Big Data
UK

The following table provides summary statistics for permanent job vacancies with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 6 months to 29 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
29 Apr 2024
Same period 2023 Same period 2022
Rank 243 127 112
Rank change year-on-year -116 -15 +21
Permanent jobs citing Big Data 1,184 2,826 5,019
As % of all permanent jobs advertised in the UK 1.20% 2.72% 3.22%
As % of the Database & Business Intelligence category 6.53% 12.62% 11.59%
Number of salaries quoted 478 1,128 1,932
10th Percentile £43,750 £50,000 £46,250
25th Percentile £57,500 £62,500 £58,750
Median annual salary (50th Percentile) £80,000 £70,000 £80,000
Median % change year-on-year +14.29% -12.50% +23.08%
75th Percentile £110,000 £95,000 £95,000
90th Percentile £120,750 £112,875 £110,000
UK excluding London median annual salary £65,000 £70,000 £65,000
% change year-on-year -7.14% +7.69% +18.18%

All Database and Business Intelligence Skills
UK

Big Data is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database or business intelligence skills.

Permanent vacancies with a requirement for database or business intelligence skills 18,136 22,401 43,295
As % of all permanent jobs advertised in the UK 18.44% 21.54% 27.78%
Number of salaries quoted 12,594 13,904 21,435
10th Percentile £35,000 £37,500 £36,250
25th Percentile £42,725 £47,500 £45,000
Median annual salary (50th Percentile) £57,500 £65,000 £60,000
Median % change year-on-year -11.54% +8.33% +9.09%
75th Percentile £76,250 £83,750 £78,750
90th Percentile £95,000 £103,750 £95,000
UK excluding London median annual salary £52,500 £55,000 £52,500
% change year-on-year -4.55% +4.76% +6.06%

Big Data
Job Vacancy Trend

Job postings citing Big Data as a proportion of all IT jobs advertised.

Job vacancy trend for Big Data in the UK

Big Data
Salary Trend

3-month moving average salary quoted in jobs citing Big Data.

Salary trend for Big Data in the UK

Big Data
Salary Histogram

Salary distribution for jobs citing Big Data over the 6 months to 29 April 2024.

Salary histogram for Big Data in the UK

Big Data
Top 17 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 29 April 2024. 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
UK excluding London -94 845 £65,000 -7.14% 140
England -258 573 £80,000 +14.29% 241
Scotland +78 565 £70,576 +0.82% 19
London -137 306 £96,250 +19.87% 124
Work from Home -188 297 £85,000 +21.43% 81
South West -45 100 £80,000 +14.29% 20
North of England -233 66 £55,000 -21.43% 27
North West -158 45 £55,000 -20.00% 18
East of England -58 37 £57,500 -11.54% 18
South East -186 37 £54,500 -22.14% 19
Midlands -120 24 £60,000 -11.11% 28
West Midlands -87 16 £62,500 - 22
North East -7 11 £42,500 -37.04%
Wales -9 10 £44,316 -36.69% 6
Yorkshire -109 10 £87,500 +25.00% 9
East Midlands -44 8 £60,000 -20.00% 6
Northern Ireland +30 6 £115,000 +31.43% 5

