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 12 May 2026, with comparisons to the same periods in the previous two years.

6 months to
12 May 2026
Same period 2025 Same period 2024
Rank 229 189 190
Rank change year-on-year -40 +1 +16
Contract jobs citing Data Lake 515 429 517
As % of all contract jobs in the UK 1.08% 1.47% 1.20%
As % of the Database & Business Intelligence category 7.14% 7.75% 7.10%
Number of daily rates quoted 367 347 385
10th Percentile £405 £400 £413
25th Percentile £450 £473 £475
Median daily rate (50th Percentile) £540 £607 £575
Median % change year-on-year -11.04% +5.57% +0.44%
75th Percentile £647 £800 £850
90th Percentile £750 £938 £888
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -4.76%
Number of hourly rates quoted 6 2 3
10th Percentile £51.25 - £30.30
25th Percentile £57.25 - £34.13
Median hourly rate £64.00 £65.00 £40.50
Median % change year-on-year -1.54% +60.49% +15.71%
75th Percentile £67.75 - £51.00
90th Percentile £69.22 - £57.30
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 7,210 5,533 7,285
As % of all contract IT jobs advertised in the UK 15.18% 18.95% 16.94%
Number of daily rates quoted 4,864 3,812 5,210
10th Percentile £350 £358 £350
25th Percentile £413 £420 £425
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -2.78%
75th Percentile £600 £638 £650
90th Percentile £700 £763 £775
UK excluding London median daily rate £475 £481 £475
% change year-on-year -1.14% +1.16% -5.00%
Number of hourly rates quoted 210 98 145
10th Percentile £16.70 £20.47 £14.00
25th Percentile £26.50 £23.69 £20.98
Median hourly rate £47.54 £33.81 £40.00
Median % change year-on-year +40.63% -15.49% -33.33%
75th Percentile £73.94 £65.62 £61.60
90th Percentile £82.25 £76.63 £74.00
UK excluding London median hourly rate £47.54 £31.64 £40.00
% change year-on-year +50.25% -20.90% -29.76%

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 12 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 12 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 12 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 -80 422 £550 -15.38% 91
London -41 299 £600 -11.11% 60
Work from Home -88 164 £524 -25.18% 54
UK excluding London -65 123 £500 +5.26% 50
Midlands -33 38 £513 +17.14% 5
North of England -60 38 £500 +9.59% 12
West Midlands -52 25 £513 +15.49% 4
Scotland +12 19 £450 -23.60% 7
South East -61 18 £442 -6.95% 17
North West -39 17 £500 +5.26% 7
Yorkshire -44 14 £550 +25.71% 4
East Midlands -23 13 £475 +18.75% 1
North East -19 7 £463 +29.19% 1
East of England -29 7 £575 -0.86% 2
South West -33 3 £475 -15.56% 4
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 81 (15.73%) Apache Spark
2 46 (8.93%) Apache
3 37 (7.18%) Apache Airflow
4 12 (2.33%) Confluence
4 12 (2.33%) SAS
5 3 (0.58%) SharePoint
6 2 (0.39%) Apache Synapse
6 2 (0.39%) Microsoft Exchange
6 2 (0.39%) nginx
7 1 (0.19%) Jupyter
Applications
1 4 (0.78%) Microsoft Excel
2 2 (0.39%) Microsoft PowerPoint
2 2 (0.39%) MS Visio
3 1 (0.19%) Chatbot
3 1 (0.19%) Spreadsheet
Business Applications
1 6 (1.17%) SAP S/4HANA
2 3 (0.58%) Infor M3
3 2 (0.39%) Loan IQ
4 1 (0.19%) Dynamics CRM
4 1 (0.19%) SAP MDG
Cloud Services
1 364 (70.68%) Azure
2 189 (36.70%) Power Platform
3 173 (33.59%) AWS
4 166 (32.23%) Azure Synapse Analytics
5 162 (31.46%) Azure Data Factory
6 90 (17.48%) Azure DevOps
7 83 (16.12%) GitHub
8 77 (14.95%) GCP
9 61 (11.84%) Serverless
