Data Lakes
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Data Lake skills. It covers permanent job vacancies from the 6 months leading up to 18 April 2026, with comparisons to the same periods in the previous two years.

6 months to
18 Apr 2026
Same period 2025 Same period 2024
Rank 362 209 312
Rank change year-on-year -153 +103 -47
Permanent jobs citing Data Lake 405 640 882
As % of all permanent jobs in the UK 0.47% 1.54% 0.93%
As % of the Database & Business Intelligence category 5.23% 8.69% 5.12%
Number of salaries quoted 232 463 672
10th Percentile £46,750 £48,750 £41,463
25th Percentile £61,435 £62,500 £55,000
Median annual salary (50th Percentile) £80,000 £90,000 £75,000
Median % change year-on-year -11.11% +20.00% -6.25%
75th Percentile £95,125 £122,500 £107,500
90th Percentile £120,000 £152,500 £142,500
UK excluding London median annual salary £65,000 £62,779 £62,500
% change year-on-year +3.54% +0.45% -

All Database & Business Intelligence Skills
UK

Data Lake 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 7,749 7,361 17,220
As % of all permanent jobs advertised in the UK 8.94% 17.69% 18.21%
Number of salaries quoted 4,548 5,180 12,612
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%

Data Lake
Job Vacancy Trend

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

Data Lake job vacancy trend in the UK

Data Lake
Salary Trend

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

Salary distribution trend for jobs in the UK citing Data Lake

Data Lake
Salary Histogram

Salary distribution for jobs citing Data Lake over the 6 months to 18 April 2026.

Salary histogram for Data Lake in the UK

Data Lake
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the UK over the 6 months to 18 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 -147 372 £80,000 -11.11% 109
London -90 203 £90,000 -18.18% 49
UK excluding London -130 162 £65,000 +3.54% 72
Work from Home -141 123 £75,000 -30.23% 50
North of England -71 46 £67,500 - 18
Midlands -50 36 £65,000 +34.02% 16
North West -13 29 £70,932 +5.08% 9
East of England -18 26 £110,000 +57.14% 5
West Midlands -26 25 £65,500 +9.17% 10
South East -111 22 £50,000 -28.57% 20
South West -41 20 £53,125 -24.11% 10
Yorkshire -75 15 £63,750 -11.45% 7
Scotland -21 10 £125,000 +47.06% 3
East Midlands -62 9 £50,000 +3.09% 6
Wales -28 2 £78,248 -2.19% 1
North East -44 2 - - 4

