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CloudTrail Aggregation

This directory contains example programs for the blog post Aggregating Files In Your Data Lake and follow-on posts.

It consists of the following pieces:

  • Stage 1: a Lambda that aggregates raw CloudTrail log files into compressed NDJSON (newline-delimited JSON) files, a day at a time.

  • Stage 2: a Lambda that aggregates a month's worth of CloudTrail logs from the files produced by stage 1, producing Parquet output. There's also a Docker version in addition to the simple Lambda.

  • Stage 3: uses Athena to aggregate a month's worth of CloudTrail logs, again using the files produced by stage 1, and again producing Parquet output. This transform is implemented using both Airflow and Lambda to invoke an Athena CTAS query to build each partition.