WeBankFinTech / Qualitis

Qualitis is a one-stop data quality management platform that supports quality verification, notification, and management for various datasource. It is used to solve various data quality problems caused by data processing. https://github.com/WeBankFinTech/Qualitis

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Overview

Qualitis is a data quality management platform that supports quality verification, notification, and management for various datasource. It is used to solve various data quality problems caused by data processing.

Based on Spring Boot, Qualitis submits quality model task to Linkis platform. It provides functions such as data quality model construction, data quality model execution, data quality verification, reports of data quality generation and so on. At the same time, Qualitis provides enterprise-level features of financial-level resource isolation, management and access control. It is also guaranteed working well under high-concurrency, high-performance and high-availability scenarios.

Features

• Define Data Quality Model
  Supports data quality model below:
  1.Model of single table.
  2.Model of multi-table.
  3.Custom model.
  
  At the same time, Qualitis presets multiple data quality verification templates, including common checks such as null check, blank check, number check, enumeration check and so on, which simplifies data quality model definition.

• Data Quality Model Scheduling
  Supports data quality model scheduling.

• Data Quality Report
  Supports generating data quality reports.

• Log Management Supports management of data quality task.

• Abnormal Data Management
  Supports abnormal data storage, which can quickly locate problems.

• Workflow
  Supports workflow
  Workflow needs DataSphereStudio.

• Administrator Console
  Administrator console provided. And it also supports personnel management, access control management, privilege control management, metadata management and so on.

Compared with similar systems

Documents

Quick Deploy
User Manual
Architecture Design

Click here to view more documents

Architecture

Road Map

1. Support Verification in Report Data

• Support verification in report data in workflow

2. Support Verification in Multi-Storage

• Support data quality verification between Hive, HDFS, and MySQL
• Support data quality verification between kafka

3. Support generating data quality report

Supports generating data quality reports with optional latitude.

4. Support intelligent discovery of data quality problems

If you have any needs, please send us an issue and we will reply to you in time.

Contributing

Community partners are very welcome to contribute new engines and codes to us!

Communication

If you desire immediate response, please kindly raise issues to us or scan the below QR code by WeChat and QQ to join our group:

License

Qualitis is under the Apache 2.0 license. See the LICENSE file for details.