Data Lake Contract Job Trends

Data Lakes
UK

The table below provides summary statistics and contractor rates for jobs requiring Data Lake skills. It covers contract job vacancies from the 6 months leading up to 28 May 2026, with comparisons to the same periods in the previous two years.

6 months to
28 May 2026
Same period 2025 Same period 2024
Rank 231 205 184
Rank change year-on-year -26 -21 +28
Contract jobs citing Data Lake 532 380 544
As % of all contract jobs in the UK 1.09% 1.33% 1.27%
As % of the Database & Business Intelligence category 7.20% 7.02% 7.47%
Number of daily rates quoted 378 303 419
10th Percentile £408 £414 £413
25th Percentile £450 £475 £475
Median daily rate (50th Percentile) £550 £600 £600
Median % change year-on-year -8.33% +0.08% +4.26%
75th Percentile £650 £794 £850
90th Percentile £750 £938 £888
UK excluding London median daily rate £519 £475 £486
% change year-on-year +9.21% -2.31% -7.38%
Number of hourly rates quoted 6 0 2
10th Percentile £51.25 - £42.50
25th Percentile £57.25 - £45.50
Median hourly rate £64.00 - £50.75
75th Percentile £67.75 - £56.25
90th Percentile £69.22 - £59.40
UK excluding London median hourly rate £64.00 - £50.75
% change year-on-year - - +45.00%

All Database & BI 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 contract job vacancies requiring database or business intelligence skills.

Contract vacancies with a requirement for database or business intelligence skills 7,393 5,414 7,287
As % of all contract IT jobs advertised in the UK 15.14% 18.90% 17.05%
Number of daily rates quoted 4,969 3,712 5,240
10th Percentile £350 £358 £350
25th Percentile £413 £419 £425
Median daily rate (50th Percentile) £500 £520 £525
Median % change year-on-year -3.85% -0.95% -3.67%
75th Percentile £600 £638 £650
90th Percentile £700 £763 £775
UK excluding London median daily rate £475 £478 £475
% change year-on-year -0.52% +0.53% -5.00%
Number of hourly rates quoted 229 96 150
10th Percentile £14.00 £19.42 £14.00
25th Percentile £23.00 £23.38 £20.82
Median hourly rate £43.00 £32.96 £40.00
Median % change year-on-year +30.46% -17.60% -31.73%
75th Percentile £71.50 £65.62 £60.50
90th Percentile £82.25 £76.88 £72.75
UK excluding London median hourly rate £40.50 £31.64 £35.00
% change year-on-year +28.00% -9.60% -38.54%

Data Lake
Job Vacancy Trend

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

Data Lake job vacancy trend in the UK

Data Lake
Daily Rate Trend

Contractor daily rate distribution trend for jobs in the UK citing Data Lake.

Contractor daily rate distribution trend for jobs in the UK citing Data Lake

Data Lake
Daily Rate Histogram

Daily rate distribution for jobs citing Data Lake over the 6 months to 28 May 2026.

Daily rate histogram for Data Lake in the UK

Data Lake
Hourly Rate Trend

Contractor hourly rate distribution trend for jobs in the UK citing Data Lake.

Contractor hourly rate distribution trend for jobs in the UK citing Data Lake

Data Lake
Hourly Rate Histogram

Hourly rate distribution of jobs citing Data Lake over the 6 months to 28 May 2026.

Hourly rate histogram for Data Lake in the UK

Data Lake
Top 16 Contract Job Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Lake within the UK over the 6 months to 28 May 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England -52 444 £575 -8.00% 109
London -27 304 £600 -17.24% 62
Work from Home -53 177 £525 -27.59% 54
UK excluding London -36 137 £519 +9.21% 67
Midlands -27 47 £600 +35.21% 15
North of England -58 41 £500 +5.26% 13
West Midlands -38 31 £600 +35.21% 10
Scotland +13 20 £500 -13.34% 5
South East -63 19 £425 -9.19% 23
North West -39 18 £500 +5.26% 7
East Midlands -13 16 £549 +37.25% 5
Yorkshire -46 16 £550 +25.71% 3
East of England -31 8 £575 -0.86% 4
North East -24 7 £463 - 3
South West -24 4 £500 -11.11% 5
Northern Ireland - 1 £430 -

