Python Contracts in Scotland

Python
UK > Scotland

The table below provides summary statistics for contract job vacancies advertised in Scotland requiring Python skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Python over the 6 months leading up to 3 May 2025, comparing them to the same period in the previous two years.

6 months to
3 May 2025
Same period 2024 Same period 2023
Rank 7 12 9
Rank change year-on-year +5 -3 +7
Contract jobs citing Python 285 233 420
As % of all contract jobs advertised in Scotland 17.51% 10.58% 14.80%
As % of the Programming Languages category 43.25% 35.14% 42.38%
Number of daily rates quoted 154 148 300
10th Percentile £395 £412 £425
25th Percentile £420 £453 £456
Median daily rate (50th Percentile) £475 £500 £500
Median % change year-on-year -5.00% - -1.43%
75th Percentile £540 £613 £590
90th Percentile £575 £650 £676
UK median daily rate £550 £550 £600
% change year-on-year - -8.33% -
Number of hourly rates quoted 0 2 8
10th Percentile - - £51.25
25th Percentile - - £55.00
Median hourly rate - £38.00 £59.03
Median % change year-on-year - -35.62% +25.53%
75th Percentile - - £67.11
90th Percentile - - £73.63
UK median hourly rate £37.50 £60.00 £61.18
% change year-on-year -37.50% -1.92% +22.96%

All Programming Languages
Scotland

Python falls under the Programming Languages category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring coding skills in Scotland.

Contract vacancies with a requirement for coding skills 659 663 991
As % of all contract IT jobs advertised in Scotland 40.48% 30.11% 34.92%
Number of daily rates quoted 372 435 721
10th Percentile £313 £363 £406
25th Percentile £409 £415 £438
Median daily rate (50th Percentile) £470 £483 £493
Median % change year-on-year -2.69% -1.93% +3.68%
75th Percentile £538 £579 £561
90th Percentile £575 £650 £675
UK median daily rate £525 £525 £550
% change year-on-year - -4.55% -
Number of hourly rates quoted 8 14 13
10th Percentile - £29.60 £48.43
25th Percentile £21.00 £41.31 £51.25
Median hourly rate £23.77 £57.50 £59.03
Median % change year-on-year -58.67% -2.59% +25.60%
75th Percentile £40.72 £60.75 £67.50
90th Percentile £63.00 £62.50 £69.75
UK median hourly rate £62.50 £61.60 £60.00
% change year-on-year +1.46% +2.67% +20.00%

Python
Job Vacancy Trend in Scotland

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

Job vacancy trend for Python in Scotland

Python
Contractor Daily Rate Trend in Scotland

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

Daily rate trend for Python in Scotland

Python
Daily Rate Histogram in Scotland

Daily rate distribution for jobs citing Python in Scotland over the 6 months to 3 May 2025.

Daily rate histogram for Python in Scotland

Python
Contractor Hourly Rate Trend in Scotland

3-month moving average hourly rates quoted in jobs citing Python in Scotland.

Hourly rate trend for Python in Scotland

Python
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 Python within the Scotland region over the 6 months to 3 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
Glasgow +1 210 £470 -7.11% 69
Edinburgh +1 60 £479 -4.15% 122
Lanarkshire +6 7 £525 +14.13% 12
Perthshire -1 1 - -
Python
UK

