pages/F69v6sNLIE0siW0bx1yL` does not exist. This page may have been moved, renamed, or deleted.

## Suggested Pages

You may be looking for one of the following:
- [5.4 - Running Spark in the Cloud](https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/module-5/5.4-running-spark-in-the-cloud.md)
- [4.3.1 - Deployment Using dbt Cloud](https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/module-4/4.3-deployment-and-visualizations/4.3.1-deployment-using-dbt-cloud.md)
- [2.2 - ETL Pipelines in Kestra: Detailed Walkthrough](https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/module-2/2.2-etl-pipelines-in-kestra-detailed-walkthrough.md)
- [4.3 - Deployment & Visualizations](https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/module-4/4.3-deployment-and-visualizations.md)
- [5.1.1 - Install](https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/module-5/5.1-install-and-intro/5.1.1-install.md)

## How to find the correct page

If the exact page cannot be found, you can still retrieve the information using the documentation query interface.

### Option 1 — Ask a question (recommended)

Perform an HTTP GET request on the documentation index with the `ask` parameter:

```
GET https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/module-5/5.4-running-spark-in-the-cloud.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

### Option 2 — Browse the documentation index

Full index: https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/sitemap.md

Use this to discover valid page paths or navigate the documentation structure.

### Option 3 — Retrieve the full documentation corpus

Full export: https://data-engineering-zoomcamp-2025-t.gitbook.io/tinker0425/llms-full.txt

Use this to access all content at once and perform your own parsing or retrieval. It will be more expensive.

## Tips for requesting documentation

Prefer `.md` URLs for structured content, append `.md` to URLs (e.g., `/tinker0425/module-5/5.4-running-spark-in-the-cloud.md`).

You may also use `Accept: text/markdown` header for content negotiation.