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 84 (15.79%) Apache Spark
2 43 (8.08%) Apache
3 34 (6.39%) Apache Airflow
4 16 (3.01%) SAS
5 12 (2.26%) Confluence
6 2 (0.38%) Apache Synapse
6 2 (0.38%) Microsoft Exchange
6 2 (0.38%) nginx
6 2 (0.38%) SharePoint
7 1 (0.19%) Jupyter
Applications
1 3 (0.56%) Microsoft Excel
2 1 (0.19%) Microsoft PowerPoint
2 1 (0.19%) MS Visio
2 1 (0.19%) Spreadsheet
Business Applications
1 4 (0.75%) SAP S/4HANA
2 3 (0.56%) Infor M3
3 2 (0.38%) Loan IQ
4 1 (0.19%) Aladdin
4 1 (0.19%) Dynamics CRM
4 1 (0.19%) Endur
4 1 (0.19%) Salesforce CRM
4 1 (0.19%) SAP MDG
4 1 (0.19%) Sparx Enterprise Architect
Cloud Services
1 378 (71.05%) Azure
2 191 (35.90%) AWS
3 187 (35.15%) Power Platform
4 167 (31.39%) Azure Data Factory
5 161 (30.26%) Azure Synapse Analytics
6 94 (17.67%) Azure DevOps
7 88 (16.54%) GCP
8 84 (15.79%) GitHub
9 60 (11.28%) Serverless
10 50 (9.40%) Amazon S3
11 44 (8.27%) Snowflake
12 40 (7.52%) GitHub Actions
13 38 (7.14%) Microsoft Purview
14 31 (5.83%) Azure Functions
15 26 (4.89%) AWS CloudFormation
15 26 (4.89%) Azure Cosmos DB
15 26 (4.89%) Azure Key Vault
16 23 (4.32%) AWS Lambda
17 21 (3.95%) Collibra
18 17 (3.20%) dbt
Communications & Networking
1 9 (1.69%) HTTP
2 7 (1.32%) Firewall
3 2 (0.38%) Network Security
4 1 (0.19%) 4G
4 1 (0.19%) 5G
4 1 (0.19%) Ethernet
4 1 (0.19%) Kerberos
4 1 (0.19%) Modbus
4 1 (0.19%) Radio Access Network
4 1 (0.19%) SMS
4 1 (0.19%) VPN
Database & Business Intelligence
1 165 (31.02%) Data Warehouse
2 161 (30.26%) Power BI
3 78 (14.66%) Metadata
4 70 (13.16%) SQL Server
5 68 (12.78%) Azure SQL Database
6 65 (12.22%) Delta Lake
7 45 (8.46%) Amazon Redshift
8 38 (7.14%) Big Data
9 36 (6.77%) Amazon Athena
10 32 (6.02%) BigQuery
11 31 (5.83%) SQL Server Integration Services
12 29 (5.45%) NoSQL
13 26 (4.89%) Spark SQL
14 25 (4.70%) PostgreSQL
15 22 (4.14%) Hadoop
15 22 (4.14%) Relational Database
16 19 (3.57%) Mixpanel
16 19 (3.57%) Snowflake Schema
17 17 (3.20%) OLAP
18 16 (3.01%) Star Schema
Development Applications
1 65 (12.22%) Git
2 29 (5.45%) GitLab
3 17 (3.20%) JIRA
4 14 (2.63%) Jenkins
5 7 (1.32%) ER Studio
5 7 (1.32%) ERwin
6 6 (1.13%) MLflow
7 5 (0.94%) PowerDesigner
8 3 (0.56%) JMeter
9 2 (0.38%) Bitbucket
10 1 (0.19%) Hudson
10 1 (0.19%) Postman
10 1 (0.19%) Robot Framework
10 1 (0.19%) SonarQube
10 1 (0.19%) Visual Studio
General
1 126 (23.68%) Finance
2 115 (21.62%) Social Skills
3 67 (12.59%) Analytical Skills
4 44 (8.27%) Public Sector
5 18 (3.38%) Banking
6 16 (3.01%) Documentation Skills
