Big Data
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Big Data skills. It covers permanent job vacancies from the 6 months leading up to 21 April 2026, with comparisons to the same periods in the previous two years.

6 months to
21 Apr 2026
Same period 2025 Same period 2024
Rank 478 283 237
Rank change year-on-year -195 -46 -120
Permanent jobs citing Big Data 228 437 1,162
As % of all permanent jobs in the UK 0.26% 1.04% 1.23%
As % of the Database & Business Intelligence category 2.91% 5.90% 6.76%
Number of salaries quoted 135 234 469
10th Percentile £52,500 £25,313 £43,750
25th Percentile £56,875 £45,750 £57,500
Median annual salary (50th Percentile) £75,000 £65,000 £77,500
Median % change year-on-year +15.38% -16.13% +6.90%
75th Percentile £90,000 £87,500 £106,250
90th Percentile £140,000 £108,500 £119,000
UK excluding London median annual salary £59,450 £57,500 £65,766
% change year-on-year +3.39% -12.57% -6.05%

All Database & Business Intelligence Skills
UK

Big Data falls under the Databases and Business Intelligence category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring database or business intelligence skills.

Permanent vacancies with a requirement for database or business intelligence skills 7,843 7,409 17,178
As % of all permanent jobs advertised in the UK 8.94% 17.71% 18.18%
Number of salaries quoted 4,587 5,192 12,541
10th Percentile £35,000 £37,500 £35,000
25th Percentile £45,000 £47,500 £42,725
Median annual salary (50th Percentile) £60,000 £62,500 £57,500
Median % change year-on-year -4.00% +8.70% -11.54%
75th Percentile £80,000 £85,000 £75,000
90th Percentile £100,000 £115,000 £95,000
UK excluding London median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% -4.55%

Big Data
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing Big Data relative to all permanent IT jobs advertised.

Big Data job vacancy trend in the UK

Big Data
Salary Trend

Salary distribution trend for jobs in the UK citing Big Data.

Salary distribution trend for jobs in the UK citing Big Data

Big Data
Salary Histogram

Salary distribution for jobs citing Big Data over the 6 months to 21 April 2026.

Salary histogram for Big Data in the UK

Big Data
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the UK over the 6 months to 21 April 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
England -179 211 £75,000 +15.38% 98
London +12 142 £90,000 +12.50% 52
Work from Home -132 79 £75,000 +30.43% 37
UK excluding London -272 63 £59,450 +3.39% 57
North of England -93 19 £55,000 +15.79% 15
South East -116 13 £58,250 +1.30% 12
East of England -66 12 £59,450 -30.06% 4
South West -104 10 £77,000 +200.49% 9
North West -50 7 £30,000 -48.28% 8
North East - 7 £55,000 - 5
Yorkshire -78 5 £47,500 +85.37% 2
Midlands -52 4 £65,000 +5.69% 10
Scotland -42 3 £50,000 +33.33% 6
East Midlands -58 3 £65,000 -7.14% 3
Wales -30 2 £81,885 +2.36% 1
West Midlands -44 1 - - 7