Big Data
Co-occurring Skills and Capabilities 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
1 722 (60.98%) Apache Spark
2 225 (19.00%) Apache
3 161 (13.60%) Apache Airflow
4 43 (3.63%) SAS
5 20 (1.69%) Jupyter
6 18 (1.52%) nginx
7 9 (0.76%) Apache Pig
8 6 (0.51%) OpenStack
9 3 (0.25%) Exchange Server 2013
9 3 (0.25%) Microsoft Exchange
10 2 (0.17%) Confluence
10 2 (0.17%) Kinematics
10 2 (0.17%) Luigi
11 1 (0.084%) CMS
Applications
1 33 (2.79%) Microsoft Excel
2 26 (2.20%) Microsoft Office
3 15 (1.27%) SPSS
4 6 (0.51%) Trello
5 5 (0.42%) Microsoft PowerPoint
6 4 (0.34%) MS Visio
7 1 (0.084%) Microsoft Project
7 1 (0.084%) Spreadsheet
Business Applications
1 7 (0.59%) Dynamics CRM
2 6 (0.51%) Payment Gateway
3 5 (0.42%) Sparx Enterprise Architect
4 4 (0.34%) Primavera
4 4 (0.34%) Relativity
5 3 (0.25%) SAP Business One
6 2 (0.17%) Veritas eDiscovery
7 1 (0.084%) Magento
7 1 (0.084%) Ringtail
Cloud Services
1 629 (53.13%) AWS
2 264 (22.30%) Azure
3 154 (13.01%) GCP
4 127 (10.73%) Serverless
5 94 (7.94%) AWS Lambda
6 85 (7.18%) Power Platform
7 80 (6.76%) Amazon SQS
8 79 (6.67%) Amazon EKS
8 79 (6.67%) SaaS
9 73 (6.17%) Snowflake
10 70 (5.91%) Amazon EMR
11 56 (4.73%) Amazon S3
12 53 (4.48%) Amazon EC2
12 53 (4.48%) OpenShift
13 52 (4.39%) Amazon ECS
14 45 (3.80%) dbt
15 44 (3.72%) Azure Synapse Analytics
16 41 (3.46%) Cloud Computing
17 38 (3.21%) Azure Data Factory
18 32 (2.70%) GitHub
Communications & Networking
1 25 (2.11%) Wireless
2 24 (2.03%) AMQP
3 18 (1.52%) DSL
4 17 (1.44%) Firewall
5 10 (0.84%) Internet
6 5 (0.42%) Network Security
7 4 (0.34%) RS-232
7 4 (0.34%) SD-WAN
8 3 (0.25%) DNS
8 3 (0.25%) Fibre Channel
8 3 (0.25%) iSCSI
8 3 (0.25%) LAN
8 3 (0.25%) MQTT
8 3 (0.25%) SAN
8 3 (0.25%) VoIP
8 3 (0.25%) WAN
8 3 (0.25%) WebEx
9 2 (0.17%) 4G
9 2 (0.17%) Intrusion Detection
9 2 (0.17%) RFID
Database & Business Intelligence
1 389 (32.85%) NoSQL
2 330 (27.87%) Hadoop
3 176 (14.86%) Data Lake
4 126 (10.64%) Data Warehouse
5 96 (8.11%) Apache Hive
6 74 (6.25%) Power BI
7 66 (5.57%) Tableau
8 54 (4.56%) SQL Server
9 52 (4.39%) Electronic Patient Records
10 47 (3.97%) Relational Database
11 46 (3.89%) Amazon Athena
12 42 (3.55%) Data Mining
13 40 (3.38%) HBase
13 40 (3.38%) MongoDB
14 37 (3.13%) Dremio
15 36 (3.04%) Apache Arrow
16 35 (2.96%) Flink
17 34 (2.87%) Elasticsearch
18 31 (2.62%) BigQuery
19 28 (2.36%) Amazon Redshift
Development Applications
1 97 (8.19%) Git
2 86 (7.26%) Jenkins
3 37 (3.13%) Bitbucket Server
4 19 (1.60%) JIRA
5 18 (1.52%) Atlassian Bamboo
6 10 (0.84%) CircleCI
6 10 (0.84%) JUnit
7 9 (0.76%) SonarQube
8 8 (0.68%) Checkstyle
8 8 (0.68%) Oracle Forms
9 6 (0.51%) GitLab
9 6 (0.51%) Jasmine
9 6 (0.51%) Karma Test Runner
9 6 (0.51%) Visual Studio Code
10 5 (0.42%) MLflow
11 4 (0.34%) Octopus Deploy
11 4 (0.34%) Subversion
11 4 (0.34%) Visual Studio
12 3 (0.25%) Cucumber
12 3 (0.25%) Selenium