Python
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 10 (3.51%) Confluence
2 8 (2.81%) Jupyter
3 4 (1.40%) SAS
4 3 (1.05%) Apache Airflow
4 3 (1.05%) Apache Spark
5 2 (0.70%) Apache
5 2 (0.70%) GeoServer
5 2 (0.70%) SharePoint
5 2 (0.70%) SharePoint Server
6 1 (0.35%) nginx
Applications
1 5 (1.75%) Microsoft Excel
2 3 (1.05%) Sketch
3 1 (0.35%) Adobe XD
Business Applications
1 1 (0.35%) Sage 200
Cloud Services
1 97 (34.04%) AWS
2 51 (17.89%) Azure
3 46 (16.14%) Amazon S3
4 44 (15.44%) Serverless
5 32 (11.23%) AWS Lambda
6 30 (10.53%) OpenShift
7 27 (9.47%) Cloud Computing
8 21 (7.37%) GitHub
9 18 (6.32%) AWS CloudFormation
10 16 (5.61%) SaaS
11 12 (4.21%) AWS CodePipeline
11 12 (4.21%) Snowflake
12 11 (3.86%) Azure DevOps
12 11 (3.86%) Power Platform
13 10 (3.51%) Amazon ECS
14 9 (3.16%) GCP
15 8 (2.81%) Amazon CloudWatch
15 8 (2.81%) Amazon EC2
16 7 (2.46%) Amazon Cognito
16 7 (2.46%) Amazon GuardDuty
Communications & Networking
1 13 (4.56%) SAN
2 11 (3.86%) NAS
3 5 (1.75%) Network Security
4 4 (1.40%) Firewall
4 4 (1.40%) VPN
5 2 (0.70%) DNS
6 1 (0.35%) DHCP
6 1 (0.35%) Fibre Channel
6 1 (0.35%) iSCSI
6 1 (0.35%) Reverse Proxy
Database & Business Intelligence
1 37 (12.98%) Relational Database
2 34 (11.93%) MongoDB
3 29 (10.18%) DB2
4 16 (5.61%) PostgreSQL
5 15 (5.26%) KDB
5 15 (5.26%) Kdb+
6 14 (4.91%) Data Warehouse
7 13 (4.56%) RDBMS
8 8 (2.81%) Amazon Redshift
8 8 (2.81%) DynamoDB
8 8 (2.81%) NoSQL
9 7 (2.46%) Amazon Athena
9 7 (2.46%) Amazon RDS
9 7 (2.46%) Power BI
10 6 (2.11%) Elasticsearch
10 6 (2.11%) Oracle Database
10 6 (2.11%) Parquet
11 5 (1.75%) Amazon Aurora
12 4 (1.40%) Big Data
12 4 (1.40%) GIS
Development Applications
1 39 (13.68%) Git
2 37 (12.98%) Jenkins
3 30 (10.53%) JUnit
4 22 (7.72%) JIRA
5 20 (7.02%) Bitbucket
6 15 (5.26%) GitLab
7 4 (1.40%) Artifactory
8 2 (0.70%) PyCharm
8 2 (0.70%) Subversion
8 2 (0.70%) Visual Studio
9 1 (0.35%) Cypress.io
9 1 (0.35%) ER Studio
9 1 (0.35%) IntelliJ
9 1 (0.35%) SonarQube
9 1 (0.35%) Visual Studio Code
General
1 104 (36.49%) Social Skills
2 98 (34.39%) Finance
3 58 (20.35%) Banking
4 52 (18.25%) Analytical Skills
5 50 (17.54%) Investment Banking
6 21 (7.37%) Public Sector
7 19 (6.67%) Front Office
8 7 (2.46%) Financial Institution
8 7 (2.46%) Organisational Skills
9 4 (1.40%) Tech for Good
10 3 (1.05%) Influencing Skills
10 3 (1.05%) Legal
10 3 (1.05%) Retail Banking
11 2 (0.70%) Pharmaceutical
12 1 (0.35%) Documentation Skills
12 1 (0.35%) Inclusion and Diversity
12 1 (0.35%) Presentation Skills
