Hybrid/Remote Data Ingestion Contract Job Trends

Data Ingestion
UK > Work from Home

The table below provides summary statistics and contractor rates for remote or hybrid contract work requiring Data Ingestion skills. It covers contract job vacancies from the 6 months leading up to 26 February 2026, with comparisons to the same periods in the previous two years.

6 months to
26 Feb 2026
Same period 2025 Same period 2024
Rank 227 257 310
Rank change year-on-year +30 +53 +123
Contract jobs citing Data Ingestion 102 58 46
As % of all contract jobs with remote/hybrid work options 0.91% 0.54% 0.29%
As % of the Processes & Methodologies category 1.01% 0.60% 0.32%
Number of daily rates quoted 63 43 37
10th Percentile £375 £374 £400
25th Percentile £425 £436 £438
Median daily rate (50th Percentile) £540 £538 £525
Median % change year-on-year +0.37% +2.48% -11.02%
75th Percentile £663 £700 £600
90th Percentile £730 £750 £733
UK median daily rate £525 £523 £525
% change year-on-year +0.38% -0.38% -8.70%
Number of hourly rates quoted 0 0 1
Median hourly rate - - £65.00
UK median hourly rate £64.50 - £65.00

All Process & Methodology Skills
Work from Home

Data Ingestion falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies with remote or hybrid options requiring process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 10,090 9,672 14,192
As % of all contract jobs with a WFH option 89.59% 90.37% 87.97%
Number of daily rates quoted 6,602 6,319 9,518
10th Percentile £348 £328 £340
25th Percentile £413 £413 £425
Median daily rate (50th Percentile) £513 £525 £525
Median % change year-on-year -2.38% - -4.55%
75th Percentile £613 £638 £638
90th Percentile £725 £750 £734
UK median daily rate £500 £525 £525
% change year-on-year -4.76% - -4.55%
Number of hourly rates quoted 438 190 520
10th Percentile £17.00 £18.21 £15.17
25th Percentile £27.01 £23.67 £22.61
Median hourly rate £57.30 £38.25 £45.00
Median % change year-on-year +49.80% -15.00% -18.18%
75th Percentile £65.22 £64.31 £65.00
90th Percentile £80.82 £75.00 £78.88
UK median hourly rate £26.61 £32.66 £33.07
% change year-on-year -18.53% -1.24% -5.53%

Data Ingestion
Job Vacancy Trend for Remote/Hybrid Jobs

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

Data Ingestion job vacancy trend for remote/hybrid jobs

Data Ingestion
Daily Rate Trend for Remote/Hybrid Jobs

Contractor daily rate distribution trend for jobs with remote/hybrid work options citing Data Ingestion.

Contractor daily rate distribution trend for jobs with remote/hybrid work options citing Data Ingestion

Data Ingestion
Daily Rate Histogram for Remote/Hybrid Jobs

Daily rate distribution for jobs with remote/hybrid work options citing Data Ingestion over the 6 months to 26 February 2026.

Data Ingestion daily rate histogram for jobs with remote/hybrid work options

Data Ingestion
Hourly Rate Trend for Remote/Hybrid Jobs

Contractor hourly rate distribution trend for jobs with remote/hybrid work options citing Data Ingestion.

Contractor hourly rate distribution trend for jobs with remote/hybrid work options citing Data Ingestion

