101 lines
3.2 KiB
Markdown
101 lines
3.2 KiB
Markdown
# Market evidence report — data-engineer
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Source: **22 real job ads** (JSearch API, countries: us 22), extracted into the MSSQL evidence store; as of 2026-07-11.
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This report contains extracted, aggregated facts only — no ad text is
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reproduced (copyright / platform terms).
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## Seniority distribution
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| Seniority | Ads | Share |
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|---|---|---|
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| mid | 14 | 64 % |
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| senior | 6 | 27 % |
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| lead | 1 | 5 % |
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| n/a | 1 | 5 % |
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## Tools — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | Databricks | 9 | 41 % |
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| 2 | Python | 9 | 41 % |
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| 3 | Apache Spark | 5 | 23 % |
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| 4 | AWS | 5 | 23 % |
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| 5 | Spark | 5 | 23 % |
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| 6 | SQL | 5 | 23 % |
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| 7 | informatica | 4 | 18 % |
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| 8 | Snowflake | 4 | 18 % |
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| 9 | Azure Data Factory | 3 | 14 % |
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## Hard skills — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | data modeling | 11 | 50 % |
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| 2 | data integration | 6 | 27 % |
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| 3 | data pipeline design | 6 | 27 % |
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| 4 | data analysis | 5 | 23 % |
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| 5 | data engineering | 5 | 23 % |
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| 6 | data transformation | 5 | 23 % |
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| 7 | data warehousing | 4 | 18 % |
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| 8 | statistical analysis | 4 | 18 % |
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| 9 | data architecture | 3 | 14 % |
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| 10 | database design | 3 | 14 % |
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## Methods — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | agile development | 4 | 18 % |
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## Responsibilities — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | data pipeline maintenance | 4 | 18 % |
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## Regional breakdown
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> **Corpus note:** 22 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
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### US (us)
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**Insufficient evidence** — 22 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### UK (gb)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### EU/DACH (de, at, ch, nl)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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## Job title variants in the market
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| Title | Ads |
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|---|---|
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| Senior Full-Stack Data Engineer – TS/SCI Clearance | 2 |
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| Cloud Data Engineer: Pipelines, Spark & Databricks | 1 |
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| Combat Data Systems Engineer 🏆 | 1 |
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| Data Engineer (Databricks) | 1 |
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| Data Engineer / Analytics Programmer (Healthcare Data) | 1 |
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| Data Engineer / Data Architect III | 1 |
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| Data Engineer All Levels Crystal City VA | 1 |
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| Data Engineer III | 1 |
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| Data Engineer- up to $260k - FS Poly McLean, VA | 1 |
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| Data Engineer(AWS/DataBricks experience REQUIRED) | 1 |
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| Data Engineer, Mid | 1 |
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| Data Engineer: ETL, Databricks & Big Data (Remote) | 1 |
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| Entry Level Data Engineer | 1 |
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| ETL Data Engineer | 1 |
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| Kearney Activate Senior Consultant Data Engineer | 1 |
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| Mid Data Engineer | 1 |
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| Remote Data Engineer | 1 |
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| Senior Data Engineer | 1 |
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| Senior Data Engineer (Remote) | 1 |
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| Senior Data Engineer: Build Scalable Data Pipelines | 1 |
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| Senior Data Engineer: Mission-Critical Pipelines (Secret) | 1 |
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Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
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