General
1 665 (56.17%) Finance
2 568 (47.97%) Inclusion and Diversity
3 515 (43.50%) Law
4 287 (24.24%) Marketing
5 265 (22.38%) Legal
6 182 (15.37%) Social Skills
7 167 (14.10%) Influencing Skills
8 121 (10.22%) Banking
9 107 (9.04%) Analytical Skills
10 79 (6.67%) Financial Institution
11 44 (3.72%) Retail
12 37 (3.13%) Aerospace
13 31 (2.62%) Presentation Skills
14 26 (2.20%) Investment Banking
15 19 (1.60%) Private Banking
16 16 (1.35%) Public Sector
17 15 (1.27%) Games
18 14 (1.18%) Retail Banking
19 10 (0.84%) Korean Language
19 10 (0.84%) Pharmaceutical
Job Titles
1 493 (41.64%) Software Engineer
2 451 (38.09%) Big Data Engineer
3 390 (32.94%) Big Data Software Engineer
4 358 (30.24%) Data Engineer
5 209 (17.65%) Scala Engineer
5 209 (17.65%) Scala Software Engineer
6 196 (16.55%) Lead
7 193 (16.30%) Senior
8 184 (15.54%) AWS Engineer
9 181 (15.29%) Java Engineer
10 178 (15.03%) Java Software Engineer
11 150 (12.67%) Lead Big Data Engineer
12 149 (12.58%) Lead Software Engineer
13 144 (12.16%) AWS Software Engineer
14 119 (10.05%) Java Scala Software Engineer
15 111 (9.38%) Python Engineer
16 107 (9.04%) Architect
17 96 (8.11%) Lead Java Engineer
18 95 (8.02%) Python Software Engineer
19 74 (6.25%) Developer
Libraries, Frameworks & Software Standards
1 176 (14.86%) Kafka
2 133 (11.23%) PySpark
3 119 (10.05%) Spring
4 111 (9.38%) Spring Boot
5 65 (5.49%) gRPC
6 56 (4.73%) AngularJS
7 45 (3.80%) React
8 44 (3.72%) RabbitMQ
9 37 (3.13%) .NET
10 36 (3.04%) Protocol Buffers
11 34 (2.87%) Node.js
12 33 (2.79%) REST
13 30 (2.53%) OpenAPI
13 30 (2.53%) Swagger
14 28 (2.36%) Apache Beam
15 27 (2.28%) Apache NiFi
16 24 (2.03%) Material-UI
17 23 (1.94%) GraphQL
18 22 (1.86%) ActiveMQ
19 20 (1.69%) Pandas
Miscellaneous
1 258 (21.79%) Cloud Native
2 222 (18.75%) Algorithms
3 69 (5.83%) Data Structures
4 61 (5.15%) Management Information System
5 55 (4.65%) Product Ownership
6 54 (4.56%) Public Cloud
7 43 (3.63%) Legacy Code
8 42 (3.55%) Onboarding
9 41 (3.46%) Hedge funds
10 37 (3.13%) Clustering
11 31 (2.62%) Self-Motivation
12 25 (2.11%) Distributed Systems
13 21 (1.77%) Enterprise Software
14 20 (1.69%) IoT
15 19 (1.60%) Greenfield Project
15 19 (1.60%) Hybrid Cloud
15 19 (1.60%) Legacy Systems
16 17 (1.44%) Robotics
17 15 (1.27%) Cybercrime
18 14 (1.18%) Blockchain
Operating Systems
1 96 (8.11%) Linux
2 37 (3.13%) Unix
3 25 (2.11%) CentOS
3 25 (2.11%) Debian
3 25 (2.11%) Red Hat Enterprise Linux
3 25 (2.11%) Ubuntu
4 22 (1.86%) Windows
5 13 (1.10%) Windows Server
6 6 (0.51%) Mesosphere
7 4 (0.34%) FreeRTOS
8 3 (0.25%) Windows Server 2012
9 2 (0.17%) Android
9 2 (0.17%) Apple iOS
Processes & Methodologies
1 724 (61.15%) Agile
2 629 (53.13%) Software Engineering
3 551 (46.54%) CI/CD
4 509 (42.99%) SDLC
5 403 (34.04%) Operational Stability
6 353 (29.81%) Machine Learning
7 307 (25.93%) Artificial Intelligence
