Data Engineering and Analytics topics
10 short topics in Data Engineering and Analytics. Each one is a single focused exercise with a clear piece of evidence at the end.
10 topics, one exercise each.
Work through them in order, or jump to the one you need.
These are draft topic outlines (draft; instructor review pending). Full lessons follow after review; ask Ajay if you need a topic sooner.
- 01
Data ingestion patterns
Implement a focused example of Data ingestion patterns within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 02
ETL and ELT workflows
Implement a focused example of ETL and ELT workflows within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 03
Batch and streaming processing
Implement a focused example of Batch and streaming processing within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 04
Warehouse and lakehouse modeling
Implement a focused example of Warehouse and lakehouse modeling within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 05
Data transformations
Implement a focused example of Data transformations within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 06
Data quality checks
Implement a focused example of Data quality checks within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 07
Data lineage
Implement a focused example of Data lineage within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 08
Pipeline orchestration
Implement a focused example of Pipeline orchestration within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 09
Business metrics and dashboards
Implement a focused example of Business metrics and dashboards within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course → - 10
Pipeline backfills and recovery
Implement a focused example of Pipeline backfills and recovery within a small part of Sales analytics pipeline and dashboard; demonstrate a normal and an edge or failure case.
Open micro-course →
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