Data Ingestion
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 8 (7.84%) Apache
2 6 (5.88%) Apache Spark
3 5 (4.90%) Apache Airflow
3 5 (4.90%) Palantir Foundry
4 3 (2.94%) Apache Superset
5 1 (0.98%) ArcGIS
5 1 (0.98%) Confluence
5 1 (0.98%) GeoServer
5 1 (0.98%) WebLogic
Applications
1 1 (0.98%) Microsoft Excel
1 1 (0.98%) Microsoft Project
Business Applications
1 1 (0.98%) Adobe Campaign
1 1 (0.98%) Aladdin
1 1 (0.98%) Eloqua
1 1 (0.98%) Remedy ITSM
Cloud Services
1 48 (47.06%) AWS
2 43 (42.16%) Azure
3 17 (16.67%) Serverless
4 16 (15.69%) Azure Data Factory
4 16 (15.69%) Power Platform
5 15 (14.71%) AWS Lambda
6 14 (13.73%) GCP
7 12 (11.76%) Amazon S3
8 11 (10.78%) GitHub
9 10 (9.80%) dbt
10 8 (7.84%) Amazon EMR
11 7 (6.86%) Amazon CloudWatch
11 7 (6.86%) AWS CloudFormation
12 6 (5.88%) Amazon ECS
12 6 (5.88%) AWS Elastic Beanstalk
12 6 (5.88%) Snowflake
13 4 (3.92%) Azure AI
14 3 (2.94%) AWS Step Functions
14 3 (2.94%) Microsoft Purview
14 3 (2.94%) Vertex AI
Communications & Networking
1 1 (0.98%) Firewall
Database & Business Intelligence
1 17 (16.67%) Data Lake
2 13 (12.75%) Data Warehouse
2 13 (12.75%) Power BI
3 12 (11.76%) Metadata
4 7 (6.86%) Amazon Redshift
5 6 (5.88%) Relational Database
5 6 (5.88%) Snowflake Schema
6 5 (4.90%) Amazon Athena
6 5 (4.90%) BigQuery
7 4 (3.92%) Big Data
7 4 (3.92%) DynamoDB
7 4 (3.92%) OLAP
7 4 (3.92%) PostgreSQL
7 4 (3.92%) Tableau
8 3 (2.94%) Azure SQL Database
8 3 (2.94%) Delta Lake
8 3 (2.94%) Neo4j
8 3 (2.94%) SQL Server
8 3 (2.94%) SQL Server Integration Services
9 2 (1.96%) Data Vault
Development Applications
1 5 (4.90%) GitLab
2 4 (3.92%) Git
2 4 (3.92%) Jenkins
2 4 (3.92%) JIRA
3 3 (2.94%) Postman
4 2 (1.96%) Gatling
4 2 (1.96%) JMeter
4 2 (1.96%) LoadRunner
4 2 (1.96%) NeoLoad
5 1 (0.98%) Bitbucket
5 1 (0.98%) git-flow
5 1 (0.98%) JUnit
5 1 (0.98%) Maven
5 1 (0.98%) Selenium
5 1 (0.98%) SoapUI
5 1 (0.98%) SQL Server Management Studio (SSMS)
5 1 (0.98%) WebDriver
5 1 (0.98%) Zephyr
General
1 18 (17.65%) Public Sector
2 15 (14.71%) Analytical Skills
3 13 (12.75%) Finance
3 13 (12.75%) Social Skills
4 7 (6.86%) Banking
5 4 (3.92%) Marketing
6 3 (2.94%) Police
7 2 (1.96%) Inclusion and Diversity
8 1 (0.98%) Electronics
8 1 (0.98%) Law
8 1 (0.98%) Legal
8 1 (0.98%) Manufacturing
8 1 (0.98%) Military
8 1 (0.98%) Organisational Skills
8 1 (0.98%) Publishing
8 1 (0.98%) Telecoms
Job Titles
1 40 (39.22%) Data Engineer
2 15 (14.71%) Developer
3 13 (12.75%) Artificial Intelligence Engineer
4 12 (11.76%) Senior
5 10 (9.80%) Architect
6 8 (7.84%) Lead
7 7 (6.86%) Consultant
7 7 (6.86%) Senior Developer
8 5 (4.90%) AWS Engineer
8 5 (4.90%) Data Architect
8 5 (4.90%) Data Consultant