Data Lake
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 55 (13.58%) Apache Airflow
2 51 (12.59%) Apache Spark
3 22 (5.43%) Apache
4 8 (1.98%) SharePoint
5 6 (1.48%) SAS
6 4 (0.99%) Microsoft Exchange
7 3 (0.74%) Oracle Workflow
8 1 (0.25%) Camunda
8 1 (0.25%) Palantir Foundry
Applications
1 7 (1.73%) Microsoft Excel
2 3 (0.74%) Maya
3 1 (0.25%) Microsoft Office
3 1 (0.25%) Spreadsheet
Business Applications
1 8 (1.98%) SAP S/4HANA
2 6 (1.48%) Oracle Procure-to-Pay
3 3 (0.74%) Oracle ERP
4 2 (0.49%) Dynamics CRM
4 2 (0.49%) Infor M3
4 2 (0.49%) Oracle Applications
4 2 (0.49%) Oracle Financials
5 1 (0.25%) Oracle General Ledger
5 1 (0.25%) SAP CX
5 1 (0.25%) Sparx Enterprise Architect
5 1 (0.25%) Temenos T24
Cloud Services
1 267 (65.93%) Azure
2 133 (32.84%) Power Platform
3 132 (32.59%) Azure Synapse Analytics
4 127 (31.36%) AWS
5 116 (28.64%) Azure Data Factory
6 93 (22.96%) GCP
7 80 (19.75%) Snowflake
8 45 (11.11%) dbt
9 35 (8.64%) Azure DevOps
10 25 (6.17%) SaaS
11 23 (5.68%) GitHub
11 23 (5.68%) Serverless
12 18 (4.44%) Amazon S3
13 17 (4.20%) Microsoft Purview
14 16 (3.95%) Microsoft 365
15 15 (3.70%) Entra ID
16 14 (3.46%) Microsoft Copilot
17 13 (3.21%) AWS Lambda
17 13 (3.21%) ChatGPT
17 13 (3.21%) PaaS
Communications & Networking
1 6 (1.48%) Broadband
2 3 (0.74%) Modbus
2 3 (0.74%) TCP/IP
3 2 (0.49%) DNS
3 2 (0.49%) MQTT
4 1 (0.25%) 4G
4 1 (0.25%) 5G
4 1 (0.25%) Radio Access Network
4 1 (0.25%) SAN
Database & Business Intelligence
1 176 (43.46%) Data Warehouse
2 124 (30.62%) Power BI
3 65 (16.05%) Metadata
4 48 (11.85%) BigQuery
5 47 (11.60%) Azure SQL Database
6 43 (10.62%) Amazon Redshift
7 40 (9.88%) Tableau
8 28 (6.91%) Delta Lake
9 26 (6.42%) Snowflake Schema
10 23 (5.68%) Elasticsearch
10 23 (5.68%) Looker
11 18 (4.44%) SQL Server
12 17 (4.20%) Semantic Layer
13 15 (3.70%) SQL Server Integration Services
14 13 (3.21%) Azure SQL Data Warehouse
15 12 (2.96%) Big Data
15 12 (2.96%) SQL Server Reporting Services
16 11 (2.72%) Data Vault
17 9 (2.22%) Amazon Athena
17 9 (2.22%) Relational Database
Development Applications
1 28 (6.91%) MLflow
2 27 (6.67%) Git
3 2 (0.49%) JIRA
4 1 (0.25%) ER Studio
4 1 (0.25%) ERwin
4 1 (0.25%) git-flow
4 1 (0.25%) Jenkins
4 1 (0.25%) LSMW
4 1 (0.25%) NUnit
4 1 (0.25%) PowerDesigner
General
1 159 (39.26%) Finance
2 122 (30.12%) Social Skills
3 79 (19.51%) Analytical Skills
4 43 (10.62%) Inclusion and Diversity
5 30 (7.41%) Financial Institution
6 27 (6.67%) Banking
7 17 (4.20%) Public Sector
8 15 (3.70%) Manufacturing
8 15 (3.70%) Retail Banking
9 12 (2.96%) Documentation Skills
9 12 (2.96%) Law
9 12 (2.96%) Retail
10 5 (1.23%) Influencing Skills
10 5 (1.23%) Legal
10 5 (1.23%) Marketing
11 4 (0.99%) Automotive
11 4 (0.99%) General Ledger
11 4 (0.99%) Presentation Skills
12 3 (0.74%) Games
13 2 (0.49%) Billing
Job Titles
1 130 (32.10%) Data Engineer
2 95 (23.46%) Senior
3 93 (22.96%) Architect
4 59 (14.57%) Data Architect
5 38 (9.38%) Senior Data Engineer
6 26 (6.42%) Senior Architect
7 24 (5.93%) Azure Engineer
7 24 (5.93%) Data Management Specialist
7 24 (5.93%) Product Specialist
8 23 (5.68%) Senior Systems Engineer
8 23 (5.68%) Systems Engineer
9 22 (5.43%) Lead
10 17 (4.20%) Consultant
10 17 (4.20%) Principal Data Engineer
10 17 (4.20%) Principal Engineer
11 16 (3.95%) Azure Data Engineer
12 15 (3.70%) Platform Engineer
13 14 (3.46%) Azure Architect
14 13 (3.21%) Solutions Architect
15 12 (2.96%) Analyst
Libraries, Frameworks & Software Standards
1 37 (9.14%) PySpark
2 36 (8.89%) Kafka
