CN116010494A - Data exchange system supporting heterogeneous data sources - Google Patents
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Abstract
The invention discloses a data exchange system supporting heterogeneous data sources, which belongs to the technical field of data processing and aims to solve the technical problem of how to design a complete, efficient, robust, safe and easy-to-use data exchange system and establish cross-combination heterogeneous data source sharing interaction. Comprising the following steps: the resource management module is used for carrying out classified management on the information resources in the form of a resource catalog; the data exchange management module is used for executing data exchange, file exchange and job scheduling; the data sharing management module is used for sharing information resources in the data center library to an external system and monitoring the use condition of the external system on the information resources; the exchange monitoring module is used for monitoring and managing exchange of exchange tasks, exchange environments and information resources; the data auditing module is used for generating an auditing report; the statistical analysis module is used for carrying out record analysis on the log data and generating a health report; and the data center library is used for storing information resources.
Description
Technical Field
The invention relates to the technical field of data processing, in particular to a data exchange system supporting heterogeneous data sources.
Background
In the process of implementing data integration and data aggregation, different data contents, data formats and data quality are quite different, and sometimes even the troublesome problems that the data formats cannot be converted or information is lost after the data formats are converted are encountered, so that the flow and sharing of data in various organizations, departments and application systems are seriously hindered.
Data integration is the logical or physical organic concentration of data of different sources, formats, and characteristics, thereby providing an overall data sharing for an organization. In the field of data integration, many sophisticated frameworks are already available. At present, integrated systems are generally constructed by adopting methods of federal type, middleware model and data warehouse, and the like, and the technologies solve data sharing and provide decision support for organizations on different emphasis points and applications. It is critical for the data integration architecture to have a data cache that contains target planning, source-target mapping, data acquisition, hierarchical extraction, error recovery, and security transformations. In addition, the data cache contains pre-customized data extraction tasks that are automatically located at the back end of an enterprise and in the data warehouse.
ETL is a process of loading data of a business system into a data warehouse after extraction, cleaning and conversion, and aims to integrate scattered, scattered and non-uniform data in an organization together, so as to provide analysis basis for decision making of the organization, and ETL is an important link of BI (business intelligence) projects.
ETL supports configuration tasks through visual drag operation and Flink SQL sentences, and can realize extraction, data conversion and processing and data loading of streaming data by combining with the efficient streaming data replication capability of DTS. The development threshold and the influence of a service system are reduced, the efficiency is improved, real-time data processing and calculation scenes are enriched, and digital transformation is enabled.
Data integration requires the ability to synchronize data, that is, to synchronize data scattered throughout, where various heterogeneous data sources are involved. The purpose of data integration is to open up data island, thus better supporting the data decision of enterprises, the mode of breaking data island by a plurality of bins is to centralize the data of each business system into a unified and centralized 00 data warehouse, and the mode of achieving the purpose is data integration. A step of
How to design a complete, efficient, robust, safe and easy-to-use data exchange system and establish the sharing interaction of heterogeneous data sources across combinations is a technical problem to be solved.
Disclosure of Invention
The technical task of the invention is to provide a data exchange system supporting heterogeneous data sources aiming at the defects, so as to solve the technical problem of how to design a complete, efficient, robust, safe and easy-to-use data exchange system and establish the sharing interaction of the heterogeneous data sources crossing the combination.
The invention provides a data exchange system supporting heterogeneous data sources, which comprises:
the resource management module is used for classifying and managing the information resources in the form of a resource catalog;
the data exchange management module is used for executing data exchange, file exchange and job scheduling;
the data sharing management module is used for sharing information resources in the data center library to an external system and monitoring the use condition of the external system on the information resources;
the exchange monitoring module is used for monitoring and managing exchange of exchange tasks, exchange environments and information resources;
the data auditing module is used for carrying out record analysis based on the user operation of the data exchange management module, the data sharing management module and the exchange monitoring module in the running process to generate an auditing report;
the statistical analysis module is used for carrying out record analysis on the basis of log data generated in the running process of the resource management module, the data exchange management module, the data sharing management module, the exchange monitoring module and the statistical analysis module to generate a health report;
the data center library is used for storing information resources and storing data generated in the running process of the resource management module, the data exchange management module, the data sharing management module, the exchange monitoring module, the data auditing module and the statistical analysis module.
