Data Lake Demo
Source code for video demonstration detailed in the post, Building a Simple Data Lake on AWS . Build a simple data lake on AWS using a combination of services, including Amazon MWAA, AWS Glue Data Catalog, AWS Glue Crawlers, AWS Glue Jobs, AWS Glue Studio, Amazon Athena, and Amazon S3.
Architecture
TICKIT Sample Database
Amazon Redshift TICKIT Sample Database
TICKIT Tables
tickit.saas.categorytickit.saas.eventtickit.saas.venuetickit.crm.userstickit.datetickit.listingtickit.sales
Naming Conventions
+-------------+--------------------------------------------------------------------+
| Prefix | Description |
+-------------+--------------------------------------------------------------------+
| _source | Data Source metadata only (org. call _raw in video) |
| _raw | Raw/Bronze data from data sources (org. call _converted in video) |
| _refined | Refined/Silver data - raw data with initial ELT/cleansing applied |
| _aggregated | Gold/Aggregated data - aggregated/joined refined data |
+-------------+--------------------------------------------------------------------+
AWS CLI Commands
There were two small changes made to the source code, as compared to the video demonstration, to help clarify the flow of data in the demonstration. The prefix for the (7) data source AWS Glue Data Catalog table’s prefix was switched from raw_ from source_. Also, the (7) Raw/Bronze AWS Glue Data Catalog table’s prefix was switched from converted_ to raw_. The final data flow is 1) source_, 2) raw_, 3) refined_, and 4) agg_ (aggregated).
DATA_LAKE_BUCKET="your-data-lake-bucket"
aws s3 rm "s3://${DATA_LAKE_BUCKET}/tickit/" --recursive
aws glue delete-database --name tickit_demo
aws glue create-database \
--database-input '{"Name": "tickit_demo", "Description": "Track sales activity for the fictional TICKIT web site"}'
aws glue get-tables \
--database-name tickit_demo \
--query "TableList[].Name" \
--output table
aws glue start-crawler --name tickit_postgresql
aws glue start-crawler --name tickit_mysql
aws glue start-crawler --name tickit_mssql
aws glue get-tables \
--database-name tickit_demo \
--query "TableList[].Name" \
--expression "source_*" \
--output table
aws glue start-job-run --job-name tickit_public_category_raw
aws glue start-job-run --job-name tickit_public_date_raw
aws glue start-job-run --job-name tickit_public_event_raw
aws glue start-job-run --job-name tickit_public_listing_raw
aws glue start-job-run --job-name tickit_public_sales_raw
aws glue start-job-run --job-name tickit_public_users_raw
aws glue start-job-run --job-name tickit_public_venue_raw
aws glue start-job-run --job-name tickit_public_category_refine
aws glue start-job-run --job-name tickit_public_date_refine
aws glue start-job-run --job-name tickit_public_event_refine
aws glue start-job-run --job-name tickit_public_listing_refine
aws glue start-job-run --job-name tickit_public_sales_refine
aws glue start-job-run --job-name tickit_public_users_refine
aws glue start-job-run --job-name tickit_public_venue_refine
aws glue get-tables \
--database-name tickit_demo \
--query "TableList[].Name" \
--output table
aws s3api list-objects-v2 \
--bucket ${DATA_LAKE_BUCKET} \
--prefix "tickit/" \
--query "Contents[].Key" \
--output table
46 Dec 24, 2022
2 Jan 06, 2022
1 Oct 22, 2021
104 Dec 26, 2022
1 Nov 28, 2021
1 Dec 06, 2021
1 Oct 04, 2022
69 Dec 25, 2022
1 Jan 03, 2022
2.1k Dec 31, 2022
19 Nov 22, 2022
1 Aug 23, 2022
9 Oct 15, 2022
17 Nov 23, 2021
31 Nov 29, 2022
15 Jan 03, 2023
2 Aug 03, 2022
9 Oct 18, 2022
5 Jun 26, 2022
3 May 04, 2022