README.md

<div align="center">
  <img alt="QuestDB Logo" src="https://raw.githubusercontent.com/questdb/questdb/master/.github/logo-readme.png" width="305px"/>
</div>
<p>&nbsp;</p>

<p align="center">
  <a href="https://slack.questdb.io">
    <img src="https://slack.questdb.io/badge.svg" alt="QuestDB community Slack channel"/>
  </a>
  <a href="#contribute">
    <img src="https://img.shields.io/github/all-contributors/questdb/questdb" alt="QuestDB open source contributors"/>
  </a>
  <a href="https://search.maven.org/search?q=g:org.questdb">
    <img src="https://img.shields.io/maven-central/v/org.questdb/questdb" alt="QuestDB on Apache Maven"/>
  </a>
</p>

English | [简体中文](./i18n/README.zh-cn.md) | [العربية](./i18n/README.ar-dz.md)

# QuestDB

QuestDB is a high-performance, open-source SQL database for applications in
financial services, IoT, machine learning, DevOps and observability. It includes
endpoints for PostgreSQL wire protocol, high-throughput schema-agnostic
ingestion using InfluxDB Line Protocol, and a REST API for queries, bulk
imports, and exports.

QuestDB implements ANSI SQL with native extensions for time-oriented language
features. These extensions make it simple to correlate data from multiple
sources using relational and time series joins. QuestDB achieves high
performance from a column-oriented storage model, massively-parallelized vector
execution, SIMD instructions, and various low-latency techniques. The entire
codebase was built from the ground up in Java and C++, with no dependencies, and
is 100% free from garbage collection.

<div align="center">
  <a href="https://demo.questdb.io">
    <img alt="QuestDB Web Console showing multiple SQL statements and visualizing a query as a chart" src="https://raw.githubusercontent.com/questdb/questdb/master/.github/console.png" width="600" />
  </a>
</div>

## Try QuestDB

We provide a [live demo](https://demo.questdb.io/) provisioned with the latest
QuestDB release and a 1.6 billion row dataset with 10 years of NYC taxi trips to
query.

To run QuestDB, Docker can be used to get started quickly:

```bash
docker run -p 9000:9000 -p 9009:9009 -p 8812:8812 questdb/questdb
```

macOS users can use Homebrew:

```bash
brew install questdb
brew services start questdb
```

The [QuestDB downloads page](https://questdb.io/get-questdb/) provides direct
downloads for binaries and has details for other installation and deployment
methods.

### Connecting to QuestDB

You can interact with QuestDB using the following interfaces:

- [Web Console](https://questdb.io/docs/reference/web-console/) listening on
  port `9000`
- [REST API](https://questdb.io/docs/reference/api/rest/) on port `9000`
- [PostgreSQL](https://questdb.io/docs/reference/api/postgres/) wire protocol on
  port `8812`
- [InfluxDB](https://questdb.io/docs/reference/api/influxdb/) line protocol for
  high-throughput ingestion on port `9009`

## How QuestDB compares to other open source TSDBs

Here are high-cardinality
[Time Series Benchmark Suite](https://questdb.io/blog/2021/06/16/high-cardinality-time-series-data-performance/)
results using the `cpu-only` use case with 6 workers on an AMD Ryzen 3970X:

<div align="center">
  <a href="https://questdb.io/blog/2021/06/16/high-cardinality-time-series-data-performance/">
    <img alt="A chart comparing the maximum throughput of QuestDB, ClickHouse, TimescaleDB and InfluxDB." src=".github/tsbs-results.png"/>
  </a>
</div>

The following table shows query execution time of a billion rows run on a
`c5.metal` instance using 16 of the 96 threads available:

| Query                                                        | Runtime    |
| ------------------------------------------------------------ | ---------- |
| `SELECT sum(double) FROM 1bn`                                | 0.061 secs |
| `SELECT tag, sum(double) FROM 1bn`                           | 0.179 secs |
| `SELECT tag, sum(double) FROM 1bn WHERE timestamp in '2019'` | 0.05 secs  |

