Data processing system, method and device, electronic equipment and storage medium
A data processing system and data technology, applied in the computer field, can solve the problems of low collection frequency, difficulty in batch data processing and reporting methods to meet regulatory requirements, and low data timeliness
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Embodiment 1
[0035] figure 1 It is a schematic structural diagram of a data processing system provided by Embodiment 1 of the present invention. The system has high timeliness and is applicable to the application scenarios of real-time collection, real-time processing and real-time reporting of data generated in real time. For example, the bank's real-time transaction data needs to be reported to the bank supervisor for supervision within a few seconds after the transaction data is generated.
[0036] like figure 1 As shown, the data processing system provided in this embodiment includes: a first data collection component OGG 110 , a data bus component Kafka 120 , a streaming computing engine Apache Flink 130 , a first database 140 and a data reporting terminal 150 .
[0037] Wherein, the first data collection component OGG 110 is communicatively connected with the data bus component Kafka 120 for collecting the first data in real time and sending the collected first data to the data bus ...
Embodiment 2
[0054] figure 2 It is a schematic structural diagram of a data processing system provided by Embodiment 2 of the present invention. On the basis of the above embodiments, this embodiment further expands the functions of the data processing system, specifically adding a change data capture CDC component, the change data capture CDC component communicates with the data bus component Kafka for The second data is collected in real time, and the collected second data is sent to the data bus component Kafka, so that the data processing system can collect, process and report more business data. Wherein, the same or similar content as in the foregoing embodiments will not be described in detail in this embodiment, and relevant parts in the foregoing embodiments may be referred to.
[0055] like figure 2 As shown, the data processing system includes:
[0056] The first data acquisition component OGG 210 , the data bus component Kafka 220 , the streaming computing engine ApacheFlin...
Embodiment 3
[0069] image 3 It is a schematic structural diagram of a data processing system provided by Embodiment 3 of the present invention. On the basis of the above embodiments, this embodiment further expands the functions of the data processing system, specifically adding a network file transfer NFT component, a batch computing area, a data synchronization component and a second database. Wherein, the network file transfer NFT component is communicatively connected to the batch computing area, and is used to collect the third data in batches according to a set period, and send the collected third data to the batch computing area; The batch computing area is respectively connected to the data bus component Kafka and the second database through the data synchronization component, and is used to perform calculations based on the third data, the first data, and the second data. calculation, and the calculation results are respectively synchronized to the second database and the first ...
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