8 249 (21.03%) Risk Management
9 245 (20.69%) Visualisation
10 241 (20.35%) Problem-Solving
11 238 (20.10%) Performance Tuning
12 231 (19.51%) Community of Practice
13 211 (17.82%) Analytics
14 200 (16.89%) Continuous Improvement
15 196 (16.55%) Data Modelling
16 192 (16.22%) DevOps
17 191 (16.13%) Data Science
18 160 (13.51%) Mentoring
19 158 (13.34%) Business Intelligence
20 149 (12.58%) Decision-Making
Programming Languages
1 657 (55.49%) SQL
2 571 (48.23%) Java
3 558 (47.13%) Python
4 380 (32.09%) Scala
5 99 (8.36%) JavaScript
6 83 (7.01%) Go
7 55 (4.65%) C#
7 55 (4.65%) PL/SQL
8 54 (4.56%) R
9 46 (3.89%) Bash
10 20 (1.69%) Shell Script
11 18 (1.52%) T-SQL
12 13 (1.10%) C
13 11 (0.93%) Data Analysis Expressions
13 11 (0.93%) TypeScript
14 10 (0.84%) C++
15 8 (0.68%) Ruby
15 8 (0.68%) VB
16 7 (0.59%) PHP
17 5 (0.42%) Kotlin
Qualifications
1 196 (16.55%) Degree
2 92 (7.77%) Security Cleared
3 59 (4.98%) SC Cleared
4 56 (4.73%) DV Cleared
5 49 (4.14%) Computer Science Degree
6 48 (4.05%) Master's Degree
7 16 (1.35%) Microsoft Certification
8 15 (1.27%) AWS Certification
8 15 (1.27%) PhD
9 14 (1.18%) Azure Certification
10 10 (0.84%) AWS Certified Solutions Architect
11 8 (0.68%) BPSS Clearance
11 8 (0.68%) DBS Check
12 6 (0.51%) IIBA
13 5 (0.42%) CCNA
13 5 (0.42%) Cisco Certification
13 5 (0.42%) CISSP
14 4 (0.34%) CIMA
14 4 (0.34%) Network+ Certification
15 3 (0.25%) ISTQB
Quality Assurance & Compliance
1 49 (4.14%) Data Quality
2 34 (2.87%) SLA
3 24 (2.03%) GDPR
4 22 (1.86%) QA
5 17 (1.44%) Accessibility
6 6 (0.51%) SEPA
6 6 (0.51%) WAI
7 4 (0.34%) ISO/IEC 27001
8 1 (0.084%) GMP
8 1 (0.084%) PMO
System Software
1 99 (8.36%) Docker
2 56 (4.73%) HDFS
3 9 (0.76%) VMware Infrastructure
4 6 (0.51%) Hyper-V
5 3 (0.25%) Active Directory
5 3 (0.25%) Virtual Machines
5 3 (0.25%) vSphere
6 2 (0.17%) Firmware
6 2 (0.17%) IAG
7 1 (0.084%) Apache Flume
7 1 (0.084%) KVM
7 1 (0.084%) Slurm Workload Manager
7 1 (0.084%) VMware ESXi
Systems Management
1 249 (21.03%) Kubernetes
2 157 (13.26%) Terraform
3 72 (6.08%) Ansible
4 56 (4.73%) Prometheus
5 38 (3.21%) Puppet
6 19 (1.60%) Grafana
7 18 (1.52%) HAProxy
8 9 (0.76%) Progress Chef
9 6 (0.51%) Docker Swarm
10 4 (0.34%) Microsoft Intune
11 3 (0.25%) Perfmon
12 2 (0.17%) Argo
12 2 (0.17%) Kibana
12 2 (0.17%) Kubeflow
12 2 (0.17%) Podman
13 1 (0.084%) Kustomize
13 1 (0.084%) Nagios
13 1 (0.084%) Rancher
13 1 (0.084%) vCenter Server
13 1 (0.084%) vRealize
Vendors
1 200 (16.89%) Databricks
2 114 (9.63%) Microsoft
3 75 (6.33%) Google
4 38 (3.21%) Informatica
5 31 (2.62%) Oracle
6 24 (2.03%) Dell
6 24 (2.03%) Red Hat
6 24 (2.03%) SaltStack
7 22 (1.86%) Alteryx
7 22 (1.86%) Cloudera
8 20 (1.69%) Cognos
9 18 (1.52%) Sybase
9 18 (1.52%) VMware
10 12 (1.01%) Teradata
11 11 (0.93%) Salesforce
11 11 (0.93%) SAP
12 8 (0.68%) Atlassian
12 8 (0.68%) YouTube
13 7 (0.59%) Citrix
14 6 (0.51%) Sparx