Big Data Job Trends

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 2 January 2026, with comparisons to the same periods in the previous two years.

6 months to
2 Jan 2026
Same period 2025 Same period 2024
Rank 425 361 235
Rank change year-on-year -64 -126 -108
Permanent jobs citing Big Data 214 395 743
As % of all permanent jobs in the UK 0.36% 0.72% 1.44%
As % of the Database & Business Intelligence category 3.24% 4.04% 6.86%
Number of salaries quoted 96 245 379
10th Percentile £52,500 £43,750 £47,500
25th Percentile £63,750 £53,750 £65,000
Median annual salary (50th Percentile) £71,750 £80,000 £79,632
Median % change year-on-year -10.31% +0.46% -0.46%
75th Percentile £106,438 £100,000 £100,000
90th Percentile £140,000 £130,000 £120,000
UK excluding London median annual salary £57,000 £57,500 £70,576
% change year-on-year -0.87% -18.53% +4.56%

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 6,610 9,779 10,833
As % of all permanent jobs advertised in the UK 11.16% 17.80% 20.93%
Number of salaries quoted 4,197 5,511 8,376
10th Percentile £35,000 £37,500 £36,250
25th Percentile £42,500 £47,500 £46,250
Median annual salary (50th Percentile) £60,000 £62,500 £60,000
Median % change year-on-year -4.00% +4.17% -4.00%
75th Percentile £80,000 £85,000 £80,000
90th Percentile £100,000 £112,500 £95,000
UK excluding London median annual salary £52,500 £53,500 £55,000
% change year-on-year -1.87% -2.73% -

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 2 January 2026.

Salary histogram for Big Data in the UK

Big Data
Top 15 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 2 January 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 -55 206 £71,000 -11.25% 101
London +18 149 £80,000 -15.79% 55
Work from Home -33 54 £67,500 -20.59% 61
UK excluding London -89 50 £57,000 -0.87% 61
North of England +8 20 £55,000 +4.76% 7
North West +21 11 £54,250 -6.87% 4
South East -19 10 £61,500 +9.33% 39
South West -17 8 £95,000 +24.59% 4
East of England +21 7 £52,500 -19.23% 17
North East +12 6 £55,000 +20.88% 1
Midlands +7 4 £65,000 -9.09%
Yorkshire -9 3 £75,000 +192.68% 2
East Midlands -16 3 £65,000 -
West Midlands +13 1 - -
Wales +3 1 £95,000 +18.75%

