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 23 July 2026, with comparisons to the same periods in the previous two years.

6 months to
23 Jul 2026
Same period 2025 Same period 2024
Rank 235 246 156
Rank change year-on-year +11 -90 +52
Contract jobs citing Data Lake 569 366 648
As % of all contract jobs in the UK 1.08% 1.12% 1.58%
As % of the Database & Business Intelligence category 7.02% 6.14% 8.81%
Number of daily rates quoted 420 272 528
10th Percentile £408 £400 £425
25th Percentile £463 £463 £500
Median daily rate (50th Percentile) £550 £569 £673
Median % change year-on-year -3.34% -15.39% +16.96%
75th Percentile £650 £753 £850
90th Percentile £750 £825 £888
UK excluding London median daily rate £525 £475 £500
% change year-on-year +10.53% -5.00% -5.66%
Number of hourly rates quoted 6 0 1
10th Percentile £51.25 - -
25th Percentile £57.25 - -
Median hourly rate £64.00 - £40.50
75th Percentile £67.75 - -
90th Percentile £69.22 - -
UK excluding London median hourly rate £64.00 - £40.50
% change year-on-year - - +15.71%

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 8,109 5,957 7,356
As % of all contract IT jobs advertised in the UK 15.38% 18.24% 17.91%
Number of daily rates quoted 5,360 4,029 5,243
10th Percentile £350 £350 £350
25th Percentile £413 £413 £425
Median daily rate (50th Percentile) £500 £510 £525
Median % change year-on-year -1.96% -2.86% -2.33%
75th Percentile £600 £625 £650
90th Percentile £700 £750 £799
UK excluding London median daily rate £475 £475 £475
% change year-on-year - - -5.00%
Number of hourly rates quoted 256 96 114
10th Percentile £16.35 £19.42 £14.08
25th Percentile £24.85 £25.99 £20.19
Median hourly rate £41.36 £38.48 £38.00
Median % change year-on-year +7.48% +1.26% -30.91%
75th Percentile £63.81 £65.25 £56.88
90th Percentile £77.00 £78.10 £72.20
UK excluding London median hourly rate £39.50 £32.05 £30.00
% change year-on-year +23.24% +6.83% -42.86%

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 23 July 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 23 July 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 23 July 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 -26 473 £575 - 149
London -27 294 £575 -11.54% 90
Work from Home -32 209 £538 -17.31% 72
UK excluding London -9 177 £525 +10.53% 82
Midlands -3 65 £600 +39.53% 22
North of England -48 50 £510 +7.37% 16
West Midlands -17 48 £600 +41.18% 17
North West -34 28 £500 - 8
Scotland +13 21 £409 -29.12% 5
Yorkshire -39 19 £550 +22.09% 3
South East -78 19 £463 +1.65% 23
East Midlands -2 17 £525 +28.05% 5
South West -26 14 £600 +26.32% 12
East of England -29 10 £575 -0.86% 2
North East -36 3 £463 - 5
