Observability Contract Job Trends in Scotland

Observability
UK > Scotland

The table below provides summary statistics and contractor rates for jobs advertised in Scotland requiring Observability skills. It covers vacancies from the 6 months leading up to 8 September 2025, with comparisons to the same periods in the previous two years.

6 months to
8 Sep 2025
Same period 2024 Same period 2023
Rank 73 103 130
Rank change year-on-year +30 +27 +40
Contract jobs citing Observability 43 16 23
As % of all contract jobs advertised in Scotland 2.71% 0.85% 0.91%
As % of the Processes & Methodologies category 2.99% 0.99% 0.99%
Number of daily rates quoted 30 13 10
10th Percentile £413 £428 £476
25th Percentile £425 £484 £488
Median daily rate (50th Percentile) £488 £515 £508
Median % change year-on-year -5.34% +1.48% -3.33%
75th Percentile £538 £538 £538
90th Percentile £593 £543 £627
UK median daily rate £545 £574 £575
% change year-on-year -5.01% -0.22% -11.54%

All Process and Methodology Skills
Scotland

Observability 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 1,440 1,621 2,323
As % of all contract IT jobs advertised in Scotland 90.85% 86.45% 91.85%
Number of daily rates quoted 783 991 1,518
10th Percentile £259 £213 £250
25th Percentile £375 £363 £400
Median daily rate (50th Percentile) £465 £450 £475
Median % change year-on-year +3.22% -5.26% -
75th Percentile £538 £550 £550
90th Percentile £600 £675 £638
UK median daily rate £500 £525 £544
% change year-on-year -4.76% -3.40% -1.18%
Number of hourly rates quoted 97 48 61
10th Percentile £16.84 £12.30 £12.00
25th Percentile £17.87 £14.88 £12.75
Median hourly rate £20.80 £21.80 £18.93
Median % change year-on-year -4.59% +15.13% -7.32%
75th Percentile £25.15 £25.57 £58.75
90th Percentile £42.32 £55.75 £68.75
UK median hourly rate £25.15 £43.00 £41.50
% change year-on-year -41.51% +3.61% +43.60%

Observability
Job Vacancy Trend in Scotland

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

Job vacancy trend for Observability in Scotland

Observability
Daily Rate Trend in Scotland

Contractor daily rate distribution trend for jobs in Scotland citing Observability.

Contractor daily rate distribution trend for jobs in Scotland citing Observability

Observability
Daily Rate Histogram in Scotland

Daily rate distribution for jobs citing Observability in Scotland over the 6 months to 8 September 2025.

Daily rate histogram for Observability in Scotland

Observability
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 Observability within the Scotland region over the 6 months to 8 September 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 +13 31 £472 -6.39% 10
Edinburgh +12 11 £503 -0.99% 8
Observability
UK

