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)