Preferably, the resource management module interacts with the outside through a resource management interface, and is configured to execute:
carrying out integration analysis on the information resources to form a public resource core metadata base and an exchange service core metadata base, and carrying out resource catalog editing based on the public resource core metadata base and the exchange service core metadata base to form a public resource catalog and an exchange service catalog, wherein editing the resource catalog comprises adding, deleting, updating, disabling and reorganizing the resource catalog;
classifying according to private, complete sharing and conditional sharing modes based on the content of the resource catalog;
checking the catalog information of the resource catalog, and disclosing the catalog information passing the checking;
and classifying and inquiring, information searching and downloading the information resources based on the catalog information.
Preferably, the data exchange management module interacts with the outside through a data exchange management interface, and is configured to execute:
the data exchange is used for supporting a user to configure the flow designer and the components, and the data exchange, the data processing and the data loading are performed by the flow designer and the components;
the file exchange unit is used for supporting different mode exchange modes, wherein the exchange modes comprise p2p file exchange and ftp exchange, and are used for configuring nodes of file transmission through a file transmission management interface and supporting breakpoint continuous transmission, file compression, file concurrency and file encryption;
and the job scheduling management module is used for providing different task scheduling modes and managing job scheduling.
Preferably, the data exchange management module is used for providing a standard interface for an external system to call, and performing data exchange, file exchange and job scheduling by calling the standard interface.
Preferably, the standard interface includes JMX interface and WebService interface.
Preferably, the data exchange management module is used for being integrated in an external 5 application system in a java api mode.
Preferably, the information resource includes data and files stored in a database center;
the data sharing management module is used for providing service sharing and file sharing;
the service sharing is used for sharing data of the data center library to an external system call and is used for monitoring
The external system monitors the data calling condition in the data center library;
and 0, the files comprise official documents, approval files, graphic image files and audio files.
Preferably, the exchange monitoring module is configured to perform:
exchange task monitoring, wherein the exchange task monitoring is matched with the job scheduling to realize automation of data exchange jobs;
the switching environment monitoring is used for monitoring the running state of the data sharing platform; 5, exchanging data monitoring, wherein the exchanging data monitoring is used for monitoring the data exchange quantity, the data exchange success quantity and the data exchange failure quantity of each node, and monitoring analysis is carried out based on the data exchange quantity, the data exchange success quantity and the data exchange failure quantity;
shared service monitoring, which is used for calling times and running conditions of shared service
Monitoring and analyzing the condition and the fault condition;
0 file transfer monitoring for monitoring and analyzing file transfer by node,
and monitoring and analyzing the file transmission according to the task.
The data exchange system supporting heterogeneous data sources has the following advantages:
1. by using unified technical means and standards, the exchange efficiency is improved, the maintenance complexity is reduced, and the flexibility and expandability of the exchange system are improved;
2. optimizing an information storage structure, and adopting a loose coupling mode to ensure proper isolation of data and application and ensure the safety of the data;
3. the unified public information resource data exchange system ensures that the data exchange is always in a orderly managed state, avoids the problems of random exchange, repeated exchange and the like, and ensures the stability of the system.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings that are needed in the embodiments or the description of the prior art will be briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and that other drawings can be obtained according to these drawings without inventive effort for a person skilled in the art.
The invention is further described below with reference to the accompanying drawings.
Fig. 1 is a block diagram of a data exchange system supporting heterogeneous data sources according to an embodiment.
Detailed Description
The invention will be further described with reference to the accompanying drawings and specific examples, so that those skilled in the art can better understand the invention and implement it, but the examples are not meant to limit the invention, and the technical features of the embodiments of the invention and the examples can be combined with each other without conflict.
The embodiment of the invention provides a data exchange system supporting heterogeneous data sources, which is used for solving the technical problem of how to design a complete, efficient, robust, safe and easy-to-use data exchange system and establishing the sharing interaction of the heterogeneous data sources crossing the combination.
Examples:
the invention discloses a data exchange system supporting heterogeneous data sources, which comprises a resource management module, a data exchange management module, a data sharing management module, an exchange monitoring module, a data auditing module, a statistical analysis module and a data center library.
The resource management module is used for carrying out classified management on the information resources in the form of resource catalogues.
As a specific implementation, the resource management module interacts with the outside through the resource management interface, and is configured to execute:
(1) Carrying out integration analysis on the information resources to form a public resource core metadata base and an exchange service core metadata base, and carrying out resource catalog editing based on the public resource core metadata base and the exchange service core metadata base to form a public resource catalog and an exchange service catalog, wherein editing the resource catalog comprises adding, deleting, updating, disabling and reorganizing the resource catalog;
(2) Classifying according to private, complete sharing and conditional sharing modes based on the content of the resource catalog;
(3) Checking the catalog information of the resource catalog, and disclosing the catalog information passing the checking;
(4) And classifying and inquiring, information searching and downloading the information resources based on the catalog information.