Big Data
Co-Occurring Skills & Capabilities 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 67 (29.39%) Apache Spark
2 25 (10.96%) Apache
3 21 (9.21%) SAS
4 14 (6.14%) Apache Airflow
5 5 (2.19%) IIS
6 4 (1.75%) Confluence
7 1 (0.44%) Apache Synapse
7 1 (0.44%) GeoServer
7 1 (0.44%) Palantir Foundry
Applications
1 10 (4.39%) Microsoft Excel
2 9 (3.95%) SPSS
3 2 (0.88%) Microsoft PowerPoint
4 1 (0.44%) Chatbot
4 1 (0.44%) Microsoft Project
4 1 (0.44%) Trello
Business Applications
1 1 (0.44%) Oracle EBS
Cloud Services
1 87 (38.16%) Azure
2 70 (30.70%) AWS
3 47 (20.61%) Power Platform
4 45 (19.74%) GCP
5 43 (18.86%) Cloud Computing
6 32 (14.04%) Azure Synapse Analytics
7 21 (9.21%) Serverless
8 16 (7.02%) Snowflake
9 12 (5.26%) AWS Lambda
10 10 (4.39%) SaaS
11 9 (3.95%) Dropbox
12 8 (3.51%) Azure Data Factory
13 7 (3.07%) Amazon EMR
13 7 (3.07%) dbt
13 7 (3.07%) GitHub
13 7 (3.07%) OpenShift
14 6 (2.63%) AWS CloudFormation
15 5 (2.19%) Amazon EKS
15 5 (2.19%) Dataform
16 4 (1.75%) AWS Step Functions
Communications & Networking
1 5 (2.19%) AMQP
2 4 (1.75%) Network Security
3 3 (1.32%) Broadband
4 2 (0.88%) Internet
4 2 (0.88%) Kerberos
Database & Business Intelligence
1 46 (20.18%) Power BI
2 36 (15.79%) Hadoop
3 23 (10.09%) Data Warehouse
3 23 (10.09%) NoSQL
4 20 (8.77%) Tableau
5 12 (5.26%) Data Lake
6 10 (4.39%) Amazon Redshift
6 10 (4.39%) MongoDB
6 10 (4.39%) PostgreSQL
7 9 (3.95%) BigQuery
7 9 (3.95%) EDRMS
7 9 (3.95%) MySQL
8 8 (3.51%) Apache Cassandra
8 8 (3.51%) Apache Hive
8 8 (3.51%) Relational Database
8 8 (3.51%) SQL Server
9 7 (3.07%) DynamoDB
9 7 (3.07%) Pentaho
10 6 (2.63%) Data Mining
10 6 (2.63%) RDBMS
Development Applications
1 10 (4.39%) JIRA
2 9 (3.95%) Git
3 6 (2.63%) Jenkins
4 4 (1.75%) GitLab
5 3 (1.32%) Cucumber
5 3 (1.32%) SonarQube
6 1 (0.44%) MLflow
6 1 (0.44%) RStudio
General
1 82 (35.96%) Finance
2 79 (34.65%) Social Skills
3 36 (15.79%) Analytical Skills
3 36 (15.79%) Marketing
4 30 (13.16%) Banking
5 26 (11.40%) Inclusion and Diversity
6 14 (6.14%) Telecoms
7 9 (3.95%) Legal
8 8 (3.51%) Law
9 7 (3.07%) Pharmaceutical
9 7 (3.07%) Retail
10 6 (2.63%) Public Sector
11 5 (2.19%) Aerospace
11 5 (2.19%) Financial Institution
11 5 (2.19%) Presentation Skills
12 4 (1.75%) Documentation Skills
12 4 (1.75%) Organisational Skills
13 2 (0.88%) Digital Economy
13 2 (0.88%) Influencing Skills
14 1 (0.44%) Billing
Job Titles
1 49 (21.49%) Data Engineer
2 40 (17.54%) Lead
3 33 (14.47%) Senior
4 31 (13.60%) Big Data Engineer
5 29 (12.72%) DataOps Engineer
5 29 (12.72%) DataOps Leader
5 29 (12.72%) Lead Big Data Engineer
6 24 (10.53%) Developer
7 23 (10.09%) Accountant
7 23 (10.09%) Financial Accountant
8 20 (8.77%) Lecturer
9 18 (7.89%) Python Developer
10 16 (7.02%) Software Engineer
11 15 (6.58%) Analyst
12 14 (6.14%) Senior Data Engineer
13 12 (5.26%) Architect
13 12 (5.26%) Lead Data Engineer
14 11 (4.82%) Operations Engineer
15 9 (3.95%) Forensic Manager
15 9 (3.95%) OSS Business Analyst
Libraries, Frameworks & Software Standards
1 37 (16.23%) Kafka
2 24 (10.53%) REST
3 9 (3.95%) PySpark
4 8 (3.51%) TensorFlow
5 7 (3.07%) React
6 6 (2.63%) AngularJS
6 6 (2.63%) NumPy
6 6 (2.63%) PyTorch
6 6 (2.63%) scikit-learn
7 5 (2.19%) Apache NiFi
7 5 (2.19%) gRPC
7 5 (2.19%) Material-UI
7 5 (2.19%) Node.js
7 5 (2.19%) OpenAPI
7 5 (2.19%) Play Framework
7 5 (2.19%) RabbitMQ