7 10 (1.88%) Retail
8 9 (1.69%) Marketing
9 7 (1.32%) Influencing Skills
10 5 (0.94%) Manufacturing
10 5 (0.94%) Military
11 4 (0.75%) Inclusion and Diversity
11 4 (0.75%) Investment Banking
12 3 (0.56%) Financial Institution
13 2 (0.38%) Back Office
13 2 (0.38%) Front Office
13 2 (0.38%) General Ledger
13 2 (0.38%) Pharmaceutical
13 2 (0.38%) Publishing
13 2 (0.38%) Telecoms
Job Titles
1 189 (35.53%) Data Engineer
2 140 (26.32%) Architect
3 89 (16.73%) Data Architect
4 83 (15.60%) Senior
5 52 (9.77%) Senior Data Engineer
6 41 (7.71%) Azure Engineer
6 41 (7.71%) Lead
7 40 (7.52%) Solutions Architect
8 32 (6.02%) Developer
9 29 (5.45%) Azure Data Engineer
10 27 (5.08%) Principal Engineer
11 24 (4.51%) Cloud Architect
12 23 (4.32%) Analyst
13 21 (3.95%) Cloud Solutions Architect
14 20 (3.76%) Software Engineer
15 17 (3.20%) AWS Engineer
15 17 (3.20%) Azure Architect
15 17 (3.20%) Principal Software Engineer
16 16 (3.01%) Principal Data Engineer
17 15 (2.82%) Data Analyst
Libraries, Frameworks & Software Standards
1 106 (19.92%) PySpark
2 55 (10.34%) Kafka
3 31 (5.83%) REST
4 18 (3.38%) Great Expectations
5 15 (2.82%) Model Context Protocol
6 12 (2.26%) LangChain
6 12 (2.26%) LangGraph
6 12 (2.26%) XML
7 11 (2.07%) JSON
7 11 (2.07%) Pandas
8 10 (1.88%) Microsoft Graph
9 9 (1.69%) A2A Protocol
9 9 (1.69%) scikit-learn
9 9 (1.69%) YAML
10 8 (1.50%) PyTorch
11 7 (1.32%) Spark Streaming
11 7 (1.32%) TensorFlow
12 6 (1.13%) .NET
13 5 (0.94%) Middleware
13 5 (0.94%) React
Miscellaneous
1 81 (15.23%) Cloud Native
2 23 (4.32%) Distributed Systems
3 20 (3.76%) Data Structures
3 20 (3.76%) Legacy Systems
4 15 (2.82%) Product Ownership
5 13 (2.44%) Distributed Computing
6 12 (2.26%) Data Protection Act
6 12 (2.26%) IoT
7 11 (2.07%) Low-Code
7 11 (2.07%) Management Information System
8 9 (1.69%) Data Fabric
8 9 (1.69%) Reference Data
9 8 (1.50%) AI Agents
9 8 (1.50%) Analytical Mindset
9 8 (1.50%) Digital Media
10 5 (0.94%) Distributed Architecture
10 5 (0.94%) Fixed Income
10 5 (0.94%) Replication
10 5 (0.94%) Self-Motivation
11 4 (0.75%) Equities
Operating Systems
1 10 (1.88%) Linux
2 8 (1.50%) Unix
3 3 (0.56%) Windows
4 2 (0.38%) Red Hat Enterprise Linux
Processes & Methodologies
1 285 (53.57%) Analytics
2 276 (51.88%) ETL
3 241 (45.30%) Data Modelling
4 223 (41.92%) Data Pipeline
5 211 (39.66%) CI/CD
6 208 (39.10%) Data Engineering
7 188 (35.34%) Business Intelligence
8 182 (34.21%) DevOps
9 168 (31.58%) Data Governance
10 140 (26.32%) AI
11 138 (25.94%) Data Architecture
