Technology skill
ETL jobs
Extract, transform, load: moving data out of source systems, reshaping it, and landing it somewhere analysts can use. The core of data engineering. Below: the 8 occupations it unlocks on this board, live counts included, and the skills that show up beside it in real postings.
What ETL unlocks
Occupations whose postings name this skill, from the adjacency data the instrument runs on. Counts are live board inventory, refreshed nightly.
| Occupation | Live roles | More |
|---|---|---|
| Data Engineer | 600 | salary |
| Solutions Architect | 600 | salary |
| Data Scientist | 458 | salary |
| Data Analyst | 429 | salary |
| Machine Learning Engineer | 274 | salary |
| Product Analyst | 72 | salary |
| BI Developer | 69 | salary |
| Data Architect | 65 | salary |
Named beside it
Co-occurrence measured over 28,628 postings: how often each skill appears in the same posting as ETL.
- dbttogether in 114
- Airflowtogether in 158
- Data Modelingtogether in 144
- Pandas/NumPytogether in 31
- Lookertogether in 63
- Sparktogether in 363
Quick answers
What is ETL?
Extract, transform, load: moving data out of source systems, reshaping it, and landing it somewhere analysts can use. The core of data engineering. On this board it is a technology skill, extracted from posting text by the nightly scrape. Every skill, defined: the glossary.
How many jobs ask for ETL?
ETL unlocks 8 occupations on this board, with 2,567 live roles across them right now. The largest is Data Engineer (600 open).
What skills pair with ETL?
Measured over 28,628 postings, the skills most often named beside ETL are dbt (together in 114), Airflow (together in 158), Data Modeling (together in 144).
Skills are extracted from posting text by the nightly scrape and mapped to occupations through the same lexicon the career instrument uses. A skill page exists only while enough live roles are reachable through it; counts are inventory, never padding.