Observability
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 1 (2.33%) SAS
Cloud Services
1 28 (65.12%) AWS
2 15 (34.88%) Azure
2 15 (34.88%) OpenShift
3 9 (20.93%) Amazon S3
4 8 (18.60%) Amazon CloudWatch
5 6 (13.95%) AWS CloudFormation
6 4 (9.30%) Amazon EC2
6 4 (9.30%) Amazon OpenSearch
6 4 (9.30%) Virtual Private Cloud
7 3 (6.98%) Amazon EKS
7 3 (6.98%) Cloud Computing
7 3 (6.98%) Cohesity
7 3 (6.98%) Datadog
7 3 (6.98%) GCP
7 3 (6.98%) PaaS
8 2 (4.65%) AWS Lambda
8 2 (4.65%) Azure DevOps
8 2 (4.65%) Azure Synapse Analytics
8 2 (4.65%) Power Platform
8 2 (4.65%) Serverless
Communications & Networking
1 5 (11.63%) Firewall
2 4 (9.30%) SAN
3 3 (6.98%) NAS
4 1 (2.33%) Fibre Channel
4 1 (2.33%) iSCSI
Database & Business Intelligence
1 6 (13.95%) MongoDB
2 5 (11.63%) Amazon Aurora
3 2 (4.65%) Data Warehouse
3 2 (4.65%) Elasticsearch
3 2 (4.65%) InfluxDB
3 2 (4.65%) PostgreSQL
3 2 (4.65%) Power BI
3 2 (4.65%) Redis
4 1 (2.33%) DB2
4 1 (2.33%) NoSQL
4 1 (2.33%) Oracle Database
Development Applications
1 15 (34.88%) Jenkins
2 6 (13.95%) Git
3 4 (9.30%) Cypress.io
4 3 (6.98%) Bitbucket
5 2 (4.65%) GitLab
5 2 (4.65%) Gradle
5 2 (4.65%) JUnit
5 2 (4.65%) Maven
General
1 17 (39.53%) Social Skills
2 14 (32.56%) Finance
3 6 (13.95%) Public Sector
4 4 (9.30%) Analytical Skills
4 4 (9.30%) Banking
5 3 (6.98%) Inclusion and Diversity
6 1 (2.33%) Presentation Skills
Job Titles
1 10 (23.26%) Site Engineer
1 10 (23.26%) Site Reliability Engineer
2 8 (18.60%) Developer
2 8 (18.60%) Software Engineer
3 7 (16.28%) DevOps Engineer
3 7 (16.28%) Java Developer
4 4 (9.30%) Python Engineer
4 4 (9.30%) Python Software Engineer
5 3 (6.98%) Architect
5 3 (6.98%) Azure DevOps Engineer
5 3 (6.98%) Azure Engineer
5 3 (6.98%) Full-Stack Developer
5 3 (6.98%) Full-Stack Java Developer
5 3 (6.98%) Platform Engineer
5 3 (6.98%) Senior
5 3 (6.98%) Senior Software Engineer
6 2 (4.65%) Artificial Intelligence Engineer
6 2 (4.65%) AWS DevOps
6 2 (4.65%) Data Architect
6 2 (4.65%) NetBackup Engineer
Libraries, Frameworks & Software Standards
1 9 (20.93%) OpenTelemetry
2 8 (18.60%) Kafka
2 8 (18.60%) Spring
2 8 (18.60%) Spring Boot
3 7 (16.28%) OAuth
3 7 (16.28%) OAuth2
4 6 (13.95%) React
5 4 (9.30%) AngularJS
5 4 (9.30%) AWS CDK
5 4 (9.30%) RESTful
6 3 (6.98%) Boost C++ Libraries
6 3 (6.98%) Lambda Expressions
6 3 (6.98%) OpenID
6 3 (6.98%) REST
6 3 (6.98%) SAML
7 2 (4.65%) FastAPI
7 2 (4.65%) Jest
7 2 (4.65%) Spring MVC
7 2 (4.65%) Spring Web Flow
7 2 (4.65%) Thymeleaf
Miscellaneous
1 10 (23.26%) Cloud Native
2 4 (9.30%) Management Information System
2 4 (9.30%) Public Cloud
3 3 (6.98%) Enterprise Software
3 3 (6.98%) Equities
3 3 (6.98%) Fixed Income
3 3 (6.98%) Foreign Exchange (FX)
3 3 (6.98%) Market Risk
4 2 (4.65%) Distributed Applications
4 2 (4.65%) Greenfield Project
4 2 (4.65%) Product Ownership
5 1 (2.33%) AI Agents
5 1 (2.33%) Client/Server
5 1 (2.33%) NVMe
5 1 (2.33%) Onboarding
Operating Systems
1 11 (25.58%) Unix
2 9 (20.93%) Linux
3 6 (13.95%) Red Hat Enterprise Linux
4 4 (9.30%) Windows
4 4 (9.30%) Windows Server
5 2 (4.65%) Oracle Linux
6 1 (2.33%) Data ONTAP
Processes & Methodologies
1 31 (72.09%) CI/CD
2 29 (67.44%) Agile
3 20 (46.51%) DevOps
4 16 (37.21%) Infrastructure as Code
5 13 (30.23%) Microservices
6 12 (27.91%) Site Reliability Engineering
7 10 (23.26%) Continuous Improvement
8 9 (20.93%) SDLC
8 9 (20.93%) Software Engineering
9 7 (16.28%) TDD
9 7 (16.28%) Test Automation
10 6 (13.95%) Containerisation
10 6 (13.95%) Full-Stack Development
10 6 (13.95%) Problem-Solving
11 5 (11.63%) Analytics
11 5 (11.63%) Data Engineering
11 5 (11.63%) Data Protection
11 5 (11.63%) Decision-Making
12 4 (9.30%) Cybersecurity
12 4 (9.30%) Performance Tuning
Programming Languages
1 20 (46.51%) Python
2 14 (32.56%) Java
3 10 (23.26%) Go
4 7 (16.28%) Bash
5 6 (13.95%) Perl
5 6 (13.95%) SQL
6 3 (6.98%) C++
6 3 (6.98%) PromQL
6 3 (6.98%) Shell Script
7 2 (4.65%) JavaScript
7 2 (4.65%) TypeScript
Qualifications
1 2 (4.65%) Computer Science Degree
1 2 (4.65%) Degree
2 1 (2.33%) AWS Certification
2 1 (2.33%) Azure Certification
2 1 (2.33%) BPSS Clearance
Quality Assurance & Compliance
1 4 (9.30%) Accessibility
2 2 (4.65%) Disclosure Scotland
2 2 (4.65%) QA
System Software
1 13 (30.23%) Docker
2 4 (9.30%) KVM
3 1 (2.33%) GPFS
3 1 (2.33%) NFS
Systems Management
1 22 (51.16%) Kubernetes
2 17 (39.53%) Terraform
3 16 (37.21%) Grafana
4 10 (23.26%) Prometheus
5 7 (16.28%) Ansible
6 4 (9.30%) Red Hat Satellite
7 3 (6.98%) NetBackup
7 3 (6.98%) Oracle RMAN
8 2 (4.65%) Fluentd
8 2 (4.65%) HAProxy
8 2 (4.65%) Nagios
9 1 (2.33%) BMC PATROL
9 1 (2.33%) Kustomize
9 1 (2.33%) Veritas Storage Foundation
Vendors
1 7 (16.28%) Microsoft
1 7 (16.28%) Splunk
2 6 (13.95%) AppDynamics
3 4 (9.30%) Oracle
3 4 (9.30%) Red Hat
3 4 (9.30%) Veritas
4 3 (6.98%) Commvault
4 3 (6.98%) Google
4 3 (6.98%) PagerDuty
5 1 (2.33%) BMC
5 1 (2.33%) Brocade
5 1 (2.33%) EMC
5 1 (2.33%) Genesys
5 1 (2.33%) IBM
5 1 (2.33%) NetApp
5 1 (2.33%) NetScout
5 1 (2.33%) ServiceNow
5 1 (2.33%) Sybase