The resource management module of the embodiment forms a public resource core metadata base and an exchange service core metadata base by integrating information resources based on a resource catalog system, and catalogs the public resource catalog and the exchange service catalog according to the public resource core metadata base, and in the process of integration and cataloging, the resource management module is required to follow certain standards and specifications according to the overall requirements of information resource planning, and has quite safe guarantee.
The data exchange management module is used for executing data exchange, file exchange and job scheduling.
As a specific implementation, the data exchange management module interacts with the outside through the data exchange management interface, and is configured to execute:
(1) The data exchange is used for supporting a user to configure the flow designer and the components, and the data exchange, the data processing and the data loading are performed by the flow designer and the components;
(2) The file exchange is used for supporting different mode exchange modes, wherein the exchange modes comprise p2p file exchange and ftp exchange, and are used for configuring nodes of file transmission through a file transmission management interface and supporting breakpoint continuous transmission, file compression, file concurrency and file encryption;
(3) And the job scheduling management is used for providing different task scheduling modes and managing job scheduling.
In order to facilitate interaction with external systems, the data exchange management module is configured to provide a standard interface for external systems to call, and perform data exchange, file exchange and job scheduling by calling the standard interface. The standard interfaces comprise JMX interfaces and WebService interfaces. Meanwhile, the data exchange management module is integrated in an external application system in a JAVA API mode.
In this embodiment, data exchange management is divided into three parts, namely data exchange, file exchange and job scheduling, wherein the data exchange provides the capabilities of extraction, processing and loading. Adopting a flow designer and component mode, wherein components are embedded into the exchange process in the extraction, processing and loading processes, and the extraction, loading modes and the processing processes are loosely coupled in the mode, so that the data processing components can be reused in different scenes; the file exchange supports modes such as p2p file exchange, ftp exchange and the like, the file exchange configures nodes of file transmission according to requirements, the configuration of each transmission node is carried out on a unified file transmission management interface, and breakpoint continuous transmission, file compression, file concurrency, file encryption and the like are supported; the job scheduling provides the task scheduling according to the requirements such as calendar scheme, frequency scheme, job, message configuration and the like, improves the development efficiency, reduces the development cost, supports flexible and multi-angle job scheduling management, comprises event, file arrival, plan scheduling and manual triggering, and the scheduling engine is a core component of job scheduling, receives job input of a job triggering monitoring interface, then checks the dependency relationship of the job and distributes the job to a scheduling agent for executing the job through resource allocation of a resource manager.
The data sharing management module is used for sharing information resources in the data center library to an external system and monitoring the use condition of the external system on the information resources.
In this embodiment, the information resource includes data and files stored in a database center, and the data sharing management module is correspondingly configured to provide service sharing and file sharing.
The service sharing is used for sharing the data of the data center library to the external system call and monitoring the data call condition of the data center library by the external system; the files include official documents, approval files, graphic image files, and audio files.
The data sharing management of the present embodiment includes two components of service sharing and file sharing; wherein the service sharing can rapidly issue data in the data center library to provide external system calls. Meanwhile, the value of the data can be improved by monitoring the condition of external calling data; information resources include not only database data, but also a number of file resources such as: a document, approval file, graphic image file, audio file, etc. These resources may also be published and shared outside through the sharing platform.
The exchange monitoring module is used for monitoring and managing exchange of exchange tasks, exchange environments and information resources.
As a specific implementation, the exchange monitoring module is configured to perform:
(1) Exchange task monitoring, wherein the exchange task monitoring is matched with the job scheduling to realize automation of data exchange jobs;
(2) The switching environment monitoring is used for monitoring the running state of the data sharing platform;
(3) The data exchange monitoring is used for monitoring the data exchange quantity, the data exchange success quantity and the data exchange failure quantity of each node, and monitoring and analyzing based on the data exchange quantity, the data exchange success quantity and the data exchange failure quantity;
(4) The shared service monitoring is used for monitoring and analyzing the calling times, the running condition and the fault condition of the shared service;
(5) And the file transmission monitoring is used for monitoring and analyzing the file transmission according to the nodes and monitoring and analyzing the file transmission according to the tasks.
