# Market evidence report — database-integrator

Source: **51 real job ads** (JSearch API, countries: us 51), extracted into the MSSQL evidence store; as of 2026-07-11.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).

## Seniority distribution

| Seniority | Ads | Share |
|---|---|---|
| mid | 35 | 69 % |
| senior | 8 | 16 % |
| lead | 7 | 14 % |
| n/a | 1 | 2 % |

## Tools — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|
| 1 | SQL Server | 7 | 14 % |
| 2 | Oracle | 6 | 12 % |
| 3 | PostgreSQL | 6 | 12 % |
| 4 | Snowflake | 6 | 12 % |
| 5 | MySQL | 5 | 10 % |
| 6 | Python | 5 | 10 % |
| 7 | SSIS | 5 | 10 % |
| 8 | AWS | 4 | 8 % |
| 9 | azure data factory | 4 | 8 % |
| 10 | CloverETL | 4 | 8 % |
| 11 | Epic Beaker | 4 | 8 % |
| 12 | Epic Bridges | 4 | 8 % |
| 13 | Hadoop | 4 | 8 % |
| 14 | microsoft office | 4 | 8 % |
| 15 | Microsoft SQL | 4 | 8 % |
| 16 | microsoft sql server | 4 | 8 % |
| 17 | Mirth Connect | 4 | 8 % |
| 18 | power bi | 4 | 8 % |
| 19 | git | 3 | 6 % |
| 20 | oracle data integrator (odi) | 3 | 6 % |
| 21 | sql | 3 | 6 % |
| 22 | Talend | 3 | 6 % |

## Hard skills — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data integration | 38 | 75 % |
| 2 | data modeling | 15 | 29 % |
| 3 | etl development | 14 | 27 % |
| 4 | data analysis | 10 | 20 % |
| 5 | data validation | 8 | 16 % |
| 6 | data warehousing | 8 | 16 % |
| 7 | data transformation | 7 | 14 % |
| 8 | data discovery | 5 | 10 % |
| 9 | data governance | 5 | 10 % |
| 10 | performance tuning | 5 | 10 % |
| 11 | sql | 5 | 10 % |
| 12 | business intelligence | 4 | 8 % |
| 13 | data engineering | 4 | 8 % |
| 14 | etl design | 4 | 8 % |
| 15 | etl programming | 4 | 8 % |
| 16 | metadata management | 4 | 8 % |
| 17 | api development | 3 | 6 % |
| 18 | clinical informatics | 3 | 6 % |
| 19 | data architecture | 3 | 6 % |
| 20 | data extraction | 3 | 6 % |
| 21 | data quality management | 3 | 6 % |
| 22 | dimensional modeling | 3 | 6 % |
| 23 | pl/sql programming | 3 | 6 % |
| 24 | software development | 3 | 6 % |
| 25 | sql querying | 3 | 6 % |
| 26 | sql scripting | 3 | 6 % |
| 27 | troubleshooting | 3 | 6 % |

## Methods — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|
| 1 | agile development | 5 | 10 % |
| 2 | agile methodology | 4 | 8 % |
| 3 | agile methodologies | 3 | 6 % |
| 4 | ci/cd | 3 | 6 % |
| 5 | data governance | 3 | 6 % |
| 6 | fhir | 3 | 6 % |
| 7 | hl7 | 3 | 6 % |

## Responsibilities — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|
| 1 | code review | 3 | 6 % |
| 2 | dashboard output building | 3 | 6 % |
| 3 | data integration | 3 | 6 % |
| 4 | performance monitoring | 3 | 6 % |
| 5 | team leadership | 3 | 6 % |

## Regional breakdown

> **Corpus note:** 51 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.

### US (us)

51 ads.

**Top hard skills:**

- data integration — 75 % (38 ads)
- data modeling — 29 % (15 ads)
- etl development — 27 % (14 ads)
- data analysis — 20 % (10 ads)
- data validation — 16 % (8 ads)
- data warehousing — 16 % (8 ads)
- data transformation — 14 % (7 ads)
- data discovery — 10 % (5 ads)
- data governance — 10 % (5 ads)
- performance tuning — 10 % (5 ads)

**Top tools:**

- SQL Server — 14 % (7 ads)
- Oracle — 12 % (6 ads)
- PostgreSQL — 12 % (6 ads)
- Snowflake — 12 % (6 ads)
- MySQL — 10 % (5 ads)
- Python — 10 % (5 ads)
- SSIS — 10 % (5 ads)
- AWS — 8 % (4 ads)
- azure data factory — 8 % (4 ads)
- CloverETL — 8 % (4 ads)

**Seniority:** mid 69 % · senior 16 % · lead 14 % · n/a 2 %

### UK (gb)

**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.

### EU/DACH (de, at, ch, nl)

**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.


## Job title variants in the market

| Title | Ads |
|---|---|
| Data Integration Specialist | 6 |
| Data Integration Engineer | 3 |
| Data Integration Developer | 2 |
| Current Operations and Intelligence Picture (CIPCOP) Data Integrator | 1 |
| Data Engineer (Integration & SQL Server DBA Backup) | 1 |
| Data Integration - Team Lead | 1 |
| Data Integration & Analytics Engineer | 1 |
| Data Integration & Systems Analyst* | 1 |
| Data Integration (ETL) Sr. Developer (Local Candidates ONLY) | 1 |
| Data Integration (Team Lead) – Sr. | 1 |
| Data Integration Engineer / ETL Developer | 1 |
| Data Integration Engineer II | 1 |
| Data Integration Lead | 1 |
| Data Integration Manager | 1 |
| data integration specialist iWAY Development (BPM) | 1 |
| Data, Analytics, & Integration Engineer | 1 |
| Database & Data Integration Engineer | 1 |
| Database Integration Engineer | 1 |
| Healthcare Data Integration Engineer - ETL & HLExpert | 1 |
| Healthcare Data Integration Engineer | EMR, ETL & BI | 1 |
| Integration Database Specialist | 1 |
| Intelligence Data Integration Manager (TS/SCI Required) | 1 |
| Manager, Healthcare Data Integration | 1 |
| McKesson Paragon - Data Integration Specialist | 1 |
| Mission Data Integration Engineer — Remote 1x/Week + $25k | 1 |

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.