3 31 (7.65%) PyTorch
3 31 (7.65%) TensorFlow
4 25 (6.17%) pgvector
5 23 (5.68%) LangChain
5 23 (5.68%) LlamaIndex
5 23 (5.68%) scikit-learn
6 8 (1.98%) Keras
7 7 (1.73%) .NET
7 7 (1.73%) EDI
8 6 (1.48%) Oracle Fusion
9 5 (1.23%) REST
10 4 (0.99%) Pandas
11 3 (0.74%) .NET Core
11 3 (0.74%) gRPC
12 2 (0.49%) AngularJS
12 2 (0.49%) Middleware
12 2 (0.49%) RESTful
12 2 (0.49%) Streamlit
Miscellaneous
1 71 (17.53%) Cloud Native
2 26 (6.42%) Management Information System
3 23 (5.68%) Clustering
3 23 (5.68%) Product Ownership
3 23 (5.68%) Public Cloud
4 18 (4.44%) Data Structures
5 14 (3.46%) Greenfield Project
6 12 (2.96%) Distributed Systems
7 11 (2.72%) Self-Motivation
8 9 (2.22%) Enterprise Cloud
9 8 (1.98%) AI Agents
9 8 (1.98%) Data Centre
9 8 (1.98%) Distributed Computing
10 7 (1.73%) e-Learning
10 7 (1.73%) Legacy Systems
10 7 (1.73%) Reference Data
10 7 (1.73%) Taxonomies
11 6 (1.48%) Data Protection Act
11 6 (1.48%) Social Media
12 5 (1.23%) Reinsurance
Operating Systems
1 1 (0.25%) Android
1 1 (0.25%) Apple iOS
Processes & Methodologies
1 243 (60.00%) Analytics
2 211 (52.10%) Data Engineering
3 207 (51.11%) Data Modelling
4 175 (43.21%) Business Intelligence
5 174 (42.96%) Data Governance
6 165 (40.74%) ETL
7 163 (40.25%) Data Pipeline
8 151 (37.28%) AI
9 122 (30.12%) Data Architecture
10 120 (29.63%) Agile
11 107 (26.42%) Data Management
12 99 (24.44%) CI/CD
13 96 (23.70%) Data Science
14 92 (22.72%) DevOps
15 87 (21.48%) Machine Learning
16 82 (20.25%) Use Case
17 78 (19.26%) Decision-Making
18 77 (19.01%) Data Strategy
19 67 (16.54%) Data Integration
20 59 (14.57%) Roadmaps
Programming Languages
1 217 (53.58%) SQL
2 164 (40.49%) Python
3 17 (4.20%) Data Analysis Expressions
3 17 (4.20%) T-SQL
4 16 (3.95%) Scala
5 11 (2.72%) Bicep
6 8 (1.98%) Java
6 8 (1.98%) PowerShell
7 5 (1.23%) C#
7 5 (1.23%) R
8 2 (0.49%) TypeScript
9 1 (0.25%) ANSI SQL
9 1 (0.25%) JavaScript
9 1 (0.25%) Ruby
9 1 (0.25%) VBA
Qualifications
1 68 (16.79%) Degree
2 37 (9.14%) Azure Certification
3 28 (6.91%) AWS Certification
4 22 (5.43%) Computer Science Degree
5 19 (4.69%) Master's Degree
5 19 (4.69%) Security Cleared
6 13 (3.21%) DBS Check
7 12 (2.96%) SC Cleared
8 9 (2.22%) Microsoft Certification
9 8 (1.98%) IIBA
9 8 (1.98%) PMI Certification
9 8 (1.98%) PMP
10 7 (1.73%) CITP
11 4 (0.99%) AWS Certified Solutions Architect
11 4 (0.99%) SnowPro
12 3 (0.74%) TOGAF Certification
13 1 (0.25%) CFA
13 1 (0.25%) DV Cleared
13 1 (0.25%) SAP Certification
Quality Assurance & Compliance
1 119 (29.38%) Data Quality
2 40 (9.88%) GDPR
3 26 (6.42%) California Consumer Privacy Act
4 9 (2.22%) Accessibility
5 6 (1.48%) Solvency II
6 5 (1.23%) QA
7 3 (0.74%) IFRS
8 2 (0.49%) IFRS 17
8 2 (0.49%) ISO/IEC 27001
8 2 (0.49%) NIST
9 1 (0.25%) GAAP
9 1 (0.25%) NCSC
9 1 (0.25%) Sarbanes-Oxley
9 1 (0.25%) SLA
System Software
1 16 (3.95%) Docker
2 4 (0.99%) Active Directory
Systems Management
1 38 (9.38%) Terraform
2 10 (2.47%) Kubernetes
3 4 (0.99%) Single Sign-On
4 3 (0.74%) Ansible
5 2 (0.49%) Grafana
5 2 (0.49%) Prometheus
6 1 (0.25%) Argo
Vendors
1 183 (45.19%) Databricks
2 118 (29.14%) Microsoft
3 57 (14.07%) Dell
4 29 (7.16%) Informatica
5 24 (5.93%) Cloudera
5 24 (5.93%) Denodo
5 24 (5.93%) Google
5 24 (5.93%) Teradata
6 19 (4.69%) SAP
7 14 (3.46%) Oracle
8 12 (2.96%) Salesforce
9 9 (2.22%) Alteryx
10 8 (1.98%) Anaplan
10 8 (1.98%) NVIDIA
11 7 (1.73%) Planon
12 6 (1.48%) OpenAI
13 3 (0.74%) Cognos
13 3 (0.74%) Guidewire
13 3 (0.74%) MicroStrategy
13 3 (0.74%) Talend