CN106156028A - A kind of data processing method and system - Google Patents
A kind of data processing method and system Download PDFInfo
- Publication number
- CN106156028A CN106156028A CN201510130929.0A CN201510130929A CN106156028A CN 106156028 A CN106156028 A CN 106156028A CN 201510130929 A CN201510130929 A CN 201510130929A CN 106156028 A CN106156028 A CN 106156028A
- Authority
- CN
- China
- Prior art keywords
- data file
- data
- conversion process
- scanner
- file
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000003672 processing method Methods 0.000 title claims abstract description 15
- 238000011068 loading method Methods 0.000 claims abstract description 44
- 238000012545 processing Methods 0.000 claims abstract description 30
- 238000001514 detection method Methods 0.000 claims abstract description 5
- 238000006243 chemical reaction Methods 0.000 claims description 49
- 238000000034 method Methods 0.000 claims description 39
- 238000001914 filtration Methods 0.000 claims 1
- 238000010586 diagram Methods 0.000 description 7
- 238000012546 transfer Methods 0.000 description 4
- 238000004140 cleaning Methods 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 238000010921 in-depth analysis Methods 0.000 description 2
- 238000012423 maintenance Methods 0.000 description 2
- 238000013507 mapping Methods 0.000 description 2
- 230000005540 biological transmission Effects 0.000 description 1
- 238000004891 communication Methods 0.000 description 1
- 238000013075 data extraction Methods 0.000 description 1
- 230000001131 transforming effect Effects 0.000 description 1
Landscapes
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
Description
技术领域technical field
本发明涉及数据仓库技术,尤其涉及一种数据处理方法和系统。The invention relates to data warehouse technology, in particular to a data processing method and system.
背景技术Background technique
数据仓库技术ETL是用来描述将数据从源端经过抽取(Extract)、清洗(Cleaning)、转换(Transform)、加载(Load)到目的端的过程,属于构建数据仓库的重要一环。Data warehouse technology ETL is used to describe the process of extracting, cleaning, transforming, and loading data from the source to the destination, which is an important part of building a data warehouse.
ETL可以看成是一个链式的工作流,每当有接口数据到达时,依次对所述接口数据进行清洗、转换、加载、数据抽取等处理。在实际应用中,传统的ETL通常根据接口传输的特性,采用定时驱动的方式对接口数据进行链式运算,如每天晚上八点运算接口A数据。这样,当一个ETL任务链运行完成后,当接口A数据发生变更需要重传时,传统ETL要求维护人员手动进行后续的数据重算工作,如对接口数据的清洗、转换、加载、数据抽取等,即采用人工干预的方式来处理后续的数据重算工作,这将给ETL维护人员带来很大程度上的麻烦。ETL can be regarded as a chained workflow. Whenever interface data arrives, the interface data is cleaned, converted, loaded, and data extracted in sequence. In practical applications, traditional ETL usually performs chain operations on interface data in a timing-driven manner according to the characteristics of interface transmission, such as calculating interface A data at 8:00 every night. In this way, after an ETL task chain is completed, when interface A data changes and needs to be retransmitted, traditional ETL requires maintenance personnel to manually perform subsequent data recalculation work, such as interface data cleaning, conversion, loading, data extraction, etc. , That is to use manual intervention to deal with subsequent data recalculation work, which will bring a lot of trouble to ETL maintenance personnel.
发明内容Contents of the invention
有鉴于此,本发明实施例期望提供一种数据处理方法和系统,当接口数据发生变更需要重传时,能在无需人工干预的情况下智能完成数据重算工作。In view of this, the embodiments of the present invention expect to provide a data processing method and system, which can intelligently complete data recalculation without manual intervention when interface data changes and needs to be retransmitted.