## Documentation & resources

- [The QuestDB documentation](https://questdb.io/docs/introduction/) describes
  how to run and configure QuestDB with technical references.
- [Our Slack workspace](https://slack.questdb.io) is a great place for technical
  discussions and to meet other users. :wave:
- [GitHub discussions](https://github.com/questdb/questdb/discussions) is where
  our users share ideas for features, ask questions, and show what they've
  built.
- [GitHub issues](https://github.com/questdb/questdb/issues) are for bug
  reports.
- [Our project roadmap](https://github.com/questdb/questdb/projects) contains
  our backlog and a list of tasks for upcoming releases.
- [Tutorials written by our community](https://questdb.io/tutorial/) members
  show what's possible with QuestDB.
- [QuestDB on Stack Overflow](https://stackoverflow.com/questions/tagged/questdb)
  has common troubleshooting solutions.

### Deployment

- [An AWS AMI](https://questdb.io/docs/guides/aws-official-ami) is provided via
  the AWS marketplace.
- [The Docker deployment](https://questdb.io/docs/get-started/docker) guide
  shows how to start using the official Docker image.
- [DigitalOcean](https://questdb.io/docs/guides/digitalocean) droplets can be
  launched as 1-Click applications on the DigitalOcean marketplace.
- [Basic Kubernetes](https://questdb.io/docs/guides/kubernetes) documentation
  describes how to get started using the official Helm chart.

## Contribute

We are always happy to have contributions to the project whether it is source
code, documentation, bug reports, feature requests or feedback. To get started
with contributing:

- Have a look through GitHub issues labeled
  "[Good first issue](https://github.com/questdb/questdb/issues?q=is%3Aissue+is%3Aopen+label%3A%22Good+first+issue%22)".
- Read the
  [contribution guide](https://github.com/questdb/questdb/blob/master/CONTRIBUTING.md).
- For details on building QuestDB, see the
  [build instructions](https://github.com/questdb/questdb/blob/master/core/README.md).
- [Create a fork](https://docs.github.com/en/github/getting-started-with-github/fork-a-repo)
  of QuestDB and submit a pull request with your proposed changes.

As a sign of our gratitude, we'll send contributors some of our QuestDB swag
such as stickers and t-shirts! :star2:

A big thanks goes to the following wonderful people who have contributed to
QuestDB: ([emoji key](https://allcontributors.org/docs/en/emoji-key)):

