AWS Big Data Lambda Architecture for Streaming Analytics

2022-01-11 awsdata-engineeringsolution-diagram

This diagram shows a typical lambda streaming processing solution on AWS with Amazon Kinesis, Amazon Glue, Amazon S3, Amazon Athena and Amazon Quicksight:

  • Amazon Kinesis - capture streaming data via Data Firehose and then transform and analyze streaming data using Data Analytics; the result of analytics is stored into another Data Firehose process; for batch processing, the captured streaming data can be directly loaded into S3 bucket too.
  • Amazon S3 - store streaming raw data and batch processed data.
  • Amazon Glue - transform batch data in S3 and store the processed data into another bucket for consumption.
  • Amazon Athena - used to read data in S3 via SQL.
  • Amazon Quicksight - data visualization tool.

References

Data Query
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IoT Senor Data
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Streaming Collection
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Batch Processing
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Amazon Kinesis
Data Firehose
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BI
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Amazon Quicksight
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Amazon Athena
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Amazon S3
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Amazon S3
(Reference Data)
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Amazon Glue
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Data Lake
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Amazon S3
(Processed Data)
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Streaming Processing
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Amazon Kinesis
Data Firehose
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Amazon S3
(Filtered Data)
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