12 112 (21.05%) Agile
13 108 (20.30%) Migration
14 95 (17.86%) Machine Learning
15 81 (15.23%) Problem-Solving
16 76 (14.29%) Infrastructure as Code
17 69 (12.97%) Data Integration
18 68 (12.78%) Data Transformation
19 67 (12.59%) Validation
20 58 (10.90%) Stakeholder Management
Programming Languages
1 324 (60.90%) SQL
2 233 (43.80%) Python
3 43 (8.08%) Java
4 28 (5.26%) C#
5 22 (4.14%) Scala
5 22 (4.14%) T-SQL
6 16 (3.01%) Data Analysis Expressions
7 15 (2.82%) Bicep
7 15 (2.82%) PowerShell
8 8 (1.50%) Bash
9 6 (1.13%) PL/SQL
10 5 (0.94%) JavaScript
10 5 (0.94%) R
10 5 (0.94%) Shell Script
11 2 (0.38%) Ada
11 2 (0.38%) C++
12 1 (0.19%) ANSI SQL
12 1 (0.19%) C
12 1 (0.19%) SOQL
12 1 (0.19%) TypeScript
Qualifications
1 115 (21.62%) Security Cleared
2 92 (17.29%) SC Cleared
3 26 (4.89%) Azure Certification
4 21 (3.95%) Degree
5 14 (2.63%) Microsoft Certification
6 9 (1.69%) BPSS Clearance
6 9 (1.69%) Master's Degree
6 9 (1.69%) Microsoft Certified Professional
7 7 (1.32%) AWS Certification
7 7 (1.32%) TOGAF Certification
8 6 (1.13%) DV Cleared
9 5 (0.94%) CISM
9 5 (0.94%) CISSP
10 3 (0.56%) AWS Certified Solutions Architect
10 3 (0.56%) ISTQB
10 3 (0.56%) ISTQB Advanced Certification
11 2 (0.38%) Computer Science Degree
11 2 (0.38%) PMI Certification
11 2 (0.38%) PMP
11 2 (0.38%) SAP Certification
Quality Assurance & Compliance
1 174 (32.71%) Data Quality
2 58 (10.90%) GDPR
3 34 (6.39%) QA
4 7 (1.32%) Sarbanes-Oxley
5 6 (1.13%) Accessibility
6 5 (0.94%) PCI DSS
7 4 (0.75%) MiFID
7 4 (0.75%) NIST
8 3 (0.56%) Actionable Recommendations
8 3 (0.56%) California Consumer Privacy Act
9 2 (0.38%) HIPAA
9 2 (0.38%) IFRS
9 2 (0.38%) IFRS 9
9 2 (0.38%) PMO
10 1 (0.19%) Basel II
10 1 (0.19%) GRC
10 1 (0.19%) IFRS 17
10 1 (0.19%) ISO/IEC 27001
10 1 (0.19%) SOC 2
10 1 (0.19%) Solvency II
System Software
1 30 (5.64%) Docker
2 4 (0.75%) HDFS
Systems Management
1 92 (17.29%) Terraform
2 33 (6.20%) Kubernetes
3 9 (1.69%) Grafana
4 5 (0.94%) Ansible
5 3 (0.56%) Single Sign-On
6 2 (0.38%) Prometheus
7 1 (0.19%) Hadoop YARN
7 1 (0.19%) IBM Guardium
7 1 (0.19%) Oozie
Vendors
1 214 (40.23%) Databricks
2 154 (28.95%) Microsoft
3 42 (7.89%) Informatica
4 29 (5.45%) Oracle
5 27 (5.08%) Google
6 20 (3.76%) OpenAI
7 16 (3.01%) Talend
8 14 (2.63%) SAP
9 9 (1.69%) Denodo
10 7 (1.32%) Infor
11 6 (1.13%) Cloudera
11 6 (1.13%) Dynatrace
11 6 (1.13%) Salesforce
11 6 (1.13%) ServiceNow
12 4 (0.75%) BiZZdesign
12 4 (0.75%) CheckPoint
12 4 (0.75%) Fortinet
12 4 (0.75%) Greenplum
12 4 (0.75%) Hortonworks
13 3 (0.56%) Splunk