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 84 (39.25%) Apache Spark
2 12 (5.61%) SAS
3 11 (5.14%) Apache
4 8 (3.74%) Apache Airflow
5 5 (2.34%) IIS
6 1 (0.47%) Apache Synapse
6 1 (0.47%) Confluence
Applications
1 23 (10.75%) Microsoft Excel
2 9 (4.21%) SPSS
3 4 (1.87%) Microsoft PowerPoint
4 2 (0.93%) Microsoft Office
4 2 (0.93%) Trello
Business Applications
1 9 (4.21%) SAP S/4HANA
2 2 (0.93%) Dynamics CRM
2 2 (0.93%) Oracle EBS
2 2 (0.93%) Relativity
Cloud Services
1 87 (40.65%) Azure
2 85 (39.72%) AWS
3 46 (21.50%) GCP
4 43 (20.09%) Cloud Computing
5 21 (9.81%) Serverless
6 18 (8.41%) AWS Lambda
6 18 (8.41%) Power Platform
7 17 (7.94%) Snowflake
8 16 (7.48%) Azure Synapse Analytics
9 14 (6.54%) Amazon EMR
10 13 (6.07%) Amazon Kinesis
11 9 (4.21%) AWS Step Functions
11 9 (4.21%) Dropbox
12 8 (3.74%) Amazon S3
12 8 (3.74%) OpenShift
13 7 (3.27%) SaaS
14 6 (2.80%) Azure Data Factory
15 5 (2.34%) AWS CloudFormation
15 5 (2.34%) Azure DevOps
16 4 (1.87%) dbt
Communications & Networking
1 5 (2.34%) Broadband
2 4 (1.87%) Kerberos
3 3 (1.40%) AMQP
4 2 (0.93%) Internet
5 1 (0.47%) Value-Added Service
Database & Business Intelligence
1 74 (34.58%) Hadoop
2 53 (24.77%) Data Warehouse
3 39 (18.22%) NoSQL
4 29 (13.55%) Amazon Redshift
5 21 (9.81%) SQL Server
6 19 (8.88%) MongoDB
7 18 (8.41%) PostgreSQL
8 17 (7.94%) Neo4j
8 17 (7.94%) Power BI
9 16 (7.48%) Apache Hive
9 16 (7.48%) Relational Database
9 16 (7.48%) Tableau
10 15 (7.01%) DynamoDB
11 14 (6.54%) Data Lake
12 13 (6.07%) Metadata
12 13 (6.07%) MySQL
13 12 (5.61%) Pentaho
14 11 (5.14%) Apache Cassandra
14 11 (5.14%) DataStage
14 11 (5.14%) RDBMS
Development Applications
1 8 (3.74%) Git
2 5 (2.34%) Jenkins
3 3 (1.40%) JIRA
3 3 (1.40%) MLflow
4 2 (0.93%) CircleCI
4 2 (0.93%) Cucumber
5 1 (0.47%) GitLab
5 1 (0.47%) JMeter
5 1 (0.47%) JUnit
5 1 (0.47%) Selenium
5 1 (0.47%) SonarQube
5 1 (0.47%) WebDriver
General
1 92 (42.99%) Social Skills
2 91 (42.52%) Finance
3 45 (21.03%) Analytical Skills
4 35 (16.36%) Law
4 35 (16.36%) Marketing
5 26 (12.15%) Banking
6 24 (11.21%) Inclusion and Diversity
7 17 (7.94%) Financial Institution
8 9 (4.21%) Legal
9 7 (3.27%) Pharmaceutical
10 6 (2.80%) Aerospace
11 5 (2.34%) Retail
12 4 (1.87%) Public Sector
13 3 (1.40%) Avionics
13 3 (1.40%) Electronics
13 3 (1.40%) Front Office
13 3 (1.40%) Presentation Skills
14 2 (0.93%) Investment Banking
14 2 (0.93%) Manufacturing
15 1 (0.47%) Influencing Skills
Job Titles
1 47 (21.96%) Data Engineer
2 29 (13.55%) Senior
3 21 (9.81%) Accountant
3 21 (9.81%) Architect
3 21 (9.81%) Developer
3 21 (9.81%) Financial Accountant
4 20 (9.35%) Lecturer
5 19 (8.88%) Lead
6 16 (7.48%) Senior Data Engineer
7 14 (6.54%) Data Architect
8 13 (6.07%) Python Developer
9 12 (5.61%) Principal Engineer
10 9 (4.21%) AWS Data Engineer
10 9 (4.21%) AWS Engineer
10 9 (4.21%) Product Lead
11 7 (3.27%) Azure Engineer
11 7 (3.27%) Forensic Manager
12 6 (2.80%) Analyst
12 6 (2.80%) Artificial Intelligence Developer
12 6 (2.80%) Azure Data Engineer
Libraries, Frameworks & Software Standards
1 49 (22.90%) Kafka
2 17 (7.94%) REST
3 12 (5.61%) TensorFlow
4 10 (4.67%) Spark Streaming
5 9 (4.21%) PyTorch
6 8 (3.74%) boto
6 8 (3.74%) PySpark
7 7 (3.27%) NumPy
7 7 (3.27%) Pandas
7 7 (3.27%) scikit-learn
8 5 (2.34%) LDAP
8 5 (2.34%) OAuth
8 5 (2.34%) OAuth2
8 5 (2.34%) Play Framework
9 4 (1.87%) AngularJS
