Design of background automatic computing engine of data management system
A data management system and automatic calculation technology, applied in database management systems, electronic digital data processing, special data processing applications, etc., can solve the problem that the storage system cannot store big data, etc., and achieve the effect of convenient use and good user experience
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[0025] Such as figure 1 As shown, the embodiment of the present invention provides the design of the background automatic calculation engine of the data management system, and adopts the technology combining spark and hadoop distributed architecture to process large-scale data calculation, including the following specific implementation steps:
[0026] Step 1. The party that produces data produces data in Kafka. The Kafka cluster contains multiple broker servers, and Flume can be one of Flume-ng and Flume-og;
[0027] Step 2. The offline architecture uses flume to collect data in Kafka and transfer it to HDFS;
[0028] Step 3. The real-time architecture uses sparkstreaming to consume data in Kafka, formats the original data, and writes the data into hbase or elasticsearch;
[0029] Step 4. Write sql scripts to format the original data in hdfs, and finally use snappy compression to write them into the offline data warehouse hive;
[0030] Step 5. Analyze and process the forma...
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