The exchange monitoring of the embodiment comprises an exchange task monitoring part, an exchange environment monitoring part, an exchange data monitoring part, a sharing service monitoring part, a file transmission monitoring part and the like, wherein the exchange task monitoring part can realize the automation of the operation by means of a task monitoring and scheduling function, and can complete the data fusion operation without manual participation; the exchange environment monitoring mainly realizes the confirmation of whether the information exchange itself operates normally. The objects of query and monitoring are mainly various software running entities (such as processes, queues and the like) forming a shared platform. Taking a process as an example, the main monitoring operations comprise inquiring the state of the process, stopping the process, restarting the process and the like; the exchange data monitoring can monitor the data exchange quantity and success failure quantity of each node and can perform monitoring analysis; the shared service monitoring comprises monitoring statistics of calling times, running conditions and fault conditions of the service; file transfer monitoring supports per-node statistical monitoring and per-task statistical monitoring.
The data audit module is used for carrying out record analysis based on the user operation of the data exchange management module, the data sharing management module and the exchange monitoring module in the running process to generate an audit report.
The data audit of the embodiment is used for guaranteeing that the data exchange subsystem can run stably, reliably and safely, and the audit module is oriented to the bottom details in the data integration and exchange process, so that operation and maintenance personnel can master the integrity and safety of the operation. The audit module realizes the relevant record of the user on the system operation, the system data audit function, the audit log generation function and the audit evaluation report generation function.
The statistical analysis module is used for carrying out record analysis based on log data generated in the running process of the resource management module, the data exchange management module, the data sharing management module, the exchange monitoring module and the statistical analysis module to generate a health report.
The statistical analysis of the embodiment is mainly responsible for analyzing the health state of the exchange system, and is the guarantee of the normal work of the invention. The module mainly realizes the statistics function of historical data and the generation function of a multi-dimensional health report.
The data center library is used for storing information resources and storing data generated in the running process of the resource management module, the data exchange management module, the data sharing management module, the exchange monitoring module, the data auditing module and the statistical analysis module. In this embodiment, the information resources extracted by the data exchange management module, the audit report generated by the data audit module, the health report generated by the statistical analysis module, the log data generated in the running process of each module of the tool, and the recorded user operation are all stored in the data center library.
The data exchange system of the embodiment supports the search query and the download of the information resource in the form of a resource catalog; the system is used for external system call through a standard interface, can be integrated into an external application system in a JAVA API mode, has wide applicability, supports a user configuration flow processor and components, can flexibly perform protocol expansion, and supports the needs of customer diversity; recording and analyzing the user operation to form an audit report, so that operation and maintenance personnel can master the integrity and safety of operation; the tool itself is recorded and analyzed to log data generated in the running process, and a health report is generated, so that the normal work of the tool itself is ensured.
The system of the embodiment has three advantages of resource catalogue, expandability and debuggeability.
Resource catalogue: the method comprises the steps of supporting classified management of a resource catalog on enterprise resources, such as adding, deleting, updating, disabling, reorganizing the catalog, version control and the like of the resource catalog, providing an audit and release function, classifying catalog contents in a private, complete sharing and conditional sharing mode, and releasing catalog information after catalog content information audit is completed; the resource catalog provides classified viewing and information retrieval capabilities, supports catalog content inquiry according to various inquiry modes, and provides various modes of network browsing, inquiry, downloading and the like to acquire shared information resources from shared exchanges.
And (3) expansibility: supporting information resource core metadata and exchanging service information resource core metadata; the data exchange system data extraction and task scheduling flow should provide a standard interface (JMX, webService) for a third party system to call through program codes, and meanwhile, the data exchange system data extraction and task scheduling flow can be integrated into other application systems through JAVA API modes; providing a development, configuration and management interface based on a browser mode; the system has the secondary opening capability, namely, a component and a graphic primitive development interface are provided, and a user can customize the development component; providing a script expansion mechanism, namely performing data conversion operation in a JS script mode; a self-defined service statistics monitoring function, a service registry function, a service treatment function and a development environment function; the expansion of the new protocol can be flexibly carried out, so that the method is suitable for various demands of clients; the function of the self-defined interceptor can be completed by depending on an open interface.
Debuggeability: the system has the log recording function of data processing operation, and has the capability of grading and outputting the log by modules; DEBUG trace capability at the code level in development mode.
While the invention has been illustrated and described in detail in the drawings and in the preferred embodiments, the invention is not limited to the disclosed embodiments, but it will be apparent to those skilled in the art that many more embodiments of the invention can be made by combining the means of the various embodiments described above and still fall within the scope of the invention.