10 52 (10.10%) Amazon S3
11 38 (7.38%) GitHub Actions
12 37 (7.18%) Microsoft Purview
13 35 (6.80%) Snowflake
14 32 (6.21%) AWS CloudFormation
15 31 (6.02%) Azure Functions
16 27 (5.24%) Azure Key Vault
17 26 (5.05%) Azure Cosmos DB
18 24 (4.66%) AWS Lambda
19 23 (4.47%) Collibra
20 18 (3.50%) Amazon SQS
Communications & Networking
1 9 (1.75%) HTTP
2 7 (1.36%) Firewall
3 2 (0.39%) Kerberos
3 2 (0.39%) Network Security
3 2 (0.39%) VPN
4 1 (0.19%) 4G
4 1 (0.19%) 5G
4 1 (0.19%) Ethernet
4 1 (0.19%) Hyperconnected
4 1 (0.19%) InfiniBand
4 1 (0.19%) Modbus
4 1 (0.19%) SMS
Database & Business Intelligence
1 162 (31.46%) Power BI
2 159 (30.87%) Data Warehouse
3 75 (14.56%) Metadata
4 69 (13.40%) SQL Server
5 66 (12.82%) Azure SQL Database
5 66 (12.82%) Delta Lake
6 40 (7.77%) Amazon Redshift
7 39 (7.57%) Amazon Athena
8 33 (6.41%) Big Data
9 32 (6.21%) SQL Server Integration Services
10 26 (5.05%) PostgreSQL
11 25 (4.85%) BigQuery
11 25 (4.85%) NoSQL
11 25 (4.85%) Spark SQL
12 22 (4.27%) Relational Database
13 21 (4.08%) Hadoop
14 20 (3.88%) Mixpanel
15 18 (3.50%) OLAP
15 18 (3.50%) Snowflake Schema
16 16 (3.11%) Star Schema
Development Applications
1 59 (11.46%) Git
2 30 (5.83%) GitLab
3 17 (3.30%) JIRA
4 11 (2.14%) Jenkins
5 10 (1.94%) MLflow
6 6 (1.17%) ER Studio
6 6 (1.17%) ERwin
7 4 (0.78%) PowerDesigner
8 3 (0.58%) JMeter
9 2 (0.39%) Bitbucket
10 1 (0.19%) Hudson
10 1 (0.19%) SQL Server Management Studio (SSMS)
General
1 125 (24.27%) Finance
2 102 (19.81%) Social Skills
3 56 (10.87%) Analytical Skills
4 43 (8.35%) Public Sector
5 18 (3.50%) Banking
6 13 (2.52%) Documentation Skills
7 9 (1.75%) Influencing Skills
7 9 (1.75%) Retail
8 6 (1.17%) Marketing
9 5 (0.97%) Manufacturing
9 5 (0.97%) Military
10 3 (0.58%) Financial Institution
10 3 (0.58%) Inclusion and Diversity
10 3 (0.58%) Investment Banking
10 3 (0.58%) Pharmaceutical
11 2 (0.39%) Back Office
11 2 (0.39%) Front Office
11 2 (0.39%) General Ledger
11 2 (0.39%) Presentation Skills
11 2 (0.39%) Telecoms
Job Titles
1 184 (35.73%) Data Engineer
2 128 (24.85%) Architect
3 78 (15.15%) Data Architect
4 75 (14.56%) Senior
5 47 (9.13%) Senior Data Engineer
6 44 (8.54%) Azure Engineer
6 44 (8.54%) Lead
7 37 (7.18%) Solutions Architect
8 33 (6.41%) Developer
9 30 (5.83%) Azure Data Engineer
10 29 (5.63%) Principal Engineer
11 22 (4.27%) Cloud Architect
11 22 (4.27%) Software Engineer
12 21 (4.08%) Cloud Solutions Architect
13 19 (3.69%) Analyst
13 19 (3.69%) Principal Software Engineer
14 18 (3.50%) AWS Engineer
15 17 (3.30%) Azure Architect
15 17 (3.30%) Principal Data Engineer
16 14 (2.72%) Azure Data Architect
Libraries, Frameworks & Software Standards
1 108 (20.97%) PySpark
2 56 (10.87%) Kafka
3 27 (5.24%) REST
4 18 (3.50%) Great Expectations
5 15 (2.91%) Model Context Protocol
6 13 (2.52%) JSON
7 12 (2.33%) LangChain
7 12 (2.33%) LangGraph
8 11 (2.14%) Microsoft Graph
8 11 (2.14%) XML
9 9 (1.75%) A2A Protocol
9 9 (1.75%) YAML
10 8 (1.55%) Pandas
10 8 (1.55%) Spark Streaming
11 7 (1.36%) PyTorch
11 7 (1.36%) scikit-learn
12 5 (0.97%) FastAPI
12 5 (0.97%) Node.js
12 5 (0.97%) TensorFlow
13 4 (0.78%) Middleware
Miscellaneous
1 76 (14.76%) Cloud Native
2 23 (4.47%) Data Structures
3 20 (3.88%) Legacy Systems
4 18 (3.50%) Distributed Systems
5 15 (2.91%) Distributed Computing
5 15 (2.91%) IoT
6 14 (2.72%) Product Ownership
7 11 (2.14%) Low-Code
8 10 (1.94%) Data Protection Act
