> For the complete documentation index, see [llms.txt](https://docs.pinot.apache.org/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.pinot.apache.org/tutorials/tutorials.md).

# Overview

Hands-on guides, recipes, and walkthroughs for Apache Pinot — from your first query to production operations.

## Getting started recipes

Sample applications and real-world data examples to help you explore Pinot.

{% content-ref url="/pages/yNv35FuToNl3lLLBe6mj" %}
[Connect to Streamlit](/tutorials/getting-started/streamlit.md)
{% endcontent-ref %}

{% content-ref url="/pages/mlrm24VYTMEd847NpcYi" %}
[Connect to Dash](/tutorials/getting-started/dash.md)
{% endcontent-ref %}

{% content-ref url="/pages/t74jGCYDAwYv6hj31e0A" %}
[Visualize Data with Redash](/tutorials/getting-started/redash.md)
{% endcontent-ref %}

{% content-ref url="/pages/aT5ZG4AAlRLLlFCrwg8e" %}
[Query Pinot from Jupyter with JupySQL](/tutorials/getting-started/jupyter-jupysql.md)
{% endcontent-ref %}

{% content-ref url="/pages/-M4LSVm5geumKlujPxX1" %}
[GitHub Events Stream](/tutorials/getting-started/github-events-stream.md)
{% endcontent-ref %}

## Data ingestion

Step-by-step guides for ingesting data into Pinot.

{% content-ref url="/pages/-M3NrgIRxAnqMuMmtPgI" %}
[Batch Data Ingestion in Practice](/tutorials/data-ingestion/batch-data-ingestion-in-practice.md)
{% endcontent-ref %}

{% content-ref url="/pages/-LxmLc0JzD1RD2g2w\_Ff" %}
[Creating Pinot Segments](/tutorials/data-ingestion/create-pinot-segments.md)
{% endcontent-ref %}

{% content-ref url="/pages/-MEdYtvjpia-F2ulb6Cw" %}
[Ingest Parquet Files from S3 Using Spark](/tutorials/data-ingestion/ingest-parquet-files-from-s3-using-spark.md)
{% endcontent-ref %}

{% content-ref url="/pages/-MIR1Ukd7Xu3-I7VVBT6" %}
[Schema Evolution](/tutorials/data-ingestion/schema-evolution.md)
{% endcontent-ref %}

## Deep storage

Configure external storage backends for Pinot segments.

{% content-ref url="/pages/-MF-v0bpA6\_s6VDx8XoF" %}
[Use S3 as Deep Storage for Pinot](/tutorials/deep-storage/use-s3-as-deep-store-for-pinot.md)
{% endcontent-ref %}

{% content-ref url="/pages/-MLdqnz3iL956sX-hxYh" %}
[Use S3 and Pinot in Docker](/tutorials/deep-storage/use-s3-and-pinot-in-docker.md)
{% endcontent-ref %}

{% content-ref url="/pages/-MY6DUe03KWWYngdmkJz" %}
[Use OSS as Deep Storage for Pinot](/tutorials/deep-storage/use-oss-as-deep-storage-for-pinot.md)
{% endcontent-ref %}

## Operations

Guides for securing, monitoring, tuning, and deploying Pinot in production.

{% content-ref url="/pages/-LxmLE6XUd4lHKavpcgT" %}
[Running Pinot in Production](/operate-pinot/production-guides/running-pinot-in-production.md)
{% endcontent-ref %}

{% content-ref url="<https://github.com/pinot-contrib/pinot-docs/tree/latest/operate-pinot/kubernetes/README.md>" %}
<https://github.com/pinot-contrib/pinot-docs/tree/latest/operate-pinot/kubernetes/README.md>
{% endcontent-ref %}

{% content-ref url="/pages/bstIenivhNrVD5PBvalL" %}
[Authentication](/operate-pinot/security/authentication.md)
{% endcontent-ref %}

{% content-ref url="/pages/-MS-oKgNKGBBMxlyNptO" %}
[Configuring TLS/SSL](/operate-pinot/security/configuring-tls-ssl.md)
{% endcontent-ref %}

{% content-ref url="/pages/-MGoiE9Dhmt3ZZrjkNvS" %}
[Monitor Pinot Using Prometheus and Grafana](/operate-pinot/monitoring/monitor-pinot-using-prometheus-and-grafana.md)
{% endcontent-ref %}


---

# Agent Instructions
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## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation by asking a question.

Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters:

```
GET https://docs.pinot.apache.org/tutorials/tutorials.md?ask=<question>&goal=<user_goal>
```

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`goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `automate deployments from our CI pipeline` lets GitBook tailor the answer to that use case.

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