Data Engineering Contract Job Trends in Edinburgh

Data Engineering
Scotland > Edinburgh

The table below provides summary statistics and contractor rates for jobs advertised in Edinburgh requiring Data Engineering skills. It covers contract job vacancies from the 6 months leading up to 14 December 2025, with comparisons to the same periods in the previous two years.

6 months to
14 Dec 2025
Same period 2024 Same period 2023
Rank 53 66 69
Rank change year-on-year +13 +3 +35
Contract jobs citing Data Engineering 12 7 15
As % of all contract jobs in Edinburgh 2.05% 1.09% 1.64%
As % of the Processes & Methodologies category 2.24% 1.20% 1.79%
Number of daily rates quoted 4 6 13
10th Percentile - £459 £410
25th Percentile £456 £465 £463
Median daily rate (50th Percentile) £466 £477 £498
Median % change year-on-year -2.30% -4.07% +1.53%
75th Percentile £489 £516 £550
90th Percentile £523 £613 £625
Scotland median daily rate £402 £450 £500
% change year-on-year -10.67% -10.00% +2.04%

All Process and Methodology Skills
Edinburgh

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 Edinburgh.

Contract vacancies with a requirement for process or methodology skills 535 584 839
As % of all contract IT jobs advertised in Edinburgh 91.61% 90.97% 92.00%
Number of daily rates quoted 276 304 502
10th Percentile £221 £213 £208
25th Percentile £406 £382 £400
Median daily rate (50th Percentile) £475 £450 £475
Median % change year-on-year +5.56% -5.26% -
75th Percentile £550 £538 £550
90th Percentile £625 £635 £625
Scotland median daily rate £463 £450 £498
% change year-on-year +2.78% -9.55% +4.74%
Number of hourly rates quoted 21 25 9
10th Percentile £16.55 £16.86 £12.95
25th Percentile - £21.00 £16.00
Median hourly rate £17.87 £23.59 £22.87
Median % change year-on-year -24.25% +3.15% +7.57%
75th Percentile £40.00 £24.18 £53.70
90th Percentile £65.00 - £61.70
Scotland median hourly rate £20.00 £23.00 £19.06
% change year-on-year -13.04% +20.70% +3.00%

Data Engineering
Job Vacancy Trend in Edinburgh

Historical trend showing the proportion of contract IT job postings citing Data Engineering relative to all contract IT jobs advertised in Edinburgh.

Data Engineering job vacancy trend in Edinburgh

Data Engineering
Daily Rate Trend in Edinburgh

Contractor daily rate distribution trend for jobs in Edinburgh citing Data Engineering.

Contractor daily rate distribution trend for jobs in Edinburgh citing Data Engineering

