Dataform Job Trends in Edinburgh

Google Cloud Dataform
Scotland > Edinburgh

The table below provides summary statistics and salary benchmarking for jobs advertised in Edinburgh requiring Dataform skills. It covers permanent job vacancies from the 6 months leading up to 17 June 2026, with comparisons to the same periods in the previous two years.

6 months to
17 Jun 2026
Same period 2025 Same period 2024
Rank 66 - -
Rank change year-on-year - - -
Permanent jobs citing Dataform 3 0 0
As % of all permanent jobs in Edinburgh 0.28% - -
As % of the Cloud Services category 1.00% - -
Number of salaries quoted 3 0 0
10th Percentile - - -
25th Percentile £45,000 - -
Median annual salary (50th Percentile) £50,000 - -
75th Percentile £61,250 - -
90th Percentile £65,000 - -
Scotland median annual salary £50,000 - -

All Cloud Computing Skills
Edinburgh

Dataform falls under the Cloud Services category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring cloud computing skills in Edinburgh.

Permanent vacancies with a requirement for cloud computing skills 300 263 566
As % of all permanent jobs advertised in Edinburgh 28.41% 31.01% 39.55%
Number of salaries quoted 192 149 449
10th Percentile £28,325 £45,750 £30,000
25th Percentile £35,000 £52,500 £42,500
Median annual salary (50th Percentile) £60,000 £70,000 £60,000
Median % change year-on-year -14.29% +16.67% -
75th Percentile £80,000 £92,500 £73,886
90th Percentile £92,250 £98,474 £90,000
Scotland median annual salary £55,000 £57,500 £53,000
% change year-on-year -4.35% +8.49% -3.64%

Dataform
Job Vacancy Trend in Edinburgh

Historical trend showing the proportion of permanent IT job postings citing Dataform relative to all permanent IT jobs advertised in Edinburgh.

Dataform job vacancy trend in Edinburgh

Dataform
Salary Histogram in Edinburgh

Salary distribution for jobs citing Dataform in Edinburgh over the 6 months to 17 June 2026.

Salary histogram for Dataform in Edinburgh

Dataform
Co-Occurring Skills & Capabilities in Edinburgh by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 3 (100.00%) Apache
1 3 (100.00%) Apache Airflow
Cloud Services
1 3 (100.00%) Cloud Composer
1 3 (100.00%) GCP
Database & Business Intelligence
1 3 (100.00%) BigQuery
1 3 (100.00%) Metadata
2 2 (66.67%) Big Data
3 1 (33.33%) PostgreSQL
General
1 3 (100.00%) Inclusion and Diversity
2 1 (33.33%) Public Sector
Job Titles
1 2 (66.67%) Big Data Engineer
1 2 (66.67%) Data Engineer
1 2 (66.67%) Senior
1 2 (66.67%) Senior Big Data Engineer
1 2 (66.67%) Senior Data Engineer
2 1 (33.33%) Architect
2 1 (33.33%) Data Architect
2 1 (33.33%) Technical Architect
Libraries, Frameworks & Software Standards
1 2 (66.67%) Great Expectations
Processes & Methodologies
1 3 (100.00%) Agile
1 3 (100.00%) Data Modelling
1 3 (100.00%) DevOps
1 3 (100.00%) User-Centered Design (UCD)
2 2 (66.67%) Data Pipeline
2 2 (66.67%) Metadata Management
2 2 (66.67%) Technical Leadership
3 1 (33.33%) API Integration
3 1 (33.33%) Architectural Patterns
3 1 (33.33%) Data Architecture
3 1 (33.33%) Data Governance
3 1 (33.33%) Data Ingestion
3 1 (33.33%) Infrastructure as Code
3 1 (33.33%) Knowledge Transfer
3 1 (33.33%) Mentoring
Programming Languages
1 3 (100.00%) SQL
2 2 (66.67%) Python
Quality Assurance & Compliance
1 3 (100.00%) Data Quality
2 1 (33.33%) GDPR
Systems Management
1 3 (100.00%) Terraform
Vendors
1 3 (100.00%) Google