<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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  <tr>
    <td align="center"><a href="https://github.com/clickingbuttons"><img src="https://avatars1.githubusercontent.com/u/43246297?v=4" width="100px;" alt=""/><br /><sub><b>clickingbuttons</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=clickingbuttons" title="Code">💻</a> <a href="#ideas-clickingbuttons" title="Ideas, Planning, & Feedback">🤔</a> <a href="#userTesting-clickingbuttons" title="User Testing">📓</a></td>
    <td align="center"><a href="https://github.com/ideoma"><img src="https://avatars0.githubusercontent.com/u/2159629?v=4" width="100px;" alt=""/><br /><sub><b>ideoma</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=ideoma" title="Code">💻</a> <a href="#userTesting-ideoma" title="User Testing">📓</a> <a href="https://github.com/questdb/questdb/commits?author=ideoma" title="Tests">⚠️</a></td>
    <td align="center"><a href="https://github.com/tonytamwk"><img src="https://avatars2.githubusercontent.com/u/20872271?v=4" width="100px;" alt=""/><br /><sub><b>tonytamwk</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=tonytamwk" title="Code">💻</a> <a href="#userTesting-tonytamwk" title="User Testing">📓</a></td>
    <td align="center"><a href="http://sirinath.com/"><img src="https://avatars2.githubusercontent.com/u/637415?v=4" width="100px;" alt=""/><br /><sub><b>sirinath</b></sub></a><br /><a href="#ideas-sirinath" title="Ideas, Planning, & Feedback">🤔</a></td>
    <td align="center"><a href="https://www.linkedin.com/in/suhorukov"><img src="https://avatars1.githubusercontent.com/u/10332206?v=4" width="100px;" alt=""/><br /><sub><b>igor-suhorukov</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=igor-suhorukov" title="Code">💻</a> <a href="#ideas-igor-suhorukov" title="Ideas, Planning, & Feedback">🤔</a></td>
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  </tr>
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    <td align="center"><a href="https://solidnerd.dev"><img src="https://avatars0.githubusercontent.com/u/886383?v=4" width="100px;" alt=""/><br /><sub><b>solidnerd</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=solidnerd" title="Code">💻</a> <a href="#infra-solidnerd" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td>
    <td align="center"><a href="http://solanav.github.io"><img src="https://avatars1.githubusercontent.com/u/32469597?v=4" width="100px;" alt=""/><br /><sub><b>solanav</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=solanav" title="Code">💻</a> <a href="https://github.com/questdb/questdb/commits?author=solanav" title="Documentation">📖</a></td>
    <td align="center"><a href="https://shantanoo-desai.github.io"><img src="https://avatars1.githubusercontent.com/u/12070966?v=4" width="100px;" alt=""/><br /><sub><b>shantanoo-desai</b></sub></a><br /><a href="#blog-shantanoo-desai" title="Blogposts">📝</a> <a href="#example-shantanoo-desai" title="Examples">💡</a></td>
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    <td align="center"><a href="https://github.com/lbowman"><img src="https://avatars1.githubusercontent.com/u/1477427?v=4" width="100px;" alt=""/><br /><sub><b>lbowman</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=lbowman" title="Code">💻</a> <a href="https://github.com/questdb/questdb/commits?author=lbowman" title="Tests">⚠️</a></td>
    <td align="center"><a href="https://tutswiki.com/"><img src="https://avatars1.githubusercontent.com/u/424822?v=4" width="100px;" alt=""/><br /><sub><b>chankeypathak</b></sub></a><br /><a href="#blog-chankeypathak" title="Blogposts">📝</a></td>
    <td align="center"><a href="https://github.com/upsidedownsmile"><img src="https://avatars0.githubusercontent.com/u/26444088?v=4" width="100px;" alt=""/><br /><sub><b>upsidedownsmile</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=upsidedownsmile" title="Code">💻</a></td>
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    <td align="center"><a href="https://github.com/piotrrzysko"><img src="https://avatars.githubusercontent.com/u/6481553?v=4" width="100px;" alt=""/><br /><sub><b>piotrrzysko</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=piotrrzysko" title="Code">💻</a> <a href="https://github.com/questdb/questdb/commits?author=piotrrzysko" title="Tests">⚠️</a></td>
    <td align="center"><a href="https://github.com/mpsq/dotfiles"><img src="https://avatars.githubusercontent.com/u/5734722?v=4" width="100px;" alt=""/><br /><sub><b>mpsq</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=mpsq" title="Code">💻</a></td>