12 1 (0.35%) Retail
Job Titles
1 111 (38.95%) Developer
2 56 (19.65%) Python Developer
3 38 (13.33%) Python Engineer
4 32 (11.23%) Senior
5 31 (10.88%) Java Developer
6 29 (10.18%) Data Engineer
7 23 (8.07%) Analyst
8 19 (6.67%) Infrastructure Engineer
9 17 (5.96%) Platform Engineer
9 17 (5.96%) Senior Developer
10 14 (4.91%) C++ Developer
11 13 (4.56%) AWS Engineer
11 13 (4.56%) Linux Developer
11 13 (4.56%) Linux Engineer
11 13 (4.56%) Senior Python Developer
12 12 (4.21%) Software Engineer
13 11 (3.86%) Programmer
13 11 (3.86%) Python Programmer
13 11 (3.86%) Senior C++ Developer
13 11 (3.86%) Technical Analyst
Libraries, Frameworks & Software Standards
1 38 (13.33%) Spring
2 33 (11.58%) Kafka
3 24 (8.42%) AWS CDK
4 23 (8.07%) JMS
5 15 (5.26%) React
6 13 (4.56%) REST
7 10 (3.51%) Spring Boot
8 9 (3.16%) PySpark
9 8 (2.81%) JSON
9 8 (2.81%) Loki
10 7 (2.46%) .NET
11 6 (2.11%) AngularJS
11 6 (2.11%) PostGIS
12 5 (1.75%) Middleware
13 4 (1.40%) ASP.NET
13 4 (1.40%) CSS
13 4 (1.40%) FastAPI
13 4 (1.40%) HTML
13 4 (1.40%) Node.js
13 4 (1.40%) RESTful
Miscellaneous
1 31 (10.88%) Management Information System
2 26 (9.12%) Enterprise Software
3 24 (8.42%) Data Structures
4 23 (8.07%) Distributed Systems
5 20 (7.02%) Data Protection Act
6 19 (6.67%) Equities
7 15 (5.26%) Cloud Native
8 11 (3.86%) Public Cloud
9 9 (3.16%) Virtual Team
10 7 (2.46%) Legacy Systems
10 7 (2.46%) Linux Command Line
11 6 (2.11%) Equity Derivative
12 5 (1.75%) Algorithms
12 5 (1.75%) Product Ownership
13 4 (1.40%) Mainframe
13 4 (1.40%) Renewable Energy
14 3 (1.05%) Credit Risk
14 3 (1.05%) Data Centre
14 3 (1.05%) Derivative
15 2 (0.70%) Analytical Mindset
Operating Systems
1 122 (42.81%) Linux
2 62 (21.75%) Unix
3 54 (18.95%) Windows
4 17 (5.96%) Windows Server
5 10 (3.51%) Red Hat Enterprise Linux
6 3 (1.05%) Mac OS
7 2 (0.70%) Android
7 2 (0.70%) Apple iOS
7 2 (0.70%) Data ONTAP
7 2 (0.70%) Ubuntu
8 1 (0.35%) AIX
8 1 (0.35%) CentOS
8 1 (0.35%) Oracle Linux
8 1 (0.35%) VMS
Processes & Methodologies
1 83 (29.12%) Problem-Solving
2 79 (27.72%) Agile
3 70 (24.56%) CI/CD
4 69 (24.21%) SDLC
5 50 (17.54%) DevOps
6 48 (16.84%) Containerisation
7 38 (13.33%) Decision-Making
7 38 (13.33%) Infrastructure as Code
8 35 (12.28%) Data Protection
8 35 (12.28%) Data Science
9 33 (11.58%) Software Engineering
10 27 (9.47%) Performance Tuning
10 27 (9.47%) Test Automation
11 25 (8.77%) OO
12 24 (8.42%) Computer Science
12 24 (8.42%) Multithreading
13 23 (8.07%) Open Source
14 21 (7.37%) Analytics
