apache / apache/paimon-webui

[Feature] Data Quality Management

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enhancement
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Java
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Description

### Search before asking

- [X] I searched in the [issues](https://github.com/apache/paimon-webui/issues) and found nothing similar.

### Motivation

Monitor and alert on the quality of data entering the lake.

1. Collect a variety of metrics, such as the number of records per second, the number of bytes per second at the source and the sink end, the data ingestion time at the source end, the send time and the time write to paimon at the sink end etc.
2. Configure data quality monitoring dimensions (completeness (not null, length, type), consistency (the number of records at the sink matches the source), timeliness (no latency), compliance (legal, secure, no sensitive information), uniqueness).
3. set thresholds, issue alerts, and then take actions (stop the job, alert to target person).

### Solution

_No response_

### Anything else?

_No response_

### Are you willing to submit a PR?

- [ ] I'm willing to submit a PR!

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