为达到上述目的,本发明实施例的技术方案是这样实现的:In order to achieve the above object, the technical solution of the embodiment of the present invention is achieved in this way:
本发明实施例提供一种数据处理方法,所述方法包括:An embodiment of the present invention provides a data processing method, the method comprising:
当检测有第一数据文件时,下载所述第一数据文件,所述第一数据文件为需要重传的数据文件;When detecting that there is a first data file, download the first data file, the first data file is a data file that needs to be retransmitted;
对所述第一数据文件进行转换加载处理,得到第二数据文件;performing conversion and loading processing on the first data file to obtain a second data file;
根据触发重算规则确定所述第二数据文件满足重算条件时,执行对所述第二数据文件的重算操作。When it is determined according to the triggering recalculation rule that the second data file satisfies the recalculation condition, a recalculation operation on the second data file is performed.
上述方案中,所述检测有第一数据文件包括:In the above scheme, the detection of the first data file includes:
根据预设的配置信息筛选出符合规则的数据文件;Filter out the data files that meet the rules according to the preset configuration information;
判断所述数据文件是否已发生变更;judging whether the data file has been changed;
当所述数据文件已发生变更时,确定所述数据文件为第一数据文件。When the data file has been changed, it is determined that the data file is the first data file.
上述方案中,所述对所述第一数据文件进行转换加载处理,得到第二数据文件,包括:In the above solution, the conversion and loading process on the first data file to obtain the second data file includes:
对所述第一数据文件进行转换处理,得到转换处理后的数据文件;performing conversion processing on the first data file to obtain a converted data file;
对所述转换处理后的数据文件进行加载处理,得到第二数据文件。Loading is performed on the converted data file to obtain a second data file.
上述方案中,所述对所述第一数据文件进行转换处理,得到转换处理后的数据文件,包括:In the above solution, the converting the first data file to obtain the converted data file includes:
获取对应于所述第一数据文件的转换策略;Acquiring a conversion strategy corresponding to the first data file;
根据所述转换策略对所述第一数据文件进行转换处理,得到转换处理后的数据文件。Perform conversion processing on the first data file according to the conversion strategy to obtain a converted data file.
上述方案中,所述对所述转换处理后的数据文件进行加载处理,得到第二数据文件,包括:In the above solution, the loading processing of the converted data file to obtain the second data file includes:
将所述转换处理后的数据文件和数据库表字段进行加载处理,得到第二数据文件。Loading the converted data file and database table fields to obtain a second data file.
本发明实施例还提供一种数据处理系统,所述系统包括:文件传输协议FTP扫描器、文件扫描器和存储过程触发器;The embodiment of the present invention also provides a data processing system, and the system includes: a file transfer protocol FTP scanner, a file scanner and a stored procedure trigger;
所述FTP扫描器,用于当检测有第一数据文件时,下载所述第一数据文件,所述第一数据文件为需要重传的数据文件;The FTP scanner is configured to download the first data file when detecting the first data file, and the first data file is a data file that needs to be retransmitted;
所述文件扫描器,用于对所述第一数据文件进行转换加载处理,得到第二数据文件;The file scanner is configured to convert and load the first data file to obtain a second data file;
所述存储过程触发器,用于根据触发重算规则确定所述第二数据文件满足重算条件时,执行对所述第二数据文件的重算操作。The stored procedure trigger is configured to perform a recalculation operation on the second data file when it is determined according to a trigger recalculation rule that the second data file satisfies a recalculation condition.
上述方案中,所述FTP扫描器,用于根据预设的配置信息筛选出符合规则的数据文件;判断所述数据文件是否已发生变更;当所述数据文件已发生变更时,确定所述数据文件为第一数据文件。In the above solution, the FTP scanner is used to filter out data files conforming to the rules according to preset configuration information; determine whether the data file has changed; when the data file has changed, determine the data file The file is a first data file.
上述方案中,所述文件扫描器包括转换扫描器和加载扫描器;In the above solution, the file scanner includes a conversion scanner and a loading scanner;
所述转换扫描器,用于对所述第一数据文件进行转换处理,得到转换处理后的数据文件;The conversion scanner is configured to convert the first data file to obtain a converted data file;
所述加载扫描器,用于对所述转换处理后的数据文件进行加载处理,得到第二数据文件。The loading scanner is configured to load the converted data file to obtain a second data file.