9 4 (1.87%) Matplotlib
9 4 (1.87%) React
9 4 (1.87%) Seaborn
9 4 (1.87%) Spring
9 4 (1.87%) Spring Boot
Miscellaneous
1 37 (17.29%) Distributed Systems
2 25 (11.68%) IoT
3 23 (10.75%) Product Ownership
4 21 (9.81%) Social Network
5 18 (8.41%) Algorithms
6 15 (7.01%) Management Information System
7 12 (5.61%) Cloud Native
8 11 (5.14%) Hybrid Cloud
9 10 (4.67%) e-Learning
9 10 (4.67%) FMCG
10 9 (4.21%) Cybercrime
11 8 (3.74%) Greenfield Project
12 5 (2.34%) Enterprise Software
12 5 (2.34%) Public Cloud
13 3 (1.40%) Distributed Architecture
13 3 (1.40%) Equities
13 3 (1.40%) Linux Command Line
14 2 (0.93%) Clustering
14 2 (0.93%) Distributed Computing
14 2 (0.93%) Smart Home
Operating Systems
1 13 (6.07%) Linux
2 11 (5.14%) Unix
3 4 (1.87%) Red Hat Enterprise Linux
4 3 (1.40%) CentOS
4 3 (1.40%) Debian
4 3 (1.40%) Ubuntu
5 1 (0.47%) Windows
Processes & Methodologies
1 92 (42.99%) Analytics
2 70 (32.71%) AI
3 66 (30.84%) Data Pipeline
4 59 (27.57%) Data Engineering
4 59 (27.57%) ETL
5 57 (26.64%) CI/CD
6 55 (25.70%) Data Modelling
7 54 (25.23%) Machine Learning
8 53 (24.77%) Data Governance
9 47 (21.96%) Business Intelligence
9 47 (21.96%) Data Science
10 46 (21.50%) Data Analytics
11 45 (21.03%) Problem-Solving
12 41 (19.16%) DevOps
13 39 (18.22%) Software Engineering
14 37 (17.29%) Computer Science
15 36 (16.82%) Agile
15 36 (16.82%) Decision-Making
16 33 (15.42%) Fintech
16 33 (15.42%) Roadmaps
Programming Languages
1 108 (50.47%) Python
2 92 (42.99%) SQL
3 53 (24.77%) Java
4 25 (11.68%) Scala
5 15 (7.01%) R
6 7 (3.27%) JavaScript
7 5 (2.34%) C
8 4 (1.87%) Bash
8 4 (1.87%) C#
9 3 (1.40%) Google Apps Script
9 3 (1.40%) MATLAB
9 3 (1.40%) Tcl
9 3 (1.40%) TypeScript
10 2 (0.93%) C++
10 2 (0.93%) Data Analysis Expressions
10 2 (0.93%) Perl
11 1 (0.47%) LookML
11 1 (0.47%) PowerShell
11 1 (0.47%) T-SQL
11 1 (0.47%) VBA
Qualifications
1 60 (28.04%) Degree
2 33 (15.42%) Master's Degree
3 21 (9.81%) ACCA
4 20 (9.35%) HND
5 18 (8.41%) Security Cleared
6 14 (6.54%) Computer Science Degree
7 13 (6.07%) SC Cleared
8 6 (2.80%) DV Cleared
9 5 (2.34%) MBA
10 4 (1.87%) BPSS Clearance
11 3 (1.40%) AWS Certification
11 3 (1.40%) Azure Certification
12 2 (0.93%) Microsoft Certification
12 2 (0.93%) TOGAF Certification
13 1 (0.47%) AWS Certified Solutions Architect
Quality Assurance & Compliance
1 24 (11.21%) Data Quality
2 21 (9.81%) IFRS
3 19 (8.88%) GAAP
4 14 (6.54%) QA
5 11 (5.14%) GDPR
6 5 (2.34%) Actionable Recommendations
7 4 (1.87%) Accessibility
7 4 (1.87%) SLA
8 1 (0.47%) CDISC
8 1 (0.47%) DICOM
8 1 (0.47%) HIPAA
8 1 (0.47%) HL7
8 1 (0.47%) SNOMED CT
System Software
1 20 (9.35%) Docker
2 10 (4.67%) HDFS
3 5 (2.34%) Active Directory
4 2 (0.93%) Firmware
5 1 (0.47%) Apache ZooKeeper
Systems Management
1 19 (8.88%) Kubernetes
2 10 (4.67%) Ansible
2 10 (4.67%) Terraform
3 7 (3.27%) EnCase
3 7 (3.27%) FTK
4 3 (1.40%) Puppet
5 2 (0.93%) Grafana
5 2 (0.93%) Kubeflow
6 1 (0.47%) Kibana
6 1 (0.47%) logstash
6 1 (0.47%) Prometheus
Vendors
1 43 (20.09%) Databricks
2 23 (10.75%) Oracle
3 18 (8.41%) Google
4 14 (6.54%) Informatica
5 13 (6.07%) Talend
6 11 (5.14%) SAP
7 9 (4.21%) Microsoft
8 7 (3.27%) Cellebrite
8 7 (3.27%) Dell
9 5 (2.34%) BT
10 3 (1.40%) Red Hat
10 3 (1.40%) Salesforce
10 3 (1.40%) SaltStack
11 2 (0.93%) Cloudera
11 2 (0.93%) EMC
11 2 (0.93%) HP
11 2 (0.93%) IBM
11 2 (0.93%) Nuix
12 1 (0.47%) ArcSight
12 1 (0.47%) OpenAI