Xinye Technology Defenders data quality monitoring platform protects the high-quality development of the digital economy

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In the era of big data, data quality has become an indispensable key to the success of enterprises. Faced with the explosive growth of data volume and the increasing diversification of data sources, Xinye Technology recently launched its newly developed Defenders data quality monitoring platform (hereinafter referred to as the “Defenders Platform”), aiming to provide enterprises with a full range of services through cutting-edge technology. Data quality assurance, ensuring data timeliness, accuracy and consistency, and safeguarding the high-quality development of the digital economy.

The Defenders platform has become a powerful assistant for enterprise data management with its unique feature set, including data timeliness monitoring, data quality monitoring, automatic reporting of data events, monitoring and alarm management, and data quality display. At present, the Defenders platform has successfully covered nearly 2,000 offline tasks in terms of data timeliness monitoring and nearly 1,000 core data tables in terms of data quality monitoring. It fully covers the data monitoring of all business systems of the group and plays an indispensable role in ensuring data quality. indispensable role.

Data timeliness monitoring

The data timeliness monitoring provided by the Defenders platform mainly includes timeliness warnings for offline tasks and SLA baseline warnings to ensure that offline data processing tasks are completed on time.

The timeliness early warning of offline tasks is to set an estimated completion time for offline tasks. If the task cannot be completed within the set time, the Defenders platform will immediately issue an alarm and quickly notify the corresponding task leader, thus effectively avoiding task delays. Causing cascading risks and potential SLA violations.

In addition, SLA baseline alarms further strengthen the monitoring mechanism. SLA baseline refers to issuing alerts for tasks that exceed the predetermined SLA time, ensuring timely intervention to prevent adverse effects on business data usage, and recording data events for later optimization and tracking.

Data quality monitoring

The Defenders platform’s data quality monitoring capabilities focus on ensuring data integrity, consistency, and accuracy, providing a range of standard and customized monitoring metrics such as data volume, unique keys, non-null values, and null value rates to suit various needs. data monitoring needs. In addition, to address more specific monitoring challenges, the Defenders platform allows users to customize monitoring indicators for more comprehensive coverage of monitoring dimensions.

The key blocking strong rule verification function is another highlight, which can immediately suspend the execution of relevant downstream tasks when data anomalies are detected to prevent the further spread of erroneous data. This feature ensures the quality of important data tables and avoids data problems that can severely impact business processes.

Automatic reporting of data events

The automatic reporting function of data events is designed to actively monitor and evaluate the data status of each business platform through set event indicators. Once the data meets the preset conditions, the system automatically records the data events, which include timeliness events, stability events, quality events and other types.

To ensure the accuracy and effectiveness of monitoring, the Defenders platform customizes corresponding event indicators for different business platform data. Through regular weekly review and analysis of data events, the platform can not only promptly discover problems in the data processing process, but also take corresponding optimization and improvement measures based on these insights to further improve data quality.

Monitoring and alarm management

The Defenders platform provides enterprises with flexible monitoring and alarm solutions through its diversified alarm notification mechanisms, including email, corporate WeChat, group robots, phone calls, etc. These notification methods can be configured appropriately according to the severity level of the monitoring items to ensure that key information can be communicated to the responsible persons in a timely and accurate manner.

In addition, the Defenders platform also has a complete alarm recording function. All monitoring alarms will be recorded by the system, supporting subsequent operations such as claiming and do not disturb processing, providing great convenience to team members.

Through continuous analysis of monitoring alarms, the Defenders platform can effectively map the real-time status of data quality and provide enterprises with clear data management and optimization directions.

Data quality dashboard display

The Data Quality Dashboard of the Defenders platform is a key feature that enables real-time monitoring and display of important indicators such as data accuracy, completeness, consistency and timeliness. Through this large-scale visual interface, data teams and business users can quickly understand the current data quality status, allowing data quality problems to be discovered and resolved in a timely manner.

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