Wales -16 1 £325 -35.00% 3

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 81 (14.24%) Apache Spark
2 49 (8.61%) Apache
3 42 (7.38%) Apache Airflow
4 29 (5.10%) SAS
5 20 (3.51%) Confluence
6 2 (0.35%) Apache Synapse
6 2 (0.35%) ArcGIS
6 2 (0.35%) Jupyter
6 2 (0.35%) nginx
6 2 (0.35%) Palantir Foundry
6 2 (0.35%) SharePoint
7 1 (0.18%) Apache Superset
7 1 (0.18%) JBoss
7 1 (0.18%) Microsoft Exchange
7 1 (0.18%) Oracle Coherence
Applications
1 6 (1.05%) Microsoft Excel
2 1 (0.18%) Microsoft PowerPoint
Business Applications
1 5 (0.88%) SAP S/4HANA
2 4 (0.70%) Sparx Enterprise Architect
3 3 (0.53%) Adobe Campaign
3 3 (0.53%) Salesforce CRM
4 2 (0.35%) Aladdin
4 2 (0.35%) Endur
4 2 (0.35%) Infor M3
4 2 (0.35%) Loan IQ
4 2 (0.35%) SAP MDG
4 2 (0.35%) Temenos T24
5 1 (0.18%) Dynamics CRM
Cloud Services
1 360 (63.27%) Azure
2 203 (35.68%) AWS
3 170 (29.88%) Power Platform
4 140 (24.60%) Azure Data Factory
5 128 (22.50%) Azure Synapse Analytics
6 95 (16.70%) GCP
7 80 (14.06%) Azure DevOps
8 73 (12.83%) Snowflake
9 63 (11.07%) Amazon S3
10 61 (10.72%) GitHub
11 58 (10.19%) Serverless
12 38 (6.68%) AWS Lambda
13 31 (5.45%) GitHub Actions
14 29 (5.10%) Azure Cosmos DB
15 27 (4.75%) dbt
16 23 (4.04%) Microsoft Purview
17 22 (3.87%) Amazon EMR
18 20 (3.51%) AWS CloudFormation
18 20 (3.51%) Azure Key Vault
19 19 (3.34%) Azure Monitor
Communications & Networking
1 9 (1.58%) Firewall
1 9 (1.58%) HTTP
2 6 (1.05%) DNS
3 5 (0.88%) WAN
4 4 (0.70%) Network Security
5 3 (0.53%) Broadband
6 2 (0.35%) DSL
6 2 (0.35%) Modbus
7 1 (0.18%) 4G
7 1 (0.18%) 5G
7 1 (0.18%) AMQP
7 1 (0.18%) IPsec
7 1 (0.18%) LoRaWAN
7 1 (0.18%) MQTT
7 1 (0.18%) OpenVPN
7 1 (0.18%) Radio Access Network
7 1 (0.18%) Reverse Proxy
7 1 (0.18%) SMS
7 1 (0.18%) VPN
7 1 (0.18%) X.509
Database & Business Intelligence
1 209 (36.73%) Data Warehouse
2 152 (26.71%) Power BI
3 80 (14.06%) Metadata
4 62 (10.90%) Amazon Redshift
5 61 (10.72%) Azure SQL Database
6 47 (8.26%) SQL Server
7 46 (8.08%) Delta Lake
8 44 (7.73%) Big Data
9 42 (7.38%) Amazon Athena
10 33 (5.80%) BigQuery
11 30 (5.27%) PostgreSQL
12 27 (4.75%) NoSQL
13 26 (4.57%) Enterprise Data Warehouse
14 24 (4.22%) Relational Database
15 23 (4.04%) SQL Server Integration Services
16 22 (3.87%) Hadoop
17 20 (3.51%) Snowflake Schema
17 20 (3.51%) Tableau
18 18 (3.16%) Star Schema
19 14 (2.46%) Amazon RDS
Development Applications
1 57 (10.02%) Git
2 25 (4.39%) GitLab
3 24 (4.22%) JIRA
4 19 (3.34%) Jenkins
5 6 (1.05%) ER Studio
5 6 (1.05%) ERwin
6 5 (0.88%) MLflow
6 5 (0.88%) PowerDesigner
7 4 (0.70%) JUnit
8 2 (0.35%) Bitbucket
8 2 (0.35%) Sonatype Nexus
9 1 (0.18%) Hudson
9 1 (0.18%) Postman
9 1 (0.18%) Robot Framework
9 1 (0.18%) SonarQube