Data Engineering
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 5 (41.67%) Apache Airflow
2 4 (33.33%) Apache
Applications
1 1 (8.33%) Microsoft Excel
Cloud Services
1 7 (58.33%) AWS
2 6 (50.00%) Amazon S3
3 4 (33.33%) Snowflake
4 3 (25.00%) Amazon EC2
4 3 (25.00%) Azure
5 2 (16.67%) Amazon EMR
5 2 (16.67%) OpenShift
5 2 (16.67%) Power Platform
6 1 (8.33%) AWS CloudFormation
6 1 (8.33%) AWS CodePipeline
6 1 (8.33%) AWS Lambda
6 1 (8.33%) AWS Step Functions
6 1 (8.33%) Azure Synapse Analytics
6 1 (8.33%) Serverless
Database & Business Intelligence
1 5 (41.67%) Data Warehouse
2 4 (33.33%) Amazon RDS
3 2 (16.67%) Data Mart
3 2 (16.67%) Power BI
4 1 (8.33%) Data Lake
4 1 (8.33%) PostgreSQL
4 1 (8.33%) Redis
4 1 (8.33%) SQL Server
Development Applications
1 3 (25.00%) GitLab
2 2 (16.67%) Jenkins
3 1 (8.33%) Git
General
1 5 (41.67%) Social Skills
2 4 (33.33%) Finance
3 3 (25.00%) Analytical Skills
3 3 (25.00%) Banking
4 1 (8.33%) Marketing
4 1 (8.33%) Retail Banking
Job Titles
1 6 (50.00%) Data Engineer
1 6 (50.00%) Senior
2 5 (41.67%) Senior Data Engineer
3 2 (16.67%) AWS Data Engineer
3 2 (16.67%) AWS Engineer
3 2 (16.67%) Informatica Engineer
3 2 (16.67%) Python Data Engineer
3 2 (16.67%) Python Engineer
3 2 (16.67%) Snowflake Data Engineer
3 2 (16.67%) Snowflake Engineer
4 1 (8.33%) Analyst
4 1 (8.33%) Architect
4 1 (8.33%) Business Change Manager
4 1 (8.33%) Change Manager
4 1 (8.33%) Consultant
4 1 (8.33%) Data Architect
4 1 (8.33%) Data Consultant
4 1 (8.33%) Development Engineer
4 1 (8.33%) Senior Systems Engineer
4 1 (8.33%) Systems Engineer
Libraries, Frameworks & Software Standards
1 2 (16.67%) PySpark
1 2 (16.67%) REST
2 1 (8.33%) AWS CDK
2 1 (8.33%) FastAPI
2 1 (8.33%) Flask
2 1 (8.33%) Kafka
2 1 (8.33%) LangChain
2 1 (8.33%) LangGraph
2 1 (8.33%) OAuth
2 1 (8.33%) OAuth2
2 1 (8.33%) PostGIS
2 1 (8.33%) PyTorch
2 1 (8.33%) RESTful
2 1 (8.33%) Streamlit
2 1 (8.33%) TensorFlow
Miscellaneous
1 2 (16.67%) Cloud Native
1 2 (16.67%) Data Protection Act
1 2 (16.67%) Management Information System
2 1 (8.33%) AI Agents
2 1 (8.33%) Data Centre
2 1 (8.33%) Derivative
2 1 (8.33%) Legacy Systems
Operating Systems
1 2 (16.67%) Linux
1 2 (16.67%) Unix
Processes & Methodologies
1 8 (66.67%) CI/CD
2 6 (50.00%) Analytics
3 5 (41.67%) Data Management
3 5 (41.67%) DevOps
3 5 (41.67%) ETL
4 4 (33.33%) Agile
5 3 (25.00%) Actionable Insight
5 3 (25.00%) Data Integration
5 3 (25.00%) Data Modelling
5 3 (25.00%) Data Science
5 3 (25.00%) Data Transformation
5 3 (25.00%) Problem-Solving
6 2 (16.67%) Data Analysis
6 2 (16.67%) Data Analytics
6 2 (16.67%) Data Governance
6 2 (16.67%) Data Protection
6 2 (16.67%) ETL Development
6 2 (16.67%) Incident Management
6 2 (16.67%) Migration
6 2 (16.67%) Unit Testing
Programming Languages
1 8 (66.67%) Python
2 4 (33.33%) SQL
3 1 (8.33%) Data Analysis Expressions
3 1 (8.33%) Groovy
3 1 (8.33%) PowerShell
Qualifications
1 2 (16.67%) Degree
2 1 (8.33%) APMG
Quality Assurance & Compliance
1 3 (25.00%) Data Quality
1 3 (25.00%) Disclosure Scotland
2 1 (8.33%) Accessibility
2 1 (8.33%) GDPR
System Software
1 2 (16.67%) Docker
2 1 (8.33%) ISA Server
Systems Management
1 2 (16.67%) Grafana
1 2 (16.67%) Kubernetes
2 1 (8.33%) Ansible
2 1 (8.33%) Kustomize
2 1 (8.33%) Prometheus
2 1 (8.33%) Terraform
Vendors
1 3 (25.00%) Microsoft
2 2 (16.67%) Informatica
3 1 (8.33%) IBM
3 1 (8.33%) IBM Sterling