Data Lake Contracts with Hybrid/Remote/WFH Options

Data Lakes
UK > Work from Home

The table below provides summary statistics for remote or hybrid contract work requiring Data Lake skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Data Lake over the 6 months leading up to 3 May 2025, comparing them to the same period in the previous two years.

6 months to
3 May 2025
Same period 2024 Same period 2023
Rank 107 148 193
Rank change year-on-year +41 +45 -22
Contract jobs citing Data Lake 243 222 326
As % of all contract jobs with a WFH option 2.46% 1.46% 1.27%
As % of the Database & Business Intelligence category 11.56% 7.64% 6.65%
Number of daily rates quoted 223 164 254
10th Percentile £419 £413 £413
25th Percentile £537 £500 £475
Median daily rate (50th Percentile) £700 £675 £550
Median % change year-on-year +3.70% +22.73% -
75th Percentile £888 £850 £675
90th Percentile £938 £888 £738
UK median daily rate £600 £560 £573
% change year-on-year +7.14% -2.18% -0.43%
Number of hourly rates quoted 2 1 0
Median hourly rate £65.00 £61.00 -
Median % change year-on-year +6.56% - -
UK median hourly rate £65.00 £40.50 £35.00
% change year-on-year +60.49% +15.71% -

All Database and Business Intelligence Skills
Work from Home

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 with remote or hybrid options requiring database or business intelligence skills.

Contract vacancies with a requirement for database or business intelligence skills 2,102 2,904 4,902
As % of all contract jobs with a WFH option 21.24% 19.04% 19.10%
Number of daily rates quoted 1,491 2,139 3,576
10th Percentile £363 £356 £385
25th Percentile £425 £425 £450
Median daily rate (50th Percentile) £525 £510 £525
Median % change year-on-year +2.94% -2.86% -
75th Percentile £685 £650 £650
90th Percentile £838 £750 £750
UK median daily rate £525 £525 £540
% change year-on-year - -2.78% -1.82%
Number of hourly rates quoted 21 37 83
10th Percentile £22.50 £20.06 £22.20
25th Percentile £30.00 £22.61 £41.75
Median hourly rate £63.00 £40.00 £65.00
Median % change year-on-year +57.50% -38.46% +44.44%
75th Percentile £66.00 £61.50 £75.00
90th Percentile £92.50 £70.25 £85.00
UK median hourly rate £32.81 £40.00 £57.50
% change year-on-year -17.98% -30.43% +35.29%

Data Lake
Trend for Jobs with a WFH Option

Job vacancies with remote working options citing Data Lake as a proportion of all IT jobs advertised.

Data Lake trend for jobs with Hybrid/Remote/WFH options

Data Lake
Daily Rate Trend for Jobs with a WFH Option

3-month moving average daily rate quoted in job vacancies with remote working options citing Data Lake.

Data Lake daily rate for jobs with a WFH option

Data Lake
Daily Rate Histogram for Jobs with a WFH Option

Daily rate distribution for jobs with remote working options citing Data Lake over the 6 months to 3 May 2025.

Data Lake daily rate histogram for jobs with a WFH option

Data Lake
Hourly Rate Trend for Jobs with a WFH Option

3-month moving average hourly rate quoted in job vacancies with remote working options citing Data Lake.