上述方案中,所述转换扫描器,用于获取对应于所述第一数据文件的转换策略;根据所述转换策略对所述第一数据文件进行转换处理,得到转换处理后的数据文件。In the solution above, the conversion scanner is configured to obtain a conversion strategy corresponding to the first data file; perform conversion processing on the first data file according to the conversion strategy to obtain a converted data file.
上述方案中,所述加载扫描器,用于将所述转换处理后的数据文件和数据库表字段进行加载处理,得到第二数据文件。In the solution above, the loading scanner is configured to load the converted data file and database table fields to obtain a second data file.
本发明实施例所提供的数据处理方法和系统,当检测有第一数据文件时,下载所述第一数据文件,所述第一数据文件为需要重传的数据文件;对所述第一数据文件进行转换加载处理,得到第二数据文件;根据触发重算规则确定所述第二数据文件满足重算条件时,执行对所述第二数据文件的重算操作。如此,当接口数据发生变更需要重传时,能在无需人工干预的情况下智能完成数据重算工作。In the data processing method and system provided by the embodiments of the present invention, when a first data file is detected, the first data file is downloaded, and the first data file is a data file that needs to be retransmitted; The file is converted and loaded to obtain the second data file; when it is determined that the second data file satisfies the recalculation condition according to the trigger recalculation rule, the recalculation operation on the second data file is executed. In this way, when the interface data changes and needs to be retransmitted, the data recalculation can be completed intelligently without manual intervention.
附图说明Description of drawings
图1为本发明实施例数据处理方法的实现流程示意图;Fig. 1 is a schematic diagram of the implementation flow of the data processing method of the embodiment of the present invention;
图2为本发明实施例所述检测有第一数据文件的实现流程示意图;FIG. 2 is a schematic diagram of an implementation process for detecting the presence of a first data file according to an embodiment of the present invention;
图3为本发明实施例对所述第一数据文件进行转换加载处理的实现流程示意图;FIG. 3 is a schematic diagram of an implementation flow for converting and loading the first data file according to an embodiment of the present invention;
图4为本发明实施例数据处理系统的组成结构示意图;4 is a schematic diagram of the composition and structure of a data processing system according to an embodiment of the present invention;
图5为本发明实施例文件扫描器的组成结构示意图。FIG. 5 is a schematic diagram of the composition and structure of a document scanner according to an embodiment of the present invention.
具体实施方式detailed description
在本发明实施例中,当检测有第一数据文件时,下载所述第一数据文件,所述第一数据文件为需要重传的数据文件;对所述第一数据文件进行转换加载处理,得到第二数据文件;根据触发重算规则确定所述第二数据文件满足重算条件时,执行对所述第二数据文件的重算操作。In an embodiment of the present invention, when a first data file is detected, download the first data file, the first data file is a data file that needs to be retransmitted; perform conversion and loading processing on the first data file, Obtaining a second data file; performing a recalculation operation on the second data file when determining that the second data file satisfies a recalculation condition according to a triggering recalculation rule.
下面结合附图及具体实施例对本发明再作进一步详细的说明。The present invention will be further described in detail below in conjunction with the accompanying drawings and specific embodiments.
实施例一Embodiment one
图1为本发明实施例数据处理方法的实现流程示意图,如图1所示,本发明实施例数据处理方法包括:Fig. 1 is a schematic diagram of the implementation flow of the data processing method of the embodiment of the present invention. As shown in Fig. 1, the data processing method of the embodiment of the present invention includes:
步骤S101:当检测有第一数据文件时,下载所述第一数据文件;Step S101: downloading the first data file when it is detected that there is a first data file;
其中,所述第一数据文件为需要重传的数据文件。Wherein, the first data file is a data file that needs to be retransmitted.
