Data Engineering Contracts in Scotland

Data Engineering
UK > Scotland

The table below provides summary statistics for contract job vacancies advertised in Scotland requiring Data Engineering skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Data Engineering over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 89 114 144
Rank change year-on-year +25 +30 -18
Contract jobs citing Data Engineering 27 15 19
As % of all contract jobs advertised in Scotland 1.66% 0.68% 0.66%
As % of the Processes & Methodologies category 1.78% 0.76% 0.72%
Number of daily rates quoted 22 15 16
10th Percentile £414 £435 £398
25th Percentile £438 £440 £459
Median daily rate (50th Percentile) £475 £453 £490
Median % change year-on-year +4.86% -7.55% -4.62%
75th Percentile £525 £466 £498
90th Percentile £538 £522 £524
UK median daily rate £525 £550 £600
% change year-on-year -4.55% -8.33% +4.35%
Number of hourly rates quoted 0 0 1
Median hourly rate - - £35.00
UK median hourly rate £25.43 £35.00 £54.25
% change year-on-year -27.34% -35.48% -3.98%

All Process and Methodology Skills
Scotland

Data Engineering falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills in Scotland.

Contract vacancies with a requirement for process or methodology skills 1,518 1,963 2,651
As % of all contract IT jobs advertised in Scotland 93.42% 88.54% 92.63%
Number of daily rates quoted 920 1,196 1,908
10th Percentile £263 £229 £263
25th Percentile £375 £400 £408
Median daily rate (50th Percentile) £463 £475 £475
Median % change year-on-year -2.63% - +2.15%
75th Percentile £550 £588 £556
90th Percentile £606 £675 £650
UK median daily rate £520 £525 £550
% change year-on-year -0.95% -4.55% +4.76%
Number of hourly rates quoted 47 94 54
10th Percentile £16.19 £12.36 £10.63
25th Percentile £17.30 £16.00 £11.51
Median hourly rate £21.59 £19.34 £17.72
Median % change year-on-year +11.66% +9.11% -55.69%
75th Percentile £24.66 £40.94 £53.75
90th Percentile £51.48 £60.75 £66.09
UK median hourly rate £29.00 £35.65 £37.30
% change year-on-year -18.65% -4.42% +49.20%

Data Engineering
Job Vacancy Trend in Scotland

Job postings citing Data Engineering as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Data Engineering in Scotland

Data Engineering
Contractor Daily Rate Trend in Scotland

3-month moving average daily rate quoted in jobs citing Data Engineering in Scotland.

Daily rate trend for Data Engineering in Scotland

Data Engineering
Daily Rate Histogram in Scotland

Daily rate distribution for jobs citing Data Engineering in Scotland over the 6 months to 1 May 2025.

Daily rate histogram for Data Engineering in Scotland

Data Engineering
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Engineering within the Scotland region over the 6 months to 1 May 2025. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
Edinburgh +27 24 £475 -7.09% 12
Glasgow -6 2 £449 -0.89% 8
Data Engineering
UK

