Clustering Job Trends in England

Clustering
UK > England

The table below looks at the prevalence of the term Clustering in permanent job vacancies in England. Included is a benchmarking guide to the salaries offered in vacancies that cited Clustering over the 6 months leading up to 18 June 2026, comparing them to the same period in the previous two years.

6 months to
18 Jun 2026
Same period 2025 Same period 2024
Rank 600 534 585
Rank change year-on-year -66 +51 -30
Permanent jobs citing Clustering 99 103 284
As % of all permanent jobs in England 0.12% 0.26% 0.30%
As % of the Miscellaneous category 0.47% 0.60% 0.90%
Number of salaries quoted 62 89 242
10th Percentile £37,525 £37,500 £35,125
25th Percentile £45,000 £50,750 £46,563
Median annual salary (50th Percentile) £56,250 £60,000 £61,250
Median % change year-on-year -6.25% -2.04% +11.36%
75th Percentile £77,500 £73,750 £93,750
90th Percentile £92,375 £77,500 £118,750
UK median annual salary £53,750 £57,500 £57,000
% change year-on-year -6.52% +0.88% +3.64%

All Generic Skills
England

Clustering falls under the General and Transferable Skills category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring generic IT skills in England.

Permanent vacancies with a requirement for generic IT skills 21,008 17,180 31,504
As % of all permanent jobs advertised in England 25.21% 43.32% 33.09%
Number of salaries quoted 13,816 8,252 21,315
10th Percentile £31,000 £29,750 £28,000
25th Percentile £41,250 £40,000 £38,500
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -15.38%
75th Percentile £80,000 £80,000 £75,000
90th Percentile £100,000 £111,250 £100,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -15.38%

Clustering
Job Vacancy Trend in England

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

Clustering job vacancy trend in England

Clustering
Salary Trend in England

Salary distribution trend for jobs in England citing Clustering.

Salary distribution trend for jobs in England citing Clustering

Clustering
Salary Histogram in England

Salary distribution for jobs citing Clustering in England over the 6 months to 18 June 2026.

Salary histogram for Clustering in England

Clustering
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Clustering within the England region over the 6 months to 18 June 2026. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
London -21 36 £93,750 +33.93% 4
Midlands -12 22 £45,000 -5.26% 5
South East -33 17 £58,750 +6.82% 9
East Midlands -9 16 £45,000 -21.05% 4
East of England -2 15 £72,500 +31.82% 1
North of England -52 7 £47,500 -20.83%
North West +6 6 £47,500 -34.48%
West Midlands -19 6 £65,000 +36.84% 1
South West -60 2 £52,500 -6.25% 3
Yorkshire -44 1 - -
Clustering
UK