具体地,文件传输协议(File Transfer Protocol,FTP)扫描器需要检测是否有第一数据文件,在检测有第一数据文件时,再下载所述第一数据文件。这里,如图2所示,所述检测有第一数据文件包括:Specifically, a File Transfer Protocol (File Transfer Protocol, FTP) scanner needs to detect whether there is a first data file, and download the first data file when detecting that the first data file exists. Here, as shown in Figure 2, the first data file detected includes:
步骤S1011:根据预设的配置信息筛选出符合规则的数据文件;Step S1011: filter out the data files that meet the rules according to the preset configuration information;
具体地,FTP扫描器通过预定的配置信息调用文件过滤器筛选出符合规则的数据文件。这里,所述预定的配置信息和对符合规则的数据文件的具体要求均会在用于实现所述数据处理方法的系统中加以预置。Specifically, the FTP scanner invokes a file filter through predetermined configuration information to filter out data files that meet the rules. Here, the predetermined configuration information and the specific requirements for data files conforming to the rules will be preset in the system for implementing the data processing method.
步骤S1012:判断所述数据文件是否已发生变更;Step S1012: judging whether the data file has been changed;
具体地,FTP扫描器判断所述数据文件是否发生过诸如日期、文件大小等的变更。Specifically, the FTP scanner judges whether changes such as date and file size have occurred in the data file.
步骤S1013:当所述数据文件已发生变更时,确定所述数据文件为第一数据文件。Step S1013: When the data file has been changed, determine that the data file is the first data file.
具体地,当所述数据文件已发生变更时,则调用下载器进行下载;同时,还可以对所述数据文件信息加以记录,并通过文件驱动的方式广播下载的数据文件。Specifically, when the data file has been changed, the downloader is invoked to download; at the same time, the information of the data file can also be recorded, and the downloaded data file can be broadcast in a file-driven manner.
步骤S102:对所述第一数据文件进行转换加载处理,得到第二数据文件;Step S102: Perform conversion and loading processing on the first data file to obtain a second data file;
具体地,如图3所示,所述对所述第一数据文件进行转换加载处理,得到第二数据文件,包括:Specifically, as shown in FIG. 3, the conversion and loading process is performed on the first data file to obtain a second data file, including:
步骤S1021:对所述第一数据文件进行转换处理,得到转换处理后的数据文件;Step S1021: Perform conversion processing on the first data file to obtain a converted data file;
具体地,通过转换扫描器获取对应于所述第一数据文件的转换策略;之后,根据所述转换策略对所述第一数据文件进行转换处理,得到转换处理后的数据文件。Specifically, a conversion strategy corresponding to the first data file is acquired by a conversion scanner; then, conversion processing is performed on the first data file according to the conversion strategy to obtain a converted data file.
步骤S1022:对所述转换处理后的数据文件进行加载处理,得到第二数据文件。Step S1022: Perform loading processing on the converted data file to obtain a second data file.
具体地,通过加载扫描器将所述转换处理后的数据文件和数据库表字段进行加载处理,如将所述转换处理后的数据文件和数据库表字段进行一一映射、转换处理,得到第二数据文件。Specifically, the converted data file and database table fields are loaded through a loading scanner, such as one-to-one mapping and conversion processing are performed on the converted data file and database table fields to obtain the second data document.
进一步地,所述加载扫描器会改变所述第二数据文件对应接口的状态,并广播所述第二数据文件,以提供用于实现所述数据处理方法的系统对所述第二数据文件加以调度服务,使得所述第二数据文件能够尽快实现重新运算。Further, the loading scanner will change the state of the interface corresponding to the second data file, and broadcast the second data file, so as to provide the system for implementing the data processing method to perform a Scheduling services, so that the second data file can be re-calculated as soon as possible.
在实际应用中,还可以通过所述加载扫描器中的结果分析器对加载反馈的结果信息进行深度分析,如判断读取、加载、抛弃等等指标信息,以对本次加载进行准确的结果判断;当本次加载过程发生高级别错误时,中断处理器会依据本次加载反馈的结果做出相应的中断处理,来防止锁表、死锁等情况出现。In practical applications, the result analyzer in the loading scanner can also be used to conduct in-depth analysis of the loading feedback result information, such as judging reading, loading, discarding and other index information, so as to make accurate results for this loading Judgment; when a high-level error occurs during this loading process, the interrupt processor will perform corresponding interrupt processing based on the feedback result of this loading to prevent table locks, deadlocks, etc. from occurring.
