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 18 November 2025, with comparisons to the same periods in the previous two years.

6 months to
18 Nov 2025
Same period 2024 Same period 2023
Rank 195 81 188
Rank change year-on-year -114 +107 +64
Permanent jobs citing Data Lake 186 651 391
As % of all permanent jobs with remote/hybrid work options 1.23% 3.33% 1.80%
As % of the Database & Business Intelligence category 8.01% 14.65% 7.25%
Number of salaries quoted 172 616 247
10th Percentile £53,750 £67,250 £46,306
25th Percentile £65,000 £78,625 £53,750
Median annual salary (50th Percentile) £92,500 £107,500 £70,576
Median % change year-on-year -13.95% +52.32% -5.90%
75th Percentile £115,000 £142,500 £85,000
90th Percentile £135,000 £148,750 £105,000
UK median annual salary £83,500 £100,000 £75,000
% change year-on-year -16.50% +33.33% -

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 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 2,322 4,445 5,392
As % of all permanent jobs with a WFH option 15.30% 22.73% 24.87%
Number of salaries quoted 1,785 2,704 4,314
10th Percentile £35,500 £40,000 £40,000
25th Percentile £45,000 £48,750 £47,506
Median annual salary (50th Percentile) £60,000 £70,000 £60,000
Median % change year-on-year -14.29% +16.67% -
75th Percentile £80,000 £95,000 £77,715
90th Percentile £110,000 £122,500 £95,000
UK median annual salary £60,000 £65,000 £60,000
% change year-on-year -7.69% +8.33% -4.00%

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 18 November 2025.