Data Lake hourly rate for jobs with a WFH option

Data Lake
Co-occurring Skills and Capabilities with WFH Options 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 46 (18.93%) Apache Airflow
2 37 (15.23%) Apache
3 9 (3.70%) Apache Spark
4 7 (2.88%) Confluence
5 1 (0.41%) Jupyter
5 1 (0.41%) SharePoint
Applications
1 3 (1.23%) Microsoft Project
2 2 (0.82%) Microsoft Excel
2 2 (0.82%) MS Visio
2 2 (0.82%) Trello
3 1 (0.41%) Microsoft Office
Business Applications
1 2 (0.82%) Aladdin
2 1 (0.41%) Sparx Enterprise Architect
Cloud Services
1 89 (36.63%) Azure
2 86 (35.39%) AWS
3 46 (18.93%) Snowflake
4 45 (18.52%) GCP
5 44 (18.11%) dbt
6 41 (16.87%) Power Platform
7 33 (13.58%) Azure Data Factory
8 26 (10.70%) Dagster
9 21 (8.64%) Azure Machine Learning
10 19 (7.82%) Amazon ECS
11 17 (7.00%) Amazon EC2
11 17 (7.00%) Amazon EKS
12 13 (5.35%) Azure Synapse Analytics
13 8 (3.29%) PowerApps
14 7 (2.88%) Azure Cosmos DB
14 7 (2.88%) Microsoft Purview
14 7 (2.88%) Power Automate
15 6 (2.47%) Amazon S3
15 6 (2.47%) Serverless
16 5 (2.06%) AWS Lambda
Communications & Networking
1 4 (1.65%) DNS
1 4 (1.65%) Firewall
1 4 (1.65%) TCP/IP
1 4 (1.65%) VPN
2 1 (0.41%) SMS
Database & Business Intelligence
1 48 (19.75%) Data Warehouse
2 43 (17.70%) Amazon Athena
2 43 (17.70%) Apache Iceberg
3 42 (17.28%) Dremio
4 36 (14.81%) Power BI
5 31 (12.76%) Apache Arrow
5 31 (12.76%) Apache Ignite
6 19 (7.82%) Neo4j
7 18 (7.41%) Big Data
8 15 (6.17%) Metadata
9 13 (5.35%) NoSQL
10 12 (4.94%) Hadoop
11 10 (4.12%) Azure SQL Database
12 9 (3.70%) Relational Database
13 7 (2.88%) SQL Server
14 6 (2.47%) RDBMS
15 5 (2.06%) Delta Lake
15 5 (2.06%) PostgreSQL
15 5 (2.06%) SQL Server Integration Services
16 4 (1.65%) Elasticsearch
Development Applications
1 9 (3.70%) ERwin
2 6 (2.47%) JIRA
3 5 (2.06%) ER Studio
4 4 (1.65%) Jenkins
5 3 (1.23%) Git
6 2 (0.82%) GitLab
6 2 (0.82%) MLflow
7 1 (0.41%) Hudson
7 1 (0.41%) JMeter
General
1 140 (57.61%) Finance
2 133 (54.73%) Front Office
3 51 (20.99%) Banking
4 31 (12.76%) Investment Banking
5 22 (9.05%) Social Skills
6 21 (8.64%) Analytical Skills
7 19 (7.82%) Public Sector
8 8 (3.29%) Retail
9 4 (1.65%) Documentation Skills
9 4 (1.65%) Influencing Skills
9 4 (1.65%) Legal
9 4 (1.65%) Pharmaceutical
9 4 (1.65%) Presentation Skills
10 2 (0.82%) Law
10 2 (0.82%) Manufacturing
11 1 (0.41%) Inclusion and Diversity
11 1 (0.41%) Local Government
11 1 (0.41%) Military
11 1 (0.41%) Organisational Skills
11 1 (0.41%) Telecoms
Job Titles
1 47 (19.34%) Data Engineer
2 37 (15.23%) AWS Engineer
2 37 (15.23%) Head of Finance
3 32 (13.17%) Senior
4 31 (12.76%) AWS Software Engineer
4 31 (12.76%) Lead
4 31 (12.76%) Software Engineer
5 29 (11.93%) Architect
5 29 (11.93%) Python Engineer
6 25 (10.29%) Java Engineer
6 25 (10.29%) Java Software Engineer
7 23 (9.47%) Data Architect
7 23 (9.47%) Data Governance Analyst
7 23 (9.47%) Data Governance Manager
7 23 (9.47%) Governance Manager
7 23 (9.47%) Senior Software Engineer
8 20 (8.23%) Python Software Engineer
8 20 (8.23%) Senior Java Engineer
8 20 (8.23%) Senior Java Software Engineer
9 18 (7.41%) Analyst
Libraries, Frameworks & Software Standards
1 41 (16.87%) NumPy
1 41 (16.87%) Pandas
2 40 (16.46%) SciPy
3 37 (15.23%) PySpark
4 31 (12.76%) gRPC