9 3 (2.94%) Artificial Intelligence Developer
9 3 (2.94%) AWS Data Engineer
9 3 (2.94%) Data Analytics Specialist
9 3 (2.94%) GCP Data Engineer
9 3 (2.94%) GCP Engineer
9 3 (2.94%) Lead Data Engineer
9 3 (2.94%) Platform Specialist
9 3 (2.94%) Snowflake Data Engineer
9 3 (2.94%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 15 (14.71%) PySpark
2 12 (11.76%) FastAPI
3 7 (6.86%) SQLAlchemy
4 6 (5.88%) REST
5 4 (3.92%) PyTorch
6 3 (2.94%) Kafka
6 3 (2.94%) LangChain
6 3 (2.94%) LDAP
6 3 (2.94%) OAuth
6 3 (2.94%) OpenID
6 3 (2.94%) SailPoint
7 2 (1.96%) Hugging Face
7 2 (1.96%) JSON
7 2 (1.96%) Node.js
7 2 (1.96%) OAuth2
7 2 (1.96%) Pandas
7 2 (1.96%) Playwright
7 2 (1.96%) React
7 2 (1.96%) scikit-learn
7 2 (1.96%) TensorFlow
Miscellaneous
1 13 (12.75%) Cloud Native
2 8 (7.84%) Algorithms
3 7 (6.86%) Data Structures
4 5 (4.90%) Distributed Systems
4 5 (4.90%) Management Information System
5 4 (3.92%) Onboarding
6 3 (2.94%) AI Agents
7 2 (1.96%) Clustering
7 2 (1.96%) Marketing Technology
7 2 (1.96%) Product Ownership
8 1 (0.98%) Analytical Mindset
8 1 (0.98%) Data Fabric
8 1 (0.98%) Data Protection Act
8 1 (0.98%) Enterprise Software
8 1 (0.98%) Fixed Income
8 1 (0.98%) Legacy Systems
8 1 (0.98%) Reference Data
8 1 (0.98%) Self-Motivation
8 1 (0.98%) Taxonomies
8 1 (0.98%) Virtual Team
Operating Systems
1 2 (1.96%) Linux
1 2 (1.96%) Windows
2 1 (0.98%) Unix
Processes & Methodologies
1 39 (38.24%) ETL
2 36 (35.29%) Data Engineering
3 34 (33.33%) Data Science
4 33 (32.35%) Data Modelling
5 32 (31.37%) Data Pipeline
6 24 (23.53%) Agile
6 24 (23.53%) CI/CD
7 22 (21.57%) AI
8 21 (20.59%) Analytics
9 18 (17.65%) Business Intelligence
10 17 (16.67%) Problem-Solving
10 17 (16.67%) Roadmaps
11 16 (15.69%) LLM
11 16 (15.69%) Machine Learning
11 16 (15.69%) Visualisation
12 14 (13.73%) DevOps
12 14 (13.73%) Generative AI
13 13 (12.75%) Decision-Making
13 13 (12.75%) Prompt Engineering
13 13 (12.75%) Validation
Programming Languages
1 64 (62.75%) Python
2 42 (41.18%) SQL
3 13 (12.75%) Java
4 5 (4.90%) Kotlin
5 4 (3.92%) Scala
5 4 (3.92%) TypeScript
6 3 (2.94%) R
7 2 (1.96%) Cypher
7 2 (1.96%) JavaScript
7 2 (1.96%) PowerShell
8 1 (0.98%) Bash
8 1 (0.98%) C#
8 1 (0.98%) Data Analysis Expressions
8 1 (0.98%) T-SQL
Qualifications
1 32 (31.37%) Security Cleared
2 19 (18.63%) SC Cleared
3 6 (5.88%) DV Cleared
4 4 (3.92%) BPSS Clearance
5 3 (2.94%) Degree
6 2 (1.96%) AWS Certification
6 2 (1.96%) CISSP
7 1 (0.98%) Azure Certification
7 1 (0.98%) CompTIA Security+
7 1 (0.98%) ISTQB
7 1 (0.98%) TOGAF Certification
Quality Assurance & Compliance
1 28 (27.45%) Data Quality
2 10 (9.80%) GDPR
3 4 (3.92%) Accessibility
4 3 (2.94%) QA
5 2 (1.96%) HIPAA
6 1 (0.98%) California Consumer Privacy