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 75 (40.32%) Apache
2 65 (34.95%) Apache Airflow
3 14 (7.53%) Apache Spark
4 5 (2.69%) SAS
5 3 (1.61%) Oracle Workflow
Applications
1 4 (2.15%) Microsoft Excel
2 2 (1.08%) Microsoft Office
3 1 (0.54%) Microsoft PowerPoint
Business Applications
1 2 (1.08%) Dynamics GP
Cloud Services
1 96 (51.61%) AWS
2 89 (47.85%) Azure
3 73 (39.25%) Snowflake
4 65 (34.95%) dbt
5 46 (24.73%) Power Platform
6 34 (18.28%) Azure Data Factory
7 28 (15.05%) SaaS
8 27 (14.52%) Azure Synapse Analytics
9 17 (9.14%) Amazon S3
9 17 (9.14%) GCP
10 15 (8.06%) Serverless
11 14 (7.53%) AWS Lambda
12 11 (5.91%) GitHub
13 10 (5.38%) Azure Cosmos DB
14 9 (4.84%) Microsoft Purview
15 8 (4.30%) AWS CloudFormation
16 7 (3.76%) Azure DevOps
17 4 (2.15%) Alation
17 4 (2.15%) Cloud Composer
17 4 (2.15%) Virtual Private Cloud
Communications & Networking
1 4 (2.15%) VPN
2 3 (1.61%) Firewall
3 2 (1.08%) Network Security
Database & Business Intelligence
1 71 (38.17%) Data Warehouse
2 69 (37.10%) Amazon Athena
3 61 (32.80%) Apache Arrow
3 61 (32.80%) Apache Iceberg
3 61 (32.80%) Apache Ignite
3 61 (32.80%) Dremio
4 42 (22.58%) Power BI
5 27 (14.52%) Azure SQL Database
6 20 (10.75%) Metadata
7 16 (8.60%) Azure SQL Data Warehouse
8 14 (7.53%) Amazon Redshift
8 14 (7.53%) Data Vault
8 14 (7.53%) SQL Server Reporting Services
9 13 (6.99%) SQL Server Integration Services
10 8 (4.30%) Data Mining
11 7 (3.76%) Delta Lake
11 7 (3.76%) Tableau
12 5 (2.69%) SAS EBI
12 5 (2.69%) SQL Server
13 4 (2.15%) DataStage
Development Applications
1 4 (2.15%) ER Studio
1 4 (2.15%) ERwin
1 4 (2.15%) Git
1 4 (2.15%) PowerDesigner
2 2 (1.08%) GitLab
3 1 (0.54%) Subversion
General
1 108 (58.06%) Finance
2 69 (37.10%) Banking
3 61 (32.80%) Front Office
3 61 (32.80%) Investment Banking
4 34 (18.28%) Social Skills
5 20 (10.75%) Retail
6 12 (6.45%) Analytical Skills
7 7 (3.76%) Inclusion and Diversity
7 7 (3.76%) Presentation Skills
8 5 (2.69%) Law
8 5 (2.69%) Legal
8 5 (2.69%) Manufacturing
8 5 (2.69%) Tech for Good
9 4 (2.15%) Marketing
9 4 (2.15%) Pharmaceutical
9 4 (2.15%) Retail Banking
10 3 (1.61%) General Ledger
11 2 (1.08%) Public Sector
12 1 (0.54%) Advertising
12 1 (0.54%) Billing
Job Titles
1 106 (56.99%) Senior
2 63 (33.87%) AWS Engineer
3 61 (32.80%) AWS Software Engineer
3 61 (32.80%) Java Engineer
3 61 (32.80%) Java Software Engineer
3 61 (32.80%) Python Engineer
3 61 (32.80%) Python Software Engineer
3 61 (32.80%) Software Engineer
4 59 (31.72%) Senior Java Engineer
4 59 (31.72%) Senior Java Software Engineer
4 59 (31.72%) Senior Software Engineer
5 52 (27.96%) Data Engineer
6 28 (15.05%) Senior Data Engineer
7 26 (13.98%) Architect
8 22 (11.83%) Data Architect
9 17 (9.14%) Azure Architect
10 14 (7.53%) Azure Data Architect
11 13 (6.99%) Data Manager
12 9 (4.84%) Lead
12 9 (4.84%) Senior Architect
Libraries, Frameworks & Software Standards
1 62 (33.33%) NumPy
1 62 (33.33%) Pandas
2 61 (32.80%) gRPC
2 61 (32.80%) Protocol Buffers
2 61 (32.80%) SciPy
3 8 (4.30%) PySpark
4 4 (2.15%) Kafka
5 3 (1.61%) XML
6 2 (1.08%) Middleware
7 1 (0.54%) .NET
7 1 (0.54%) ARM Templates
7 1 (0.54%) JSON
7 1 (0.54%) Matplotlib
7 1 (0.54%) PyTorch
Miscellaneous
1 61 (32.80%) Derivative
1 61 (32.80%) Equities
1 61 (32.80%) Fixed Income
1 61 (32.80%) Foreign Exchange (FX)
1 61 (32.80%) Hedge funds
1 61 (32.80%) Pricing Data
2 15 (8.06%) Cloud Native
3 10 (5.38%) Data Structures
4 8 (4.30%) Management Information System
5 5 (2.69%) Legacy Systems
5 5 (2.69%) Reinsurance
6 3 (1.61%) Enterprise Cloud
6 3 (1.61%) Enterprise Software
6 3 (1.61%) Greenfield Project
6 3 (1.61%) Reference Data
6 3 (1.61%) Taxonomies
7 2 (1.08%) Data Centre
7 2 (1.08%) Distributed Systems
7 2 (1.08%) Self-Motivation
8 1 (0.54%) Distributed Computing
Operating Systems
1 1 (0.54%) Linux
Processes & Methodologies
1 107 (57.53%) Agile
2 69 (37.10%) Data Modelling
3 67 (36.02%) Asset Management
4 62 (33.33%) ETL
5 61 (32.80%) Investment Management
5 61 (32.80%) Software Engineering
6 59 (31.72%) Analytics
7 58 (31.18%) Data Engineering
8 48 (25.81%) Business Intelligence
9 47 (25.27%) Data Pipeline
10 38 (20.43%) Data Science
10 38 (20.43%) Mentoring
11 31 (16.67%) Data Integration
12 28 (15.05%) CI/CD
13 26 (13.98%) AI
13 26 (13.98%) Data Governance
13 26 (13.98%) DevOps
14 23 (12.37%) Coaching
14 23 (12.37%) Data Strategy
15 21 (11.29%) Technical Leadership
Programming Languages
1 100 (53.76%) Python
2 88 (47.31%) SQL
3 69 (37.10%) Java
4 61 (32.80%) JavaScript
4 61 (32.80%) TypeScript
5 12 (6.45%) Scala
6 10 (5.38%) T-SQL
7 6 (3.23%) Data Analysis Expressions
8 4 (2.15%) Bicep
9 3 (1.61%) R
10 1 (0.54%) C#
10 1 (0.54%) Julia
10 1 (0.54%) VBA
Qualifications
1 9 (4.84%) Azure Certification
1 9 (4.84%) Microsoft Certification
2 8 (4.30%) AWS Certification
2 8 (4.30%) DBS Check
3 7 (3.76%) Degree
4 5 (2.69%) Master's Degree
5 4 (2.15%) AWS Certified Solutions Architect
5 4 (2.15%) Computer Science Degree
6 2 (1.08%) SnowPro
7 1 (0.54%) AWS Certified Developer
7 1 (0.54%) AWS Certified SysOps Administrator
7 1 (0.54%) PhD
7 1 (0.54%) SC Cleared
7 1 (0.54%) Security Cleared
7 1 (0.54%) TOGAF Certification
Quality Assurance & Compliance
1 37 (19.89%) Data Quality
2 5 (2.69%) GDPR
3 3 (1.61%) ISO/IEC 27001
System Software
1 5 (2.69%) Docker
2 1 (0.54%) Virtual Desktop
2 1 (0.54%) Virtual Machines
2 1 (0.54%) VMware Infrastructure
Systems Management
1 15 (8.06%) Terraform
2 3 (1.61%) Kubernetes
Vendors
1 71 (38.17%) Databricks
2 32 (17.20%) Microsoft
3 9 (4.84%) Google
4 5 (2.69%) Informatica
4 5 (2.69%) Oracle
5 4 (2.15%) IBM
6 3 (1.61%) Salesforce
6 3 (1.61%) SAP
7 2 (1.08%) Palo Alto
7 2 (1.08%) Salesforce Marketing Cloud
8 1 (0.54%) MuleSoft
8 1 (0.54%) ServiceNow
8 1 (0.54%) VMware