步骤S103:根据触发重算规则确定所述第二数据文件满足重算条件时,执行对所述第二数据文件的重算操作。Step S103: When it is determined according to the triggering recalculation rule that the second data file satisfies the recalculation condition, perform a recalculation operation on the second data file.
这里,所述触发重算规则通常由配置信息、资源池信息和依赖信息等组成。具体地,存储过程触发器根据配置信息、资源池信息和依赖信息来确定所述第二数据文件满足重算条件时,按顺序对所述第二数据文件进行重算。需要说明的是,在重算过程中,对于互不冲突的调度可同时执行重算操作。Here, the triggering recalculation rule usually consists of configuration information, resource pool information, dependency information, and the like. Specifically, when the stored procedure trigger determines that the second data file satisfies the recalculation condition according to configuration information, resource pool information, and dependency information, it recalculates the second data file in sequence. It should be noted that, during the recalculation process, recalculation operations can be performed simultaneously for non-conflicting schedules.
如此,通过本发明实施例数据处理方法,能够通过用于实现所述数据处理方法的系统中的各器件执行文件驱动程序,采用广播通信传递重算文件,当接口数据发生变更需要重传时,能在无需人工干预的情况下智能完成数据重算工作;进一步通过增加重算条件判断流程,以保证重算的安全性。In this way, through the data processing method of the embodiment of the present invention, each device in the system used to implement the data processing method can execute the file driver, and use broadcast communication to transfer the recalculated file. When the interface data changes and needs to be retransmitted, It can intelligently complete data recalculation work without manual intervention; further increase the recalculation condition judgment process to ensure the safety of recalculation.
实施例二Embodiment two
图4为本发明实施例数据处理系统的组成结构示意图,如图4所示,所述系统包括FTP扫描器401、文件扫描器402和存储过程触发器403;FIG. 4 is a schematic diagram of the composition and structure of a data processing system according to an embodiment of the present invention. As shown in FIG. 4 , the system includes an FTP scanner 401, a file scanner 402, and a stored procedure trigger 403;
所述FTP扫描器401,用于当检测有第一数据文件时,下载所述第一数据文件,所述第一数据文件为需要重传的数据文件;The FTP scanner 401 is configured to download the first data file when detecting that there is a first data file, and the first data file is a data file that needs to be retransmitted;
具体地,所述FTP扫描器401根据预设的配置信息筛选出符合规则的数据文件;判断所述数据文件是否已发生变更;当所述数据文件已发生变更时,确定所述数据文件为第一数据文件。Specifically, the FTP scanner 401 screens out data files conforming to the rules according to preset configuration information; judges whether the data file has changed; when the data file has changed, determines that the data file is the first a data file.
在实际应用中,FTP扫描器401通过预定的配置信息调用文件过滤器筛选出符合规则的数据文件;再判断所述数据文件是否发生过诸如日期、文件大小等的变更;当所述数据文件已发生变更时,则调用下载器进行下载;同时,还可以对所述数据文件信息加以记录,并通过文件驱动的方式广播下载的数据文件。In practical applications, the FTP scanner 401 invokes a file filter through predetermined configuration information to filter out data files that meet the rules; When a change occurs, the downloader is invoked to download; at the same time, the information of the data file can also be recorded, and the downloaded data file can be broadcast in a file-driven manner.
所述文件扫描器402,用于对所述第一数据文件进行转换加载处理,得到第二数据文件;The file scanner 402 is configured to convert and load the first data file to obtain a second data file;
所述存储过程触发器403,用于根据触发重算规则确定所述第二数据文件满足重算条件时,执行对所述第二数据文件的重算操作。The stored procedure trigger 403 is configured to perform a recalculation operation on the second data file when it is determined according to the trigger recalculation rule that the second data file meets a recalculation condition.