9 9 (1.75%) Management Information System
10 8 (1.55%) Analytical Mindset
10 8 (1.55%) Data Fabric
10 8 (1.55%) Digital Media
11 6 (1.17%) AI Agents
11 6 (1.17%) Reference Data
12 5 (0.97%) Algorithms
12 5 (0.97%) Replication
12 5 (0.97%) Self-Motivation
13 4 (0.78%) Fixed Income
13 4 (0.78%) Onboarding
Operating Systems
1 12 (2.33%) Linux
2 9 (1.75%) Unix
3 4 (0.78%) Windows
4 2 (0.39%) Red Hat Enterprise Linux
Processes & Methodologies
1 283 (54.95%) Analytics
2 263 (51.07%) ETL
3 234 (45.44%) Data Modelling
4 220 (42.72%) Data Pipeline
5 207 (40.19%) CI/CD
6 205 (39.81%) Data Engineering
7 190 (36.89%) Business Intelligence
8 172 (33.40%) DevOps
9 163 (31.65%) Data Governance
10 130 (25.24%) AI
10 130 (25.24%) Data Architecture
11 106 (20.58%) Agile
12 102 (19.81%) Migration
13 91 (17.67%) Machine Learning
14 79 (15.34%) Infrastructure as Code
15 75 (14.56%) Problem-Solving
16 66 (12.82%) Data Integration
16 66 (12.82%) Data Transformation
17 57 (11.07%) Validation
18 55 (10.68%) Data Science
Programming Languages
1 310 (60.19%) SQL
2 233 (45.24%) Python
3 37 (7.18%) Java
4 28 (5.44%) C#
5 22 (4.27%) Scala
5 22 (4.27%) T-SQL
6 18 (3.50%) Data Analysis Expressions
7 17 (3.30%) Bicep
7 17 (3.30%) PowerShell
8 7 (1.36%) Bash
9 6 (1.17%) PL/SQL
10 5 (0.97%) JavaScript
10 5 (0.97%) R
10 5 (0.97%) Shell Script
11 2 (0.39%) Ada
11 2 (0.39%) C++
12 1 (0.19%) ANSI SQL
12 1 (0.19%) C
12 1 (0.19%) Perl
12 1 (0.19%) TypeScript
Qualifications
1 106 (20.58%) Security Cleared
2 83 (16.12%) SC Cleared
3 24 (4.66%) Azure Certification
4 22 (4.27%) Degree
5 14 (2.72%) Microsoft Certification
6 10 (1.94%) Master's Degree
7 9 (1.75%) BPSS Clearance
7 9 (1.75%) Microsoft Certified Professional
8 7 (1.36%) TOGAF Certification
9 6 (1.17%) AWS Certification
10 5 (0.97%) CISM
10 5 (0.97%) CISSP
11 4 (0.78%) DV Cleared
12 3 (0.58%) AWS Certified Solutions Architect
12 3 (0.58%) ISTQB
12 3 (0.58%) ISTQB Advanced Certification
13 2 (0.39%) Computer Science Degree
13 2 (0.39%) PMI Certification
13 2 (0.39%) PMP
13 2 (0.39%) SAP Certification
Quality Assurance & Compliance
1 161 (31.26%) Data Quality
2 59 (11.46%) GDPR
3 29 (5.63%) QA
4 7 (1.36%) Sarbanes-Oxley
5 6 (1.17%) Accessibility
5 6 (1.17%) PCI DSS
6 4 (0.78%) NIST
7 3 (0.58%) Actionable Recommendations
7 3 (0.58%) California Consumer Privacy Act
7 3 (0.58%) HIPAA
7 3 (0.58%) MiFID
8 2 (0.39%) IFRS
8 2 (0.39%) IFRS 9
8 2 (0.39%) PMO
9 1 (0.19%) Basel II
9 1 (0.19%) GRC
9 1 (0.19%) IFRS 17
9 1 (0.19%) ISO/IEC 27001
9 1 (0.19%) SOC 2
9 1 (0.19%) Solvency II
System Software
1 31 (6.02%) Docker
2 5 (0.97%) HDFS
3 1 (0.19%) Lustre
3 1 (0.19%) NFS
Systems Management
1 95 (18.45%) Terraform
2 33 (6.41%) Kubernetes
3 9 (1.75%) Grafana
4 5 (0.97%) Ansible
5 2 (0.39%) Prometheus
5 2 (0.39%) Single Sign-On
6 1 (0.19%) Hadoop YARN
6 1 (0.19%) IBM Guardium
6 1 (0.19%) Oozie
6 1 (0.19%) Oracle ZFS
6 1 (0.19%) Progress Chef
6 1 (0.19%) Puppet
6 1 (0.19%) Salt
6 1 (0.19%) SELinux
Vendors
1 213 (41.36%) Databricks
2 155 (30.10%) Microsoft
3 42 (8.16%) Informatica
4 26 (5.05%) Google
4 26 (5.05%) Oracle
5 18 (3.50%) OpenAI
6 17 (3.30%) SAP
7 15 (2.91%) Talend
8 9 (1.75%) Denodo
9 7 (1.36%) Cloudera
9 7 (1.36%) Infor
10 6 (1.17%) Dynatrace
10 6 (1.17%) ServiceNow
11 5 (0.97%) Salesforce
12 4 (0.78%) BiZZdesign
12 4 (0.78%) CheckPoint
12 4 (0.78%) Fortinet
12 4 (0.78%) Greenplum
12 4 (0.78%) Hortonworks
13 3 (0.58%) Splunk