Clustering
Co-Occurring Skills & Capabilities in England 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 24 (24.24%) Apache Airflow
2 23 (23.23%) Apache Spark
3 13 (13.13%) Microsoft Exchange
3 13 (13.13%) SharePoint
4 7 (7.07%) SAS
5 6 (6.06%) IIS
6 4 (4.04%) OpenStack
7 1 (1.01%) Apache
7 1 (1.01%) OpenEdge
7 1 (1.01%) Site Server
7 1 (1.01%) WebLogic
Applications
1 1 (1.01%) Microsoft Excel
1 1 (1.01%) Microsoft PowerPoint
Business Applications
1 3 (3.03%) Remedy ITSM
2 1 (1.01%) FLEXCUBE
Cloud Services
1 52 (52.53%) Azure
2 34 (34.34%) AWS
3 27 (27.27%) Snowflake
4 26 (26.26%) dbt
4 26 (26.26%) Power Platform
5 25 (25.25%) GCP
5 25 (25.25%) Microsoft 365
6 23 (23.23%) Azure Synapse Analytics
7 12 (12.12%) Entra ID
8 8 (8.08%) Mimecast
8 8 (8.08%) SaaS
9 6 (6.06%) PaaS
10 3 (3.03%) Cloudflare
11 2 (2.02%) Azure Data Factory
11 2 (2.02%) GitHub
12 1 (1.01%) Azure AKS
12 1 (1.01%) Azure Monitor
12 1 (1.01%) IaaS
12 1 (1.01%) Nutanix
12 1 (1.01%) Pendo
Communications & Networking
1 15 (15.15%) SAN
2 12 (12.12%) Firewall
3 8 (8.08%) Internet
3 8 (8.08%) Network Security
3 8 (8.08%) Wi-Fi
4 6 (6.06%) 5G
4 6 (6.06%) Broadband
5 4 (4.04%) DNS
5 4 (4.04%) WAN
6 3 (3.03%) DHCP
6 3 (3.03%) LAN
7 2 (2.02%) NAS
7 2 (2.02%) TCP/IP
7 2 (2.02%) Wireless
8 1 (1.01%) BIG-IP
8 1 (1.01%) Fibre Channel
8 1 (1.01%) iSCSI
8 1 (1.01%) NetScaler
8 1 (1.01%) VLAN
8 1 (1.01%) VPN
Database & Business Intelligence
1 26 (26.26%) Data Warehouse
1 26 (26.26%) Power BI
2 25 (25.25%) BigQuery
2 25 (25.25%) Snowflake Schema
2 25 (25.25%) SQL Server
3 24 (24.24%) Amazon Redshift
3 24 (24.24%) Data Lake
3 24 (24.24%) Tableau
4 23 (23.23%) Elasticsearch
4 23 (23.23%) Looker
5 7 (7.07%) Azure SQL Database
6 5 (5.05%) PostgreSQL
7 4 (4.04%) MongoDB
8 3 (3.03%) SQL Server Integration Services
9 2 (2.02%) Semantic Layer
9 2 (2.02%) SQL Server Analysis Services
9 2 (2.02%) SQL Server Reporting Services
9 2 (2.02%) Sybase ASE
10 1 (1.01%) Amazon RDS
10 1 (1.01%) DynamoDB
Development Applications
1 24 (24.24%) MLflow
2 3 (3.03%) GitLab
3 2 (2.02%) Git
3 2 (2.02%) JIRA
4 1 (1.01%) Jenkins
4 1 (1.01%) TeamCity
General
1 34 (34.34%) Analytical Skills
2 14 (14.14%) Social Skills
3 8 (8.08%) Finance
4 6 (6.06%) Banking
5 5 (5.05%) Law
5 5 (5.05%) Legal
6 4 (4.04%) Marketing
6 4 (4.04%) Retail
7 3 (3.03%) Manufacturing
8 2 (2.02%) Aerospace
8 2 (2.02%) Presentation Skills
9 1 (1.01%) Advertising
9 1 (1.01%) Aviation
9 1 (1.01%) Financial Institution
9 1 (1.01%) Inclusion and Diversity
9 1 (1.01%) Investment Banking
9 1 (1.01%) Organisational Skills
9 1 (1.01%) Tech for Good
9 1 (1.01%) Telecoms
Job Titles
1 43 (43.43%) Senior
2 32 (32.32%) Systems Engineer
3 23 (23.23%) Senior Systems Engineer
4 17 (17.17%) Administrator
5 15 (15.15%) Systems Administrator
6 13 (13.13%) IT Administrator
6 13 (13.13%) IT Systems Administrator
7 12 (12.12%) IT Engineer
8 10 (10.10%) Infrastructure Engineer
9 7 (7.07%) DBA
10 6 (6.06%) Architect
10 6 (6.06%) Platform Engineer
11 5 (5.05%) Analyst
11 5 (5.05%) Lead
11 5 (5.05%) Support Engineer
12 4 (4.04%) Data Analyst
12 4 (4.04%) IT Support Engineer
12 4 (4.04%) Senior IT Engineer
12 4 (4.04%) Senior Support Engineer
12 4 (4.04%) SQL DBA
Libraries, Frameworks & Software Standards
1 24 (24.24%) LangChain
1 24 (24.24%) PyTorch
1 24 (24.24%) scikit-learn
1 24 (24.24%) TensorFlow
2 23 (23.23%) Kafka
2 23 (23.23%) LlamaIndex
2 23 (23.23%) pgvector
3 6 (6.06%) Streamlit
4 2 (2.02%) PySpark
4 2 (2.02%) REST
4 2 (2.02%) Snowpark
5 1 (1.01%) Keras
5 1 (1.01%) LangGraph
5 1 (1.01%) LDAP