    <td align="center"><a href="https://github.com/siddheshlatkar"><img src="https://avatars.githubusercontent.com/u/39632173?v=4" width="100px;" alt=""/><br /><sub><b>siddheshlatkar</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=siddheshlatkar" title="Code">💻</a></td>
    <td align="center"><a href="http://yitaekhwang.com"><img src="https://avatars.githubusercontent.com/u/6628444?v=4" width="100px;" alt=""/><br /><sub><b>Yitaek</b></sub></a><br /><a href="#tutorial-Yitaek" title="Tutorials">✅</a> <a href="#example-Yitaek" title="Examples">💡</a></td>
    <td align="center"><a href="https://www.gaboros.hu"><img src="https://avatars.githubusercontent.com/u/19173947?v=4" width="100px;" alt=""/><br /><sub><b>gabor-boros</b></sub></a><br /><a href="#tutorial-gabor-boros" title="Tutorials">✅</a> <a href="#example-gabor-boros" title="Examples">💡</a></td>
    <td align="center"><a href="https://github.com/kovid-r"><img src="https://avatars.githubusercontent.com/u/62409489?v=4" width="100px;" alt=""/><br /><sub><b>kovid-r</b></sub></a><br /><a href="#tutorial-kovid-r" title="Tutorials">✅</a> <a href="#example-kovid-r" title="Examples">💡</a></td>
  </tr>
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    <td align="center"><a href="https://borowski-software.de/"><img src="https://avatars.githubusercontent.com/u/8701341?v=4" width="100px;" alt=""/><br /><sub><b>TimBo93</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3ATimBo93" title="Bug reports">🐛</a> <a href="#userTesting-TimBo93" title="User Testing">📓</a></td>
    <td align="center"><a href="http://zikani.me"><img src="https://avatars.githubusercontent.com/u/1501387?v=4" width="100px;" alt=""/><br /><sub><b>zikani03</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=zikani03" title="Code">💻</a></td>
    <td align="center"><a href="https://github.com/jaugsburger"><img src="https://avatars.githubusercontent.com/u/10787042?v=4" width="100px;" alt=""/><br /><sub><b>jaugsburger</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=jaugsburger" title="Code">💻</a> <a href="#maintenance-jaugsburger" title="Maintenance">🚧</a></td>
    <td align="center"><a href="http://www.questdb.io"><img src="https://avatars.githubusercontent.com/u/52114895?v=4" width="100px;" alt=""/><br /><sub><b>TheTanc</b></sub></a><br /><a href="#projectManagement-TheTanc" title="Project Management">📆</a> <a href="#content-TheTanc" title="Content">🖋</a> <a href="#ideas-TheTanc" title="Ideas, Planning, & Feedback">🤔</a></td>
    <td align="center"><a href="http://davidgs.com"><img src="https://avatars.githubusercontent.com/u/2071898?v=4" width="100px;" alt=""/><br /><sub><b>davidgs</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Adavidgs" title="Bug reports">🐛</a> <a href="#content-davidgs" title="Content">🖋</a></td>
    <td align="center"><a href="https://redalemeden.com"><img src="https://avatars.githubusercontent.com/u/519433?v=4" width="100px;" alt=""/><br /><sub><b>kaishin</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=kaishin" title="Code">💻</a> <a href="#example-kaishin" title="Examples">💡</a></td>
    <td align="center"><a href="https://questdb.io"><img src="https://avatars.githubusercontent.com/u/7276403?v=4" width="100px;" alt=""/><br /><sub><b>bluestreak01</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=bluestreak01" title="Code">💻</a> <a href="#maintenance-bluestreak01" title="Maintenance">🚧</a> <a href="https://github.com/questdb/questdb/commits?author=bluestreak01" title="Tests">⚠️</a></td>
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  <tr>
    <td align="center"><a href="http://patrick.spacesurfer.com/"><img src="https://avatars.githubusercontent.com/u/29952889?v=4" width="100px;" alt=""/><br /><sub><b>patrickSpaceSurfer</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=patrickSpaceSurfer" title="Code">💻</a> <a href="#maintenance-patrickSpaceSurfer" title="Maintenance">🚧</a> <a href="https://github.com/questdb/questdb/commits?author=patrickSpaceSurfer" title="Tests">⚠️</a></td>
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    <td align="center"><a href="http://bsmth.de"><img src="https://avatars.githubusercontent.com/u/43580235?v=4" width="100px;" alt=""/><br /><sub><b>bsmth</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=bsmth" title="Documentation">📖</a> <a href="#content-bsmth" title="Content">🖋</a></td>
