Hybrid/Remote Data Lake Job Trends

Data Lakes
UK > Work from Home

The table below provides summary statistics and salary benchmarking for remote or hybrid work requiring Data Lake skills. It covers permanent job vacancies from the 6 months leading up to 14 May 2026, with comparisons to the same periods in the previous two years.

6 months to
14 May 2026
Same period 2025 Same period 2024
Rank 302 173 188
Rank change year-on-year -129 +15 +13
Permanent jobs citing Data Lake 116 319 555
As % of all permanent jobs with remote/hybrid work options 0.63% 2.19% 1.71%
As % of the Database & Business Intelligence category 4.79% 9.24% 7.63%
Number of salaries quoted 83 278 506
10th Percentile £52,750 £57,125 £41,750
25th Percentile £61,750 £70,697 £62,500
Median annual salary (50th Percentile) £75,000 £110,000 £90,000
Median % change year-on-year -31.82% +22.22% +12.09%
75th Percentile £95,000 £135,000 £142,500
90th Percentile £120,000 £152,500 £148,750
UK median annual salary £80,000 £90,000 £85,000
% change year-on-year -11.11% +5.88% +6.25%

All Database & 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 permanent job vacancies with remote or hybrid options requiring database or business intelligence skills.

Permanent vacancies with a requirement for database or business intelligence skills 2,424 3,454 7,277
As % of all permanent jobs with a WFH option 13.10% 23.76% 22.42%
Number of salaries quoted 1,841 2,331 6,203
10th Percentile £38,500 £37,500 £37,000
25th Percentile £46,250 £49,750 £43,750
Median annual salary (50th Percentile) £62,000 £65,000 £57,500
Median % change year-on-year -4.62% +13.04% -11.54%
75th Percentile £80,000 £90,000 £75,000
90th Percentile £97,500 £122,500 £96,539
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -11.54%

Data Lake
Job Vacancy Trend for Remote/Hybrid Jobs

Historical trend showing the proportion of permanent IT job postings citing Data Lake and offering remote or hybrid work options relative to all permanent IT jobs advertised.

Data Lake job vacancy trend for remote/hybrid jobs

Data Lake
Salary Trend for Remote/Hybrid Jobs

Salary distribution trend for jobs with remote/hybrid work options citing Data Lake.

Salary distribution trend for jobs with remote/hybrid work options citing Data Lake

Data Lake
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing Data Lake over the 6 months to 14 May 2026.