4 31 (12.76%) Protocol Buffers
5 19 (7.82%) Plotly
5 19 (7.82%) React
6 9 (3.70%) Kafka
7 5 (2.06%) OpenTelemetry
8 4 (1.65%) Middleware
9 2 (0.82%) PyTorch
9 2 (0.82%) scikit-learn
9 2 (0.82%) TensorFlow
10 1 (0.41%) Apache NiFi
10 1 (0.41%) FHIR
10 1 (0.41%) Jinja
10 1 (0.41%) pytest
10 1 (0.41%) Spring
10 1 (0.41%) Spring Boot
Miscellaneous
1 122 (50.21%) Derivative
1 122 (50.21%) Equities
1 122 (50.21%) Fixed Income
1 122 (50.21%) Foreign Exchange (FX)
1 122 (50.21%) Hedge funds
2 38 (15.64%) Product Ownership
3 14 (5.76%) Pricing Data
4 6 (2.47%) Legacy Systems
5 4 (1.65%) Data Fabric
5 4 (1.65%) Distributed Systems
5 4 (1.65%) Enterprise Software
6 2 (0.82%) Distributed Computing
6 2 (0.82%) FMCG
6 2 (0.82%) Reference Data
6 2 (0.82%) Virtual Team
7 1 (0.41%) Data Structures
7 1 (0.41%) Enterprise Cloud
7 1 (0.41%) NHS
7 1 (0.41%) PMI
7 1 (0.41%) Renewable Energy
Operating Systems
1 4 (1.65%) Linux
1 4 (1.65%) Red Hat Enterprise Linux
Processes & Methodologies
1 152 (62.55%) Agile
2 128 (52.67%) Migration
3 126 (51.85%) Data Governance
4 116 (47.74%) Investment Management
5 96 (39.51%) Regulatory Compliance
6 94 (38.68%) Roadmaps
7 75 (30.86%) Data Management
8 55 (22.63%) Analytics
9 49 (20.16%) Data Modelling
10 45 (18.52%) Software Engineering
11 44 (18.11%) Asset Management
12 43 (17.70%) ETL
13 37 (15.23%) Data Engineering
13 37 (15.23%) Data Pipeline
14 34 (13.99%) Data Integration
15 33 (13.58%) Data Architecture
16 31 (12.76%) Business Intelligence
17 30 (12.35%) Machine Learning
18 27 (11.11%) CI/CD
19 23 (9.47%) Visualisation
Programming Languages
1 71 (29.22%) Python
2 53 (21.81%) JavaScript
3 50 (20.58%) SQL
4 43 (17.70%) Java
5 31 (12.76%) TypeScript
6 6 (2.47%) Scala
7 5 (2.06%) R
8 3 (1.23%) Bicep
9 2 (0.82%) PowerShell
10 1 (0.41%) ANSI SQL
10 1 (0.41%) Bash
10 1 (0.41%) C#
10 1 (0.41%) C++
10 1 (0.41%) Data Analysis Expressions
10 1 (0.41%) Formula Language
10 1 (0.41%) Groovy
10 1 (0.41%) Kusto Query Language
10 1 (0.41%) PL/SQL
10 1 (0.41%) T-SQL
Qualifications
1 30 (12.35%) SC Cleared
1 30 (12.35%) Security Cleared
2 6 (2.47%) Degree
2 6 (2.47%) PMI Certification
3 5 (2.06%) PMP
4 4 (1.65%) Computer Science Degree
4 4 (1.65%) TOGAF Certification
5 3 (1.23%) AWS Certification
5 3 (1.23%) Azure Certification
6 2 (0.82%) Microsoft Certification
7 1 (0.41%) AWS Certified Solutions Architect
7 1 (0.41%) ITIL Certification
7 1 (0.41%) Master's Degree
7 1 (0.41%) Numerate Degree
7 1 (0.41%) SnowPro
Quality Assurance & Compliance
1 29 (11.93%) Data Quality
2 24 (9.88%) MiFID
3 6 (2.47%) GDPR
4 3 (1.23%) Accessibility
5 1 (0.41%) HIPAA
5 1 (0.41%) QA
System Software
1 8 (3.29%) Docker
2 1 (0.41%) Virtual Machines
Systems Management
1 17 (7.00%) Terraform
2 13 (5.35%) Kubernetes
3 4 (1.65%) Ansible
3 4 (1.65%) Argo
3 4 (1.65%) Grafana
4 2 (0.82%) Kubeflow
Vendors
1 58 (23.87%) Databricks
2 25 (10.29%) Microsoft
3 5 (2.06%) Google
4 4 (1.65%) Informatica
5 3 (1.23%) Oracle
6 2 (0.82%) Atlassian
6 2 (0.82%) Cloudera
6 2 (0.82%) Cribl.io
6 2 (0.82%) IBM
6 2 (0.82%) Salesforce
6 2 (0.82%) SAP
6 2 (0.82%) ServiceNow
7 1 (0.41%) Ariba
7 1 (0.41%) Confluent
7 1 (0.41%) IFS
7 1 (0.41%) MuleSoft
7 1 (0.41%) Pega
7 1 (0.41%) Remedy
7 1 (0.41%) Sparx
7 1 (0.41%) StreamSets