Data Engineering
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (11.11%) Apache Spark
2 2 (7.41%) Apache Airflow
3 1 (3.70%) Apache
3 1 (3.70%) Jupyter
Cloud Services
1 15 (55.56%) AWS
2 10 (37.04%) Amazon S3
3 9 (33.33%) AWS Lambda
3 9 (33.33%) Serverless
4 6 (22.22%) Azure
5 4 (14.81%) Snowflake
6 3 (11.11%) AWS CloudFormation
6 3 (11.11%) AWS CodePipeline
6 3 (11.11%) AWS Step Functions
6 3 (11.11%) Azure DevOps
7 2 (7.41%) GitHub
7 2 (7.41%) OpenShift
8 1 (3.70%) Amazon EMR
8 1 (3.70%) Azure Data Factory
8 1 (3.70%) Azure Synapse Analytics
8 1 (3.70%) Cloud Computing
8 1 (3.70%) GCP
Database & Business Intelligence
1 8 (29.63%) Data Warehouse
2 5 (18.52%) Amazon Redshift
2 5 (18.52%) Oracle Database
3 3 (11.11%) Amazon RDS
3 3 (11.11%) Data Lake
3 3 (11.11%) PostgreSQL
4 2 (7.41%) Big Data
5 1 (3.70%) Azure SQL Database
5 1 (3.70%) Data Mining
5 1 (3.70%) Delta Lake
5 1 (3.70%) Elasticsearch
5 1 (3.70%) Hadoop
5 1 (3.70%) Neo4j
5 1 (3.70%) Relational Database
5 1 (3.70%) Tableau
Development Applications
1 4 (14.81%) GitLab
2 2 (7.41%) Git
3 1 (3.70%) PyCharm
3 1 (3.70%) Visual Studio
General
1 6 (22.22%) Banking
2 4 (14.81%) Finance
2 4 (14.81%) Public Sector
2 4 (14.81%) Tech for Good
3 3 (11.11%) Retail Banking
4 2 (7.41%) Analytical Skills
4 2 (7.41%) Retail
4 2 (7.41%) Social Skills
5 1 (3.70%) Corporate Banking
5 1 (3.70%) Investment Banking
5 1 (3.70%) Organisational Skills
Job Titles
1 13 (48.15%) Data Engineer
2 6 (22.22%) Cloud Engineer
3 5 (18.52%) Developer
4 2 (7.41%) Data Scientist
4 2 (7.41%) Oracle Developer
4 2 (7.41%) PL/SQL Developer
4 2 (7.41%) Snowflake Data Engineer
4 2 (7.41%) Snowflake Engineer
5 1 (3.70%) AWS Data Engineer
5 1 (3.70%) Azure Data Architect
5 1 (3.70%) Azure DevOps Engineer
5 1 (3.70%) Data Analytics Engineer
5 1 (3.70%) Full-Stack C# Developer
5 1 (3.70%) Lead
5 1 (3.70%) Principal Data Architect
5 1 (3.70%) Python Data Engineer
5 1 (3.70%) Python Engineer
5 1 (3.70%) Senior
5 1 (3.70%) Senior Data Engineer
5 1 (3.70%) Snowflake Developer
Libraries, Frameworks & Software Standards
1 5 (18.52%) PySpark
2 3 (11.11%) AWS CDK
2 3 (11.11%) REST
3 2 (7.41%) .NET
3 2 (7.41%) AngularJS
3 2 (7.41%) ASP.NET
3 2 (7.41%) ASP.NET Core
3 2 (7.41%) Pandas
3 2 (7.41%) PostGIS
4 1 (3.70%) Great Expectations
4 1 (3.70%) NumPy
4 1 (3.70%) OAuth
4 1 (3.70%) OpenID
4 1 (3.70%) PyTorch
4 1 (3.70%) scikit-learn
4 1 (3.70%) TensorFlow
Miscellaneous
1 4 (14.81%) Renewable Energy
2 1 (3.70%) Cloud Native
2 1 (3.70%) Data Protection Act
2 1 (3.70%) Data Structures
2 1 (3.70%) Team-Oriented Environment
2 1 (3.70%) Video\Live Streaming
Processes & Methodologies
1 10 (37.04%) Agile
1 10 (37.04%) Analytics
1 10 (37.04%) Data Pipeline
2 9 (33.33%) ETL
3 8 (29.63%) CI/CD
4 7 (25.93%) Data Analytics
4 7 (25.93%) Data Migration
4 7 (25.93%) Decision-Making
4 7 (25.93%) DevOps
4 7 (25.93%) Migration
5 6 (22.22%) Computer Science
5 6 (22.22%) Data Transformation
6 5 (18.52%) Performance Optimisation
7 4 (14.81%) Data Extraction
7 4 (14.81%) Data Integration
7 4 (14.81%) Data Science
7 4 (14.81%) Machine Learning
7 4 (14.81%) Workflow
8 3 (11.11%) Data Governance
8 3 (11.11%) Test Automation
Programming Languages
1 21 (77.78%) Python
2 20 (74.07%) SQL
3 3 (11.11%) PL/SQL
4 2 (7.41%) C#
4 2 (7.41%) TypeScript
Qualifications
1 6 (22.22%) Computer Science Degree
1 6 (22.22%) Degree
2 2 (7.41%) AWS Certification
3 1 (3.70%) AWS Certified Solutions Architect
3 1 (3.70%) Azure Certification
3 1 (3.70%) Microsoft Certification
Quality Assurance & Compliance
1 4 (14.81%) Disclosure Scotland
2 3 (11.11%) Accessibility
2 3 (11.11%) Data Quality
3 1 (3.70%) QA
System Software
1 4 (14.81%) Docker
Systems Management
1 2 (7.41%) Grafana
1 2 (7.41%) Kubernetes
2 1 (3.70%) Terraform
Vendors
1 8 (29.63%) Oracle
2 2 (7.41%) Databricks
3 1 (3.70%) Hitachi
3 1 (3.70%) Microsoft
3 1 (3.70%) OpenAI
3 1 (3.70%) Pega
3 1 (3.70%) SAP