Data Lake salary histogram for jobs with remote/hybrid work options

Data Lake
Co-Occurring Skills & Capabilities in Remote/Hybrid Jobs 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 14 (12.07%) Apache Airflow
2 9 (7.76%) Apache Spark
3 6 (5.17%) Apache
4 3 (2.59%) SAS
5 1 (0.86%) Jupyter
5 1 (0.86%) Oracle Workflow
5 1 (0.86%) SharePoint
Applications
1 13 (11.21%) Microsoft Excel
2 1 (0.86%) Microsoft Office
Business Applications
1 12 (10.34%) Oracle Procure-to-Pay
2 4 (3.45%) Oracle ERP
3 3 (2.59%) Oracle Financials
4 2 (1.72%) Dynamics CRM
4 2 (1.72%) Dynamics NAV
5 1 (0.86%) HFM
5 1 (0.86%) Oracle Applications
Cloud Services
1 71 (61.21%) Azure
2 37 (31.90%) Azure Data Factory
3 33 (28.45%) Azure Synapse Analytics
4 31 (26.72%) Power Platform
5 24 (20.69%) AWS
6 21 (18.10%) GCP
7 17 (14.66%) Azure DevOps
7 17 (14.66%) GitHub
8 9 (7.76%) Azure Monitor
9 8 (6.90%) SaaS
9 8 (6.90%) Serverless
9 8 (6.90%) Snowflake
10 6 (5.17%) OCI
11 5 (4.31%) AWS Lambda
11 5 (4.31%) dbt
12 4 (3.45%) Amazon S3
12 4 (3.45%) GitHub Actions
12 4 (3.45%) GitHub Copilot
12 4 (3.45%) Microsoft Purview
13 3 (2.59%) Collibra
Communications & Networking
1 12 (10.34%) Broadband
2 3 (2.59%) Modbus
2 3 (2.59%) TCP/IP
3 1 (0.86%) 4G
3 1 (0.86%) 5G
Database & Business Intelligence
1 46 (39.66%) Data Warehouse
2 29 (25.00%) Power BI
3 16 (13.79%) Metadata
4 15 (12.93%) Delta Lake
5 14 (12.07%) Azure SQL Database
6 13 (11.21%) BigQuery
6 13 (11.21%) Tableau
7 12 (10.34%) SAP BW
8 9 (7.76%) Semantic Layer
9 6 (5.17%) Amazon Redshift
10 5 (4.31%) Azure SQL Data Warehouse
10 5 (4.31%) Data Mining
10 5 (4.31%) NoSQL
10 5 (4.31%) Relational Database
10 5 (4.31%) SQL Server
11 4 (3.45%) Big Data
12 3 (2.59%) SQL Server Reporting Services
13 2 (1.72%) MongoDB
13 2 (1.72%) SQL Server Integration Services
13 2 (1.72%) Star Schema
Development Applications
1 14 (12.07%) Git
2 2 (1.72%) MLflow
3 1 (0.86%) git-flow
3 1 (0.86%) Jenkins
3 1 (0.86%) JIRA
3 1 (0.86%) SQL Server Management Studio (SSMS)
3 1 (0.86%) Visual Studio Code
General
1 52 (44.83%) Finance
2 35 (30.17%) Social Skills
3 17 (14.66%) Analytical Skills
4 16 (13.79%) Inclusion and Diversity
5 15 (12.93%) Public Sector
6 6 (5.17%) Banking
7 4 (3.45%) Law
8 3 (2.59%) Investment Banking
8 3 (2.59%) Manufacturing
8 3 (2.59%) Retail
9 2 (1.72%) Influencing Skills
10 1 (0.86%) Billing
10 1 (0.86%) Documentation Skills
10 1 (0.86%) Front Office
10 1 (0.86%) General Ledger
10 1 (0.86%) Marketing
10 1 (0.86%) Presentation Skills
10 1 (0.86%) Tech for Good
10 1 (0.86%) Telecoms
Job Titles
1 52 (44.83%) Data Engineer
2 22 (18.97%) Senior
3 15 (12.93%) Senior Data Engineer
4 14 (12.07%) Architect
4 14 (12.07%) Lead
5 13 (11.21%) Platform Engineer
6 8 (6.90%) Analyst
7 7 (6.03%) Principal Data Engineer
7 7 (6.03%) Principal Engineer
8 6 (5.17%) Data Manager
8 6 (5.17%) Financial Analyst
9 5 (4.31%) Data Architect
9 5 (4.31%) Lead Data Engineer
9 5 (4.31%) Solutions Architect
10 4 (3.45%) Consultant
10 4 (3.45%) Developer
10 4 (3.45%) Python Engineer
10 4 (3.45%) Report Analyst
10 4 (3.45%) Senior Architect
10 4 (3.45%) Service Owner
Libraries, Frameworks & Software Standards
1 18 (15.52%) PySpark
2 12 (10.34%) Oracle Fusion
3 7 (6.03%) EDI
3 7 (6.03%) Kafka
4 6 (5.17%) .NET
5 4 (3.45%) REST
6 3 (2.59%) .NET Core
6 3 (2.59%) gRPC
7 2 (1.72%) ADO
7 2 (1.72%) Pandas
7 2 (1.72%) XML
8 1 (0.86%) ARM Templates
8 1 (0.86%) GraphQL
8 1 (0.86%) NumPy
Miscellaneous
1 17 (14.66%) Cloud Native
2 15 (12.93%) Data Structures
3 12 (10.34%) Social Media
4 9 (7.76%) Product Ownership
5 7 (6.03%) Management Information System
6 5 (4.31%) Distributed Computing
6 5 (4.31%) Reference Data
7 4 (3.45%) Legacy Systems
8 3 (2.59%) Security Posture
9 2 (1.72%) Analytical Mindset
9 2 (1.72%) Data Protection Act
9 2 (1.72%) Distributed Architecture
9 2 (1.72%) Greenfield Project
9 2 (1.72%) Hedge funds
9 2 (1.72%) Self-Motivation
10 1 (0.86%) Algorithms
10 1 (0.86%) Client/Server
10 1 (0.86%) Distributed Systems
10 1 (0.86%) Replication
10 1 (0.86%) Taxonomies
Processes & Methodologies
1 64 (55.17%) Data Modelling
1 64 (55.17%) ETL
2 52 (44.83%) Analytics
3 50 (43.10%) Data Pipeline
4 46 (39.66%) Data Engineering
5 39 (33.62%) Business Intelligence
6 36 (31.03%) CI/CD
7 35 (30.17%) Data Governance
8 34 (29.31%) Agile
9 31 (26.72%) DevOps
10 28 (24.14%) Data Integration
11 26 (22.41%) Data Science
12 25 (21.55%) Data Architecture
12 25 (21.55%) Infrastructure as Code
13 21 (18.10%) AI
14 20 (17.24%) Mentoring
15 19 (16.38%) Translating Business Requirements
16 18 (15.52%) Decision-Making
16 18 (15.52%) ERP
16 18 (15.52%) Platform Engineering
Programming Languages
1 74 (63.79%) SQL
2 55 (47.41%) Python
3 13 (11.21%) Scala
4 8 (6.90%) T-SQL
5 7 (6.03%) C#
6 5 (4.31%) Bicep
6 5 (4.31%) Data Analysis Expressions
7 2 (1.72%) Java
7 2 (1.72%) JavaScript
8 1 (0.86%) PowerShell
8 1 (0.86%) R
8 1 (0.86%) VBA
Qualifications
1 9 (7.76%) Degree
2 7 (6.03%) CITP
3 3 (2.59%) Security Cleared
4 2 (1.72%) Azure Certification
4 2 (1.72%) Computer Science Degree
4 2 (1.72%) SC Cleared
5 1 (0.86%) Master's Degree
5 1 (0.86%) Oracle Certification
5 1 (0.86%) PhD
5 1 (0.86%) Postgraduate
5 1 (0.86%) TOGAF Certification
Quality Assurance & Compliance
1 39 (33.62%) Data Quality
2 3 (2.59%) GDPR
2 3 (2.59%) Solvency II
3 2 (1.72%) IFRS
3 2 (1.72%) IFRS 17
3 2 (1.72%) QA
4 1 (0.86%) Accessibility
System Software
1 7 (6.03%) Docker
Systems Management
1 20 (17.24%) Terraform
2 4 (3.45%) Grafana
3 2 (1.72%) Kubernetes
3 2 (1.72%) Prometheus
Vendors
1 45 (38.79%) Databricks
2 24 (20.69%) Microsoft
3 18 (15.52%) Oracle
4 13 (11.21%) SAP
5 10 (8.62%) Google
6 8 (6.90%) Salesforce
7 7 (6.03%) Planon
8 4 (3.45%) Informatica
9 1 (0.86%) Hyperion
9 1 (0.86%) IBM