Claims (8)
1. A data exchange system supporting heterogeneous data sources, comprising:
the resource management module is used for classifying and managing the information resources in the form of a resource catalog;
the data exchange management module is used for executing data exchange, file exchange and job scheduling;
the data sharing management module is used for sharing information resources in the data center library to an external system and monitoring the use condition of the external system on the information resources;
the exchange monitoring module is used for monitoring and managing exchange of exchange tasks, exchange environments and information resources;
the data auditing module is used for carrying out record analysis based on the user operation of the data exchange management module, the data sharing management module and the exchange monitoring module in the running process to generate an auditing report;
the statistical analysis module is used for carrying out record analysis on the basis of log data generated in the running process of the resource management module, the data exchange management module, the data sharing management module, the exchange monitoring module and the statistical analysis module to generate a health report;
the data center library is used for storing information resources and storing data generated in the running process of the resource management module, the data exchange management module, the data sharing management module, the exchange monitoring module, the data auditing module and the statistical analysis module.
2. The data exchange system supporting heterogeneous data sources according to claim 1, wherein the resource management module interacts with the outside through a resource management interface for executing:
carrying out integration analysis on the information resources to form a public resource core metadata base and an exchange service core metadata base, and carrying out resource catalog editing based on the public resource core metadata base and the exchange service core metadata base to form a public resource catalog and an exchange service catalog, wherein editing the resource catalog comprises adding, deleting, updating, disabling and reorganizing the resource catalog;
classifying according to private, complete sharing and conditional sharing modes based on the content of the resource catalog;
checking the catalog information of the resource catalog, and disclosing the catalog information passing the checking;
and classifying and inquiring, information searching and downloading the information resources based on the catalog information.
3. The data exchange system supporting heterogeneous data sources according to claim 1, wherein the data exchange management module interacts with the outside through a data exchange management interface for executing:
the data exchange is used for supporting a user to configure the flow designer and the components, and the data exchange, the data processing and the data loading are performed by the flow designer and the components;
the file exchange is used for supporting different mode exchange modes, wherein the exchange modes comprise p2p file exchange and ftp exchange, and are used for configuring nodes of file transmission through a file transmission management interface and supporting breakpoint continuous transmission, file compression, file concurrency and file encryption;
and the job scheduling management is used for providing different task scheduling modes and managing job scheduling.
4. A data exchange system supporting heterogeneous data sources according to claim 3, wherein said data exchange management module is configured to provide a standard interface for external system calls, and to perform data exchange, file exchange and job scheduling by calling the standard interface.
5. The data exchange system supporting heterogeneous data sources according to claim 4, wherein said standard interfaces comprise JMX interface and WebService interface.
6. The data exchange system supporting heterogeneous data sources according to claim 4, wherein the data exchange management module is configured to be integrated into an external application system in a java api manner.
7. The data exchange system supporting heterogeneous data sources according to claim 1, wherein the information resources comprise data stored in a database center library and files;
the data sharing management module is used for providing service sharing and file sharing;
the service sharing is used for sharing the data of the data center library to an external system for calling and monitoring the data calling condition of the data center library by using the external system;
the files comprise official documents, approval files, graphic image files and audio files.
8. The data exchange system supporting heterogeneous data sources according to claim 1, wherein said exchange monitoring module is configured to perform:
exchange task monitoring, wherein the exchange task monitoring is matched with the job scheduling to realize automation of data exchange jobs;
the switching environment monitoring is used for monitoring the running state of the data sharing platform;
the data exchange monitoring is used for monitoring the data exchange quantity, the data exchange success quantity and the data exchange failure quantity of each node, and monitoring and analyzing based on the data exchange quantity, the data exchange success quantity and the data exchange failure quantity;
the shared service monitoring is used for monitoring and analyzing the calling times, the running condition and the fault condition of the shared service;
and the file transmission monitoring is used for monitoring and analyzing the file transmission according to the nodes and monitoring and analyzing the file transmission according to the tasks.
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Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
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| CN117112656A (en) * | 2023-05-19 | 2023-11-24 | 中国标准化研究院 | Integrated information intelligent management system and method for scientific and technological volunteer service management |
| CN117149884A (en) * | 2023-10-30 | 2023-12-01 | 华兴国创(北京)科技有限公司 | Data processing transaction method |
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Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117112656A (en) * | 2023-05-19 | 2023-11-24 | 中国标准化研究院 | Integrated information intelligent management system and method for scientific and technological volunteer service management |
| CN117149884A (en) * | 2023-10-30 | 2023-12-01 | 华兴国创(北京)科技有限公司 | Data processing transaction method |
| CN117149884B (en) * | 2023-10-30 | 2024-01-12 | 华兴国创(北京)科技有限公司 | Data processing transaction method |
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