9 1 (0.18%) Visual Studio
General
1 142 (24.96%) Finance
2 125 (21.97%) Social Skills
3 70 (12.30%) Analytical Skills
4 58 (10.19%) Public Sector
5 37 (6.50%) Banking
6 23 (4.04%) Marketing
7 19 (3.34%) Retail
8 18 (3.16%) Documentation Skills
9 12 (2.11%) Manufacturing
10 8 (1.41%) Influencing Skills
11 7 (1.23%) Financial Institution
12 6 (1.05%) Inclusion and Diversity
12 6 (1.05%) Military
12 6 (1.05%) Police
13 4 (0.70%) Investment Banking
13 4 (0.70%) Publishing
14 3 (0.53%) Legal
14 3 (0.53%) Telecoms
15 2 (0.35%) Automotive
15 2 (0.35%) Law
Job Titles
1 183 (32.16%) Architect
2 176 (30.93%) Data Engineer
3 109 (19.16%) Data Architect
4 88 (15.47%) Senior
5 56 (9.84%) Solutions Architect
6 46 (8.08%) Azure Engineer
6 46 (8.08%) Senior Data Engineer
7 44 (7.73%) Lead
8 37 (6.50%) Analyst
8 37 (6.50%) Azure Data Engineer
9 35 (6.15%) Developer
10 28 (4.92%) Cloud Architect
11 25 (4.39%) Azure Architect
11 25 (4.39%) Data Analyst
12 21 (3.69%) AWS Engineer
13 20 (3.51%) Cloud Solutions Architect
14 19 (3.34%) Business Analyst
15 18 (3.16%) Data Business Analyst
15 18 (3.16%) Principal Engineer
16 16 (2.81%) Lead Data Engineer
Libraries, Frameworks & Software Standards
1 82 (14.41%) PySpark
2 56 (9.84%) Kafka
3 25 (4.39%) REST
4 12 (2.11%) JSON
5 11 (1.93%) Great Expectations
5 11 (1.93%) YAML
6 10 (1.76%) Middleware
6 10 (1.76%) Spring Boot
6 10 (1.76%) XML
7 9 (1.58%) Model Context Protocol
7 9 (1.58%) Spring
8 8 (1.41%) React
9 7 (1.23%) FastAPI
10 6 (1.05%) .NET
10 6 (1.05%) ARM Templates
10 6 (1.05%) Node.js
11 5 (0.88%) HTML
11 5 (0.88%) LangChain
11 5 (0.88%) PyTorch
11 5 (0.88%) scikit-learn
Miscellaneous
1 84 (14.76%) Cloud Native
2 39 (6.85%) Data Structures
3 29 (5.10%) Distributed Systems
4 27 (4.75%) Legacy Systems
5 26 (4.57%) Product Ownership
6 15 (2.64%) IoT
7 12 (2.11%) Data Fabric
7 12 (2.11%) Data Protection Act
8 11 (1.93%) Low-Code
8 11 (1.93%) Onboarding
9 10 (1.76%) AI Agents
9 10 (1.76%) Management Information System
9 10 (1.76%) Reference Data
10 8 (1.41%) Digital Media
10 8 (1.41%) Marketing Technology
11 6 (1.05%) Enterprise Cloud
11 6 (1.05%) Enterprise Software
11 6 (1.05%) Reinsurance
11 6 (1.05%) Self-Motivation
12 5 (0.88%) Distributed Architecture
Operating Systems
1 17 (2.99%) Linux
2 12 (2.11%) Unix
3 5 (0.88%) Red Hat Enterprise Linux
4 3 (0.53%) Ubuntu
5 2 (0.35%) Windows
6 1 (0.18%) VMS
Processes & Methodologies
1 300 (52.72%) Analytics
2 257 (45.17%) ETL
3 247 (43.41%) Data Modelling
4 243 (42.71%) Data Pipeline
5 221 (38.84%) Data Engineering
6 199 (34.97%) CI/CD
7 194 (34.09%) Business Intelligence
8 190 (33.39%) Data Governance
9 160 (28.12%) Data Architecture
10 152 (26.71%) DevOps