    <td align="center"><a href="https://github.com/Ugbot"><img src="https://avatars.githubusercontent.com/u/2143631?v=4" width="100px;" alt=""/><br /><sub><b>Ugbot</b></sub></a><br /><a href="#question-Ugbot" title="Answering Questions">💬</a> <a href="#userTesting-Ugbot" title="User Testing">📓</a> <a href="#talk-Ugbot" title="Talks">📢</a></td>
    <td align="center"><a href="https://github.com/lepolac"><img src="https://avatars.githubusercontent.com/u/6312424?v=4" width="100px;" alt=""/><br /><sub><b>lepolac</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=lepolac" title="Code">💻</a> <a href="#tool-lepolac" title="Tools">🔧</a></td>
    <td align="center"><a href="https://github.com/tiagostutz"><img src="https://avatars.githubusercontent.com/u/3986989?v=4" width="100px;" alt=""/><br /><sub><b>tiagostutz</b></sub></a><br /><a href="#userTesting-tiagostutz" title="User Testing">📓</a> <a href="https://github.com/questdb/questdb/issues?q=author%3Atiagostutz" title="Bug reports">🐛</a> <a href="#projectManagement-tiagostutz" title="Project Management">📆</a></td>
    <td align="center"><a href="https://github.com/Lyncee59"><img src="https://avatars.githubusercontent.com/u/13176504?v=4" width="100px;" alt=""/><br /><sub><b>Lyncee59</b></sub></a><br /><a href="#ideas-Lyncee59" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/questdb/questdb/commits?author=Lyncee59" title="Code">💻</a></td>
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  <tr>
    <td align="center"><a href="https://github.com/rrjanbiah"><img src="https://avatars.githubusercontent.com/u/4907427?v=4" width="100px;" alt=""/><br /><sub><b>rrjanbiah</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Arrjanbiah" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/sarunas-stasaitis"><img src="https://avatars.githubusercontent.com/u/57004257?v=4" width="100px;" alt=""/><br /><sub><b>sarunas-stasaitis</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Asarunas-stasaitis" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/RiccardoGiro"><img src="https://avatars.githubusercontent.com/u/60734967?v=4" width="100px;" alt=""/><br /><sub><b>RiccardoGiro</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3ARiccardoGiro" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/duggar"><img src="https://avatars.githubusercontent.com/u/37486846?v=4" width="100px;" alt=""/><br /><sub><b>duggar</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Aduggar" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/postol"><img src="https://avatars.githubusercontent.com/u/7983951?v=4" width="100px;" alt=""/><br /><sub><b>postol</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Apostol" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/petrjahoda"><img src="https://avatars.githubusercontent.com/u/45359845?v=4" width="100px;" alt=""/><br /><sub><b>petrjahoda</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Apetrjahoda" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://www.turecki.net"><img src="https://avatars.githubusercontent.com/u/1933165?v=4" width="100px;" alt=""/><br /><sub><b>t00</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3At00" title="Bug reports">🐛</a></td>
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  <tr>
    <td align="center"><a href="https://github.com/snenkov"><img src="https://avatars.githubusercontent.com/u/13110986?v=4" width="100px;" alt=""/><br /><sub><b>snenkov</b></sub></a><br /><a href="#userTesting-snenkov" title="User Testing">📓</a> <a href="https://github.com/questdb/questdb/issues?q=author%3Asnenkov" title="Bug reports">🐛</a> <a href="#ideas-snenkov" title="Ideas, Planning, & Feedback">🤔</a></td>
    <td align="center"><a href="https://www.linkedin.com/in/marregui"><img src="https://avatars.githubusercontent.com/u/255796?v=4" width="100px;" alt=""/><br /><sub><b>marregui</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=marregui" title="Code">💻</a> <a href="#ideas-marregui" title="Ideas, Planning, & Feedback">🤔</a></td>
    <td align="center"><a href="https://github.com/bratseth"><img src="https://avatars.githubusercontent.com/u/16574012?v=4" width="100px;" alt=""/><br /><sub><b>bratseth</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=bratseth" title="Code">💻</a> <a href="#ideas-bratseth" title="Ideas, Planning, & Feedback">🤔</a> <a href="#userTesting-bratseth" title="User Testing">📓</a></td>