5 1 (1.01%) NumPy
5 1 (1.01%) Pandas
5 1 (1.01%) Web Services
Miscellaneous
1 24 (24.24%) Cloud Native
2 23 (23.23%) Public Cloud
3 14 (14.14%) Replication
4 11 (11.11%) Data Centre
5 7 (7.07%) Enterprise Storage
6 6 (6.06%) Algorithms
7 4 (4.04%) Driving Licence
8 3 (3.03%) NHS
9 2 (2.02%) Data Structures
9 2 (2.02%) Hybrid Cloud
9 2 (2.02%) Onboarding
9 2 (2.02%) Security Posture
10 1 (1.01%) AI Agents
10 1 (1.01%) AS400
10 1 (1.01%) Educational Technology
10 1 (1.01%) Enterprise Software
10 1 (1.01%) Foreign Exchange (FX)
10 1 (1.01%) Greenfield Project
10 1 (1.01%) Housing Association
10 1 (1.01%) Legacy Systems
Operating Systems
1 23 (23.23%) Windows
2 21 (21.21%) Windows Server
3 15 (15.15%) Linux
4 5 (5.05%) Windows Server 2016
4 5 (5.05%) Windows Server 2019
5 2 (2.02%) Debian
5 2 (2.02%) Gentoo
5 2 (2.02%) Red Hat Enterprise Linux
6 1 (1.01%) CentOS
6 1 (1.01%) Ubuntu
6 1 (1.01%) Unix
6 1 (1.01%) VMS
Processes & Methodologies
1 39 (39.39%) Analytics
2 37 (37.37%) AI
3 34 (34.34%) Machine Learning
4 33 (33.33%) Performance Tuning
5 32 (32.32%) Data Science
6 30 (30.30%) Predictive Modelling
7 29 (29.29%) Feature Engineering
8 27 (27.27%) Business Intelligence
8 27 (27.27%) Data Modelling
8 27 (27.27%) Data Pipeline
8 27 (27.27%) Systems Engineering
8 27 (27.27%) Use Case
9 26 (26.26%) Data Governance
9 26 (26.26%) Generative AI
10 25 (25.25%) Data Engineering
10 25 (25.25%) ETL
10 25 (25.25%) Retrieval-Augmented Generation
11 24 (24.24%) Data Management
11 24 (24.24%) Dimensional Modelling
11 24 (24.24%) Semantic Search
Programming Languages
1 76 (76.77%) SQL
2 46 (46.46%) Python
3 15 (15.15%) PowerShell
4 7 (7.07%) Bash
5 5 (5.05%) T-SQL
6 4 (4.04%) C#
6 4 (4.04%) R
7 3 (3.03%) JavaScript
8 2 (2.02%) Kusto Query Language
8 2 (2.02%) Perl
8 2 (2.02%) Ruby
8 2 (2.02%) Search Processing Language
8 2 (2.02%) Shell Script
9 1 (1.01%) C
9 1 (1.01%) C++
9 1 (1.01%) Java
9 1 (1.01%) Korn
Qualifications
1 8 (8.08%) Security Cleared
2 7 (7.07%) Degree
3 5 (5.05%) Microsoft Certification
3 5 (5.05%) SC Cleared
3 5 (5.05%) VMware Certified Professional (VCP)
4 4 (4.04%) Azure Certification
4 4 (4.04%) MCSA
5 3 (3.03%) DV Cleared
6 2 (2.02%) Computer Science Degree
6 2 (2.02%) DBS Check
6 2 (2.02%) Linux+ Certification
6 2 (2.02%) LPIC
7 1 (1.01%) AWS Certification
7 1 (1.01%) IISP
7 1 (1.01%) ISACA
7 1 (1.01%) Master's Degree
7 1 (1.01%) SnowPro
Quality Assurance & Compliance
1 26 (26.26%) GDPR
2 23 (23.23%) California Consumer Privacy Act
3 5 (5.05%) Data Quality
4 2 (2.02%) ISO/IEC 27001
5 1 (1.01%) Cyber Essentials
5 1 (1.01%) Cyber Essentials PLUS
5 1 (1.01%) SLA
System Software
1 31 (31.31%) Active Directory
2 23 (23.23%) Hyper-V
3 9 (9.09%) Docker
4 7 (7.07%) VMware Infrastructure
5 2 (2.02%) VMware ESXi
5 2 (2.02%) vSphere
6 1 (1.01%) Oracle RAC
6 1 (1.01%) Virtual Servers
Systems Management
1 10 (10.10%) Ansible
1 10 (10.10%) Failover Clustering
2 9 (9.09%) Kubernetes
3 8 (8.08%) Terraform
4 5 (5.05%) Microsoft Intune
5 4 (4.04%) Microsoft Clustering
6 3 (3.03%) Puppet
7 2 (2.02%) Podman
7 2 (2.02%) vCenter Server
8 1 (1.01%) Netcool
8 1 (1.01%) Proxmox
8 1 (1.01%) SQL Sentry
Vendors
1 34 (34.34%) Microsoft
2 26 (26.26%) Databricks
3 24 (24.24%) Dell
4 23 (23.23%) Cloudera
5 9 (9.09%) Veeam
6 8 (8.08%) SonicWALL
6 8 (8.08%) VMware
7 5 (5.05%) Oracle
8 3 (3.03%) BMC
8 3 (3.03%) Remedy
8 3 (3.03%) ServiceNow
8 3 (3.03%) Splunk
9 2 (2.02%) Sybase
10 1 (1.01%) Cisco
10 1 (1.01%) Citrix
10 1 (1.01%) Commvault
10 1 (1.01%) Intel
10 1 (1.01%) NetApp
10 1 (1.01%) Red Hat
10 1 (1.01%) SAP