这里,所述触发重算规则通常由配置信息、资源池信息和依赖信息等组成。具体地,所述存储过程触发器403根据配置信息、资源池信息和依赖信息来确定所述第二数据文件满足重算条件时,按顺序对所述第二数据文件进行重算。需要说明的是,在重算过程中,对于互不冲突的调度可同时执行重算操作。Here, the triggering recalculation rule usually consists of configuration information, resource pool information, dependency information, and the like. Specifically, when the stored procedure trigger 403 determines that the second data file satisfies the recalculation condition according to configuration information, resource pool information, and dependency information, it recalculates the second data file in sequence. It should be noted that, during the recalculation process, recalculation operations can be performed simultaneously for non-conflicting schedules.
在一实施例中,如图5所示,所述文件扫描器402包括转换扫描器4021和加载扫描器4022;In one embodiment, as shown in FIG. 5 , the file scanner 402 includes a conversion scanner 4021 and a loading scanner 4022;
所述转换扫描器4021,用于对所述第一数据文件进行转换处理,得到转换处理后的数据文件;The conversion scanner 4021 is configured to perform conversion processing on the first data file to obtain a converted data file;
具体地,所述转换扫描器4021获取对应于所述第一数据文件的转换策略;再根据所述转换策略对所述第一数据文件进行转换处理,得到转换处理后的数据文件。Specifically, the conversion scanner 4021 acquires a conversion strategy corresponding to the first data file; and then performs conversion processing on the first data file according to the conversion strategy to obtain a converted data file.
所述加载扫描器4022,用于对所述转换处理后的数据文件进行加载处理,得到第二数据文件。The loading scanner 4022 is configured to load the converted data file to obtain a second data file.
具体地,所述加载扫描器4022将所述转换处理后的数据文件和数据库表字段进行加载处理,如将所述转换处理后的数据文件和数据库表字段进行一一映射、转换处理,得到第二数据文件。Specifically, the loading scanner 4022 loads the converted data files and database table fields, such as performing one-to-one mapping and conversion processing on the converted data files and database table fields to obtain the first Two data files.
进一步地,所述加载扫描器4022会改变所述第二数据文件对应接口的状态,并广播所述第二数据文件,以提供用于实现所述数据处理方法的系统对所述第二数据文件加以调度服务,使得所述第二数据文件能够尽快实现重新运算。Further, the loading scanner 4022 will change the state of the interface corresponding to the second data file, and broadcast the second data file, so as to provide the system for implementing the data processing method with the second data file The service is scheduled so that the second data file can be recalculated as soon as possible.
在实际应用中,还可以通过所述加载扫描器中的结果分析器对加载反馈的结果信息进行深度分析,如判断读取、加载、抛弃等等指标信息,以对本次加载进行准确的结果判断;当本次加载过程发生高级别错误时,中断处理器会依据本次加载反馈的结果做出相应的中断处理,来防止锁表、死锁等情况出现。In practical applications, the result analyzer in the loading scanner can also be used to conduct in-depth analysis of the loading feedback result information, such as judging reading, loading, discarding and other index information, so as to make accurate results for this loading Judgment; when a high-level error occurs during this loading process, the interrupt processor will perform corresponding interrupt processing based on the feedback result of this loading to prevent table locks, deadlocks, etc. from occurring.
在实际应用中,本发明实施例中提供的数据处理系统中的各部分均可以通过系统中的处理器实现,也可以通过具体的逻辑电路实现;比如,在实际应用中,可由位于数据处理系统中的中央处理器(CPU)、微处理器(MPU)、数字信号处理器(DSP)、或现场可编程门阵列(FPGA)实现。In practical applications, each part of the data processing system provided in the embodiment of the present invention can be realized by a processor in the system, or can be realized by a specific logic circuit; Central processing unit (CPU), microprocessor (MPU), digital signal processor (DSP), or field-programmable gate array (FPGA) in the implementation.
以上所述,仅为本发明的较佳实施例而已,并非用于限定本发明的保护范围。The above descriptions are only preferred embodiments of the present invention, and are not intended to limit the protection scope of the present invention.