    <td align="center"><a href="https://medium.com/@wellytambunan/"><img src="https://avatars.githubusercontent.com/u/242694?v=4" width="100px;" alt=""/><br /><sub><b>welly87</b></sub></a><br /><a href="#ideas-welly87" title="Ideas, Planning, & Feedback">🤔</a></td>
    <td align="center"><a href="http://johnleung.com"><img src="https://avatars.githubusercontent.com/u/20699?v=4" width="100px;" alt=""/><br /><sub><b>fuzzthink</b></sub></a><br /><a href="#ideas-fuzzthink" title="Ideas, Planning, & Feedback">🤔</a> <a href="#userTesting-fuzzthink" title="User Testing">📓</a></td>
    <td align="center"><a href="https://github.com/nexthack"><img src="https://avatars.githubusercontent.com/u/6803956?v=4" width="100px;" alt=""/><br /><sub><b>nexthack</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=nexthack" title="Code">💻</a></td>
    <td align="center"><a href="https://github.com/g-metan"><img src="https://avatars.githubusercontent.com/u/88013490?v=4" width="100px;" alt=""/><br /><sub><b>g-metan</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Ag-metan" title="Bug reports">🐛</a></td>
  </tr>
  <tr>
    <td align="center"><a href="https://github.com/tim2skew"><img src="https://avatars.githubusercontent.com/u/54268285?v=4" width="100px;" alt=""/><br /><sub><b>tim2skew</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Atim2skew" title="Bug reports">🐛</a> <a href="#userTesting-tim2skew" title="User Testing">📓</a></td>
    <td align="center"><a href="https://github.com/ospqsp"><img src="https://avatars.githubusercontent.com/u/84992434?v=4" width="100px;" alt=""/><br /><sub><b>ospqsp</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Aospqsp" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/SuperFluffy"><img src="https://avatars.githubusercontent.com/u/701177?v=4" width="100px;" alt=""/><br /><sub><b>SuperFluffy</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3ASuperFluffy" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/nu11ptr"><img src="https://avatars.githubusercontent.com/u/3615587?v=4" width="100px;" alt=""/><br /><sub><b>nu11ptr</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Anu11ptr" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/comunidadio"><img src="https://avatars.githubusercontent.com/u/10286013?v=4" width="100px;" alt=""/><br /><sub><b>comunidadio</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Acomunidadio" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/mugendi"><img src="https://avatars.githubusercontent.com/u/5348246?v=4" width="100px;" alt=""/><br /><sub><b>mugendi</b></sub></a><br /><a href="#ideas-mugendi" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/questdb/questdb/issues?q=author%3Amugendi" title="Bug reports">🐛</a> <a href="https://github.com/questdb/questdb/commits?author=mugendi" title="Documentation">📖</a></td>
    <td align="center"><a href="https://github.com/paulwoods222"><img src="https://avatars.githubusercontent.com/u/86227717?v=4" width="100px;" alt=""/><br /><sub><b>paulwoods222</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Apaulwoods222" title="Bug reports">🐛</a></td>
  </tr>
  <tr>
    <td align="center"><a href="https://github.com/mingodad"><img src="https://avatars.githubusercontent.com/u/462618?v=4" width="100px;" alt=""/><br /><sub><b>mingodad</b></sub></a><br /><a href="#ideas-mingodad" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/questdb/questdb/issues?q=author%3Amingodad" title="Bug reports">🐛</a> <a href="https://github.com/questdb/questdb/commits?author=mingodad" title="Documentation">📖</a></td>
    <td align="center"><a href="https://github.com/houarizegai"><img src="https://avatars.githubusercontent.com/houarizegai?v=4" width="100px;" alt=""/><br /><sub><b>houarizegai</b></sub></a><br /><a href="https://github.com/questdb/questdb/commits?author=houarizegai" title="Documentation">📖</a></td>
    <td align="center"><a href="http://scrapfly.io"><img src="https://avatars.githubusercontent.com/u/1763341?v=4" width="100px;" alt=""/><br /><sub><b>jjsaunier</b></sub></a><br /><a href="https://github.com/questdb/questdb/issues?q=author%3Ajjsaunier" title="Bug reports">🐛</a></td>
    <td align="center"><a href="https://github.com/zanek"><img src="https://avatars.githubusercontent.com/u/333102?v=4" width="100px;" alt=""/><br /><sub><b>zanek</b></sub></a><br /><a href="#ideas-zanek" title="Ideas, Planning, & Feedback">🤔</a> <a href="#projectManagement-zanek" title="Project Management">📆</a></td>
  </tr>
</table>

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