14 21 (7.37%) Artificial Intelligence
14 21 (7.37%) Data Engineering
Programming Languages
1 97 (34.04%) SQL
2 68 (23.86%) Java
3 37 (12.98%) Perl
4 32 (11.23%) Shell Script
5 29 (10.18%) TypeScript
6 26 (9.12%) JavaScript
7 18 (6.32%) Bash
8 17 (5.96%) C++
9 13 (4.56%) C#
10 10 (3.51%) PowerShell
11 8 (2.81%) R
12 6 (2.11%) Erlang
12 6 (2.11%) Groovy
12 6 (2.11%) Prolog
13 4 (1.40%) VBA
14 2 (0.70%) Bicep
14 2 (0.70%) C
14 2 (0.70%) Data Analysis Expressions
14 2 (0.70%) Go
14 2 (0.70%) Tcl
Qualifications
1 25 (8.77%) AWS Certification
2 17 (5.96%) Degree
3 14 (4.91%) AWS Certified Solutions Architect
4 12 (4.21%) Computer Science Degree
5 8 (2.81%) AWS Certified Developer
6 6 (2.11%) Azure Certification
7 5 (1.75%) Microsoft Certification
8 4 (1.40%) CISSP
9 3 (1.05%) CISM
9 3 (1.05%) Numerate Degree
10 2 (0.70%) Master's Degree
11 1 (0.35%) AWS Certified DevOps Engineer
11 1 (0.35%) CEH
11 1 (0.35%) GCFA
11 1 (0.35%) GCIH
11 1 (0.35%) OCP
11 1 (0.35%) Oracle Certification
11 1 (0.35%) OSCP
11 1 (0.35%) Security Cleared
11 1 (0.35%) TOGAF Certification
Quality Assurance & Compliance
1 17 (5.96%) Disclosure Scotland
2 6 (2.11%) Accessibility
3 5 (1.75%) Data Quality
4 2 (0.70%) WCAG
5 1 (0.35%) Cyber Essentials
5 1 (0.35%) Cyber Essentials PLUS
5 1 (0.35%) GDPR
5 1 (0.35%) NCSC
5 1 (0.35%) NIST
5 1 (0.35%) PCI DSS
5 1 (0.35%) QA
5 1 (0.35%) Sarbanes-Oxley
System Software
1 54 (18.95%) Docker
2 12 (4.21%) VMware Infrastructure
3 7 (2.46%) Veritas Cluster Server
4 3 (1.05%) Apache ZooKeeper
5 2 (0.70%) GPFS
5 2 (0.70%) Virtual Servers
6 1 (0.35%) Firmware
6 1 (0.35%) KVM
6 1 (0.35%) NFS
6 1 (0.35%) Virtual Machines
Systems Management
1 78 (27.37%) Kubernetes
2 35 (12.28%) Terraform
3 30 (10.53%) Ansible
4 19 (6.67%) Grafana
5 13 (4.56%) NetBackup
6 11 (3.86%) Oracle RMAN
6 11 (3.86%) Prometheus
7 5 (1.75%) Progress Chef
8 3 (1.05%) Kibana
9 2 (0.70%) HAProxy
9 2 (0.70%) Podman
9 2 (0.70%) Puppet
9 2 (0.70%) RSA Archer
9 2 (0.70%) Veritas Storage Foundation
10 1 (0.35%) linkerd
10 1 (0.35%) Nagios
10 1 (0.35%) Packer
10 1 (0.35%) Red Hat Satellite
Vendors
1 29 (10.18%) Sybase
2 22 (7.72%) Veritas
3 16 (5.61%) VMware
4 15 (5.26%) Oracle
5 12 (4.21%) Microsoft
6 11 (3.86%) Splunk
7 7 (2.46%) IBM
8 5 (1.75%) Alteryx
8 5 (1.75%) Red Hat
9 4 (1.40%) Databricks
9 4 (1.40%) Google
9 4 (1.40%) ServiceNow
10 3 (1.05%) NetApp
10 3 (1.05%) Netskope
10 3 (1.05%) Proofpoint
10 3 (1.05%) Qualys
10 3 (1.05%) Symantec
11 2 (0.70%) Brocade
11 2 (0.70%) EMC
11 2 (0.70%) Imperva