7 5 (2.19%) RESTful
7 5 (2.19%) Spring
7 5 (2.19%) Spring Boot
7 5 (2.19%) Swagger
Miscellaneous
1 24 (10.53%) IoT
2 23 (10.09%) Social Network
3 17 (7.46%) Distributed Systems
4 15 (6.58%) Algorithms
5 13 (5.70%) Cloud Native
6 9 (3.95%) Cybercrime
7 8 (3.51%) Management Information System
7 8 (3.51%) Product Ownership
7 8 (3.51%) Public Cloud
8 6 (2.63%) Life Science
9 5 (2.19%) Analytical Mindset
9 5 (2.19%) Hybrid Cloud
10 4 (1.75%) Distributed Architecture
10 4 (1.75%) Distributed Computing
10 4 (1.75%) Greenfield Project
11 3 (1.32%) Data Protection Act
11 3 (1.32%) Private Cloud
12 2 (0.88%) Clustering
12 2 (0.88%) e-Learning
12 2 (0.88%) Linux Command Line
Operating Systems
1 11 (4.82%) Linux
2 6 (2.63%) Red Hat Enterprise Linux
3 5 (2.19%) CentOS
3 5 (2.19%) Debian
3 5 (2.19%) Ubuntu
4 4 (1.75%) Unix
5 1 (0.44%) Windows
Processes & Methodologies
1 67 (29.39%) Analytics
2 62 (27.19%) Business Intelligence
2 62 (27.19%) CI/CD
3 60 (26.32%) AI
4 57 (25.00%) Computer Science
5 50 (21.93%) Agile
6 49 (21.49%) Software Engineering
7 46 (20.18%) Data Engineering
8 42 (18.42%) Problem-Solving
9 39 (17.11%) Data Pipeline
10 38 (16.67%) ETL
11 35 (15.35%) Data Science
11 35 (15.35%) Fintech
11 35 (15.35%) Machine Learning
12 33 (14.47%) Data Modelling
12 33 (14.47%) DevOps
12 33 (14.47%) SDLC
13 31 (13.60%) Data Governance
13 31 (13.60%) DataOps
13 31 (13.60%) Decision-Making
Programming Languages
1 102 (44.74%) Python
2 75 (32.89%) SQL
3 34 (14.91%) Java
4 14 (6.14%) R
4 14 (6.14%) Scala
5 13 (5.70%) JavaScript
6 6 (2.63%) Bash
7 4 (1.75%) C++
8 3 (1.32%) Data Analysis Expressions
8 3 (1.32%) PowerShell
8 3 (1.32%) TypeScript
9 2 (0.88%) C
9 2 (0.88%) C#
9 2 (0.88%) Perl
10 1 (0.44%) Bicep
10 1 (0.44%) Go
10 1 (0.44%) Rust
10 1 (0.44%) T-SQL
10 1 (0.44%) VBA
Qualifications
1 67 (29.39%) Degree
2 40 (17.54%) Master's Degree
3 26 (11.40%) Computer Science Degree
4 23 (10.09%) ACCA
5 20 (8.77%) HND
5 20 (8.77%) Security Cleared
6 12 (5.26%) DV Cleared
7 10 (4.39%) SC Cleared
8 8 (3.51%) DBS Check
9 5 (2.19%) MBA
10 4 (1.75%) APMG
10 4 (1.75%) CCIE
10 4 (1.75%) CCNP
10 4 (1.75%) CCSE
10 4 (1.75%) Cisco Certification
10 4 (1.75%) CISM
10 4 (1.75%) CISSP
11 3 (1.32%) AWS Certification
11 3 (1.32%) AWS Certified Solutions Architect
12 2 (0.88%) Azure Certification
Quality Assurance & Compliance
1 30 (13.16%) Data Quality
2 29 (12.72%) SLA
3 24 (10.53%) IFRS
4 8 (3.51%) GAAP
5 5 (2.19%) Actionable Recommendations
5 5 (2.19%) GDPR
6 4 (1.75%) Accessibility
7 2 (0.88%) QA
8 1 (0.44%) GxP
8 1 (0.44%) IFRS 17
8 1 (0.44%) Solvency II
System Software
1 9 (3.95%) Docker
2 2 (0.88%) Active Directory
2 2 (0.88%) HDFS
3 1 (0.44%) Apache Flume
3 1 (0.44%) Apache ZooKeeper
Systems Management
1 17 (7.46%) Terraform
2 14 (6.14%) Kubernetes
3 12 (5.26%) Ansible
4 9 (3.95%) EnCase
4 9 (3.95%) FTK
5 5 (2.19%) Puppet
6 4 (1.75%) Grafana
7 3 (1.32%) Kibana
7 3 (1.32%) logstash
8 1 (0.44%) Podman
Vendors
1 57 (25.00%) Databricks
2 12 (5.26%) Google
3 9 (3.95%) Cellebrite
3 9 (3.95%) Informatica
3 9 (3.95%) Talend
4 8 (3.51%) Oracle
5 6 (2.63%) Microsoft
6 5 (2.19%) BT
6 5 (2.19%) Red Hat
6 5 (2.19%) SaltStack
7 4 (1.75%) Arista
7 4 (1.75%) CheckPoint
7 4 (1.75%) Cisco
7 4 (1.75%) F5
7 4 (1.75%) Fortinet
7 4 (1.75%) Palo Alto
8 2 (0.88%) Alteryx
8 2 (0.88%) Dell
8 2 (0.88%) HP
8 2 (0.88%) IBM