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data-warehouse-designer/references/market.md
2026-08-14 17:32:50 +02:00

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Market evidence report — data-warehouse-designer

Source: 46 real job ads (JSearch API, countries: us 46), 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 29 63 %
senior 17 37 %

Tools — full market ranking

# Item Ads Share
1 Snowflake 11 24 %
2 Oracle 7 15 %
3 Python 7 15 %
4 ssis 6 13 %
5 Databricks 5 11 %
6 Microsoft SQL Server 5 11 %
7 AWS 4 9 %
8 Erwin 4 9 %
9 Hadoop 4 9 %
10 SQL Server 4 9 %
11 Azure Data Factory (ADF) 3 7 %
12 Delta Lake 3 7 %
13 IBM DataStage 3 7 %
14 Power BI 3 7 %
15 PySpark 3 7 %
16 Redshift 3 7 %
17 SQL 3 7 %
18 Workday 3 7 %
19 XML 3 7 %

Hard skills — full market ranking

# Item Ads Share
1 data modeling 33 72 %
2 data integration 14 30 %
3 data governance 12 26 %
4 etl development 12 26 %
5 data architecture 9 20 %
6 data warehousing 9 20 %
7 data warehouse design 8 17 %
8 metadata management 7 15 %
9 performance tuning 7 15 %
10 sql 7 15 %
11 data warehouse architecture 6 13 %
12 schema design 5 11 %
13 data analysis 4 9 %
14 data migration 4 9 %
15 data quality assurance 4 9 %
16 data transformation 4 9 %
17 etl processes 4 9 %
18 performance optimization 4 9 %
19 troubleshooting 4 9 %
20 database design 3 7 %
21 dimensional modeling 3 7 %
22 etl design 3 7 %
23 query optimization 3 7 %
24 root cause analysis 3 7 %
25 solution architecture 3 7 %
26 sql development 3 7 %
27 sql programming 3 7 %

Methods — full market ranking

# Item Ads Share
1 dimensional modeling 5 11 %
2 star schema 5 11 %
3 agile methodologies 4 9 %
4 data governance 3 7 %

Responsibilities — full market ranking

# Item Ads Share
1 data model creation 5 11 %
2 stakeholder collaboration 5 11 %
3 data warehouse maintenance 4 9 %
4 etl pipeline development 4 9 %
5 data model design 3 7 %
6 data quality assurance 3 7 %
7 job migration 3 7 %
8 performance optimization 3 7 %
9 process automation 3 7 %
10 regulatory reporting support 3 7 %
11 troubleshooting 3 7 %

Regional breakdown

Corpus note: 46 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.

US (us)

46 ads.

Top hard skills:

  • data modeling — 72 % (33 ads)
  • data integration — 30 % (14 ads)
  • data governance — 26 % (12 ads)
  • etl development — 26 % (12 ads)
  • data architecture — 20 % (9 ads)
  • data warehousing — 20 % (9 ads)
  • data warehouse design — 17 % (8 ads)
  • metadata management — 15 % (7 ads)
  • performance tuning — 15 % (7 ads)
  • sql — 15 % (7 ads)

Top tools:

  • Snowflake — 24 % (11 ads)
  • Oracle — 15 % (7 ads)
  • Python — 15 % (7 ads)
  • ssis — 13 % (6 ads)
  • Databricks — 11 % (5 ads)
  • Microsoft SQL Server — 11 % (5 ads)
  • AWS — 9 % (4 ads)
  • Erwin — 9 % (4 ads)
  • Hadoop — 9 % (4 ads)
  • SQL Server — 9 % (4 ads)

Seniority: mid 63 % · senior 37 %

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 Warehouse Architect 7
Business Intelligence Solutions/Data Warehouse Architect 1
Business Intelligence/Data Warehouse Architect 1
Capital Markets Data Warehouse Architect: Azure Databricks 1
Cleared Chief Data Architect 1
Cloud Data Architect 1
Data Architect - Microsoft Fabric 1
Data Warehouse / Oracle-PL/SQL & Informatica SME 1
Data Warehouse Architect - Hybrid(Lansing,MI) - Face to Face Interview 1
Data Warehouse Architect - Lansing, MI 1
Data Warehouse Architect with Banking/Financial Domain 1
Data Warehouse Architect: Teradata & BI Strategy 1
Data Warehouse Developer 1
Data Warehouse Engineer 1
Data Warehouse Subject Matter Expert 1
Datawarehouse Architect (DataStage) 1
ETL Datawarehouse Architect 1
IS Data Warehouse Architect III 1
Principal Data Architect 1
Product Architect (Snowflake Cloud Data Warehouse Architect) 1
Remote Data Warehouse Systems Analyst & DB Design 1
Senior Architect, Data Warehouse & Database Administrator (Relocation Assistance Available!) 1
Senior Data Analytics Architect (GCP) 1
Senior Data Modeler & Warehouse Architect (Remote) 1
Senior Data Warehouse / ETL Developer 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.