Claims (10)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201510130929.0A CN106156028A (en) | 2015-03-24 | 2015-03-24 | A kind of data processing method and system |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201510130929.0A CN106156028A (en) | 2015-03-24 | 2015-03-24 | A kind of data processing method and system |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN106156028A true CN106156028A (en) | 2016-11-23 |
Family
ID=57339477
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201510130929.0A Pending CN106156028A (en) | 2015-03-24 | 2015-03-24 | A kind of data processing method and system |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN106156028A (en) |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102375891A (en) * | 2011-11-15 | 2012-03-14 | 山东浪潮金融信息系统有限公司 | Implementation tool for unloading and loading incremental data |
| CN102752372A (en) * | 2012-06-18 | 2012-10-24 | 天津神舟通用数据技术有限公司 | File based database synchronization method |
| US20140101091A1 (en) * | 2012-10-04 | 2014-04-10 | Adobe Systems Incorporated | Rule-based extraction, transformation, and loading of data between disparate data sources |
| CN103823869A (en) * | 2014-02-26 | 2014-05-28 | 中科怡海高新技术发展江苏股份公司 | Data extracting and predicting model establishing method for environment monitoring |
-
2015
- 2015-03-24 CN CN201510130929.0A patent/CN106156028A/en active Pending
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102375891A (en) * | 2011-11-15 | 2012-03-14 | 山东浪潮金融信息系统有限公司 | Implementation tool for unloading and loading incremental data |
| CN102752372A (en) * | 2012-06-18 | 2012-10-24 | 天津神舟通用数据技术有限公司 | File based database synchronization method |
| US20140101091A1 (en) * | 2012-10-04 | 2014-04-10 | Adobe Systems Incorporated | Rule-based extraction, transformation, and loading of data between disparate data sources |
| CN103823869A (en) * | 2014-02-26 | 2014-05-28 | 中科怡海高新技术发展江苏股份公司 | Data extracting and predicting model establishing method for environment monitoring |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US10705748B2 (en) | Method and device for file name identification and file cleaning | |
| US10382477B2 (en) | Identification apparatus, control method therefor, and storage medium | |
| US20150264062A1 (en) | Virus intrusion route identification device, virus intrusion route identification method, and program | |
| AU2016332939B2 (en) | Methods and systems for cloud-and mobile device-based biological inventory tracking | |
| US9471412B2 (en) | Encoding diagnostic data in an error message for a computer program | |
| CN105677240A (en) | Data deleting method and system | |
| JP6313864B2 (en) | Stream data processing method and stream data processing apparatus | |
| US20160308885A1 (en) | Systems and methods for internet traffic analysis | |
| CN113722055A (en) | Data processing method and device, electronic equipment and computer readable medium | |
| CN102968349A (en) | Method and system for file completeness verification of remote sensing image data | |
| CN112148749B (en) | Data analysis method, computing device and storage medium | |
| El Hage et al. | Supporting scale-up of COVID-19 RT-PCR testing processes with discrete event simulation | |
| CN112162831A (en) | Big data analysis method and system, electronic device and storage medium | |
| JP2019102974A (en) | Data collection system, controller, control program, gateway unit, and gateway program | |
| CN106156028A (en) | A kind of data processing method and system | |
| CN103150400B (en) | A kind of data screening method based on MapReduce frameworks | |
| JP2011227739A5 (en) | ||
| CN106982268A (en) | A kind of information processing method and server | |
| JP6283728B2 (en) | Mass data transfer apparatus and method | |
| KR102099362B1 (en) | Device and method for a data preparation using a micro service | |
| JP6008406B2 (en) | Log management method, log management system, log management apparatus, and log management program | |
| CN105528370B (en) | Page detection method and client | |
| CN106341345A (en) | Concurrent request processing method and device | |
| CN109598485A (en) | A kind of emergency event report thing method and device | |
| WO2015184750A1 (en) | Data maintenance method and device of network element device |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20161123 |
|
| RJ01 | Rejection of invention patent application after publication |