11 145 (25.48%) AI
12 141 (24.78%) Agile
13 140 (24.60%) Migration
14 95 (16.70%) Machine Learning
15 94 (16.52%) Data Transformation
16 90 (15.82%) Problem-Solving
17 85 (14.94%) Stakeholder Management
17 85 (14.94%) Validation
18 84 (14.76%) Data Integration
19 73 (12.83%) Infrastructure as Code
Programming Languages
1 318 (55.89%) SQL
2 204 (35.85%) Python
3 39 (6.85%) Java
4 21 (3.69%) Data Analysis Expressions
5 20 (3.51%) Scala
6 19 (3.34%) C#
7 17 (2.99%) PowerShell
8 14 (2.46%) Bicep
8 14 (2.46%) T-SQL
9 11 (1.93%) Shell Script
10 10 (1.76%) Bash
10 10 (1.76%) JavaScript
11 8 (1.41%) PL/SQL
12 5 (0.88%) TypeScript
13 4 (0.70%) R
14 2 (0.35%) Cypher
14 2 (0.35%) SHACL
14 2 (0.35%) SOQL
15 1 (0.18%) Ada
15 1 (0.18%) C
Qualifications
1 132 (23.20%) Security Cleared
2 107 (18.80%) SC Cleared
3 26 (4.57%) Azure Certification
4 22 (3.87%) Degree
5 14 (2.46%) BPSS Clearance
6 12 (2.11%) Master's Degree
7 11 (1.93%) DV Cleared
8 8 (1.41%) AWS Certification
9 6 (1.05%) CISM
9 6 (1.05%) CISSP
9 6 (1.05%) Computer Science Degree
9 6 (1.05%) Microsoft Certification
10 5 (0.88%) Microsoft Certified Professional
10 5 (0.88%) TOGAF Certification
11 4 (0.70%) CSPO
12 3 (0.53%) (ISC)2 CCSP
12 3 (0.53%) AWS Certified Solutions Architect
12 3 (0.53%) CCSP
12 3 (0.53%) Cisco Certification
12 3 (0.53%) ISO 27001 Lead Auditor
Quality Assurance & Compliance
1 188 (33.04%) Data Quality
2 59 (10.37%) GDPR
3 29 (5.10%) QA
4 7 (1.23%) Accessibility
5 6 (1.05%) ISO/IEC 27001
5 6 (1.05%) NIST
5 6 (1.05%) PCI DSS
5 6 (1.05%) Solvency II
6 5 (0.88%) GRC
7 4 (0.70%) IFRS
7 4 (0.70%) MiFID
8 3 (0.53%) Actionable Recommendations
8 3 (0.53%) IFRS 17
8 3 (0.53%) PMO
8 3 (0.53%) SLA
9 2 (0.35%) California Consumer Privacy Act
9 2 (0.35%) IFRS 9
10 1 (0.18%) Cyber Essentials
10 1 (0.18%) Cyber Essentials PLUS
10 1 (0.18%) NCSC
System Software
1 31 (5.45%) Docker
2 9 (1.58%) Active Directory
3 8 (1.41%) Virtual Machines
4 5 (0.88%) Virtual Desktop
5 3 (0.53%) HDFS
Systems Management
1 82 (14.41%) Terraform
2 41 (7.21%) Kubernetes
3 12 (2.11%) Grafana
4 8 (1.41%) Ansible
5 4 (0.70%) Prometheus
5 4 (0.70%) Single Sign-On
6 3 (0.53%) Argo
7 2 (0.35%) Puppet
8 1 (0.18%) Hadoop YARN
8 1 (0.18%) IBM Guardium
8 1 (0.18%) Oozie
8 1 (0.18%) QRadar
Vendors
1 197 (34.62%) Databricks
2 132 (23.20%) Microsoft
3 43 (7.56%) Informatica
4 32 (5.62%) Oracle
5 29 (5.10%) Google
6 18 (3.16%) OpenAI
6 18 (3.16%) SAP
7 17 (2.99%) Talend
8 10 (1.76%) Denodo
8 10 (1.76%) Salesforce
9 9 (1.58%) Cloudera
10 8 (1.41%) Adobe
11 6 (1.05%) Dynatrace
11 6 (1.05%) Infor
12 5 (0.88%) IBM
13 4 (0.70%) Hortonworks
13 4 (0.70%) Red Hat
13 4 (0.70%) Sparx
13 4 (0.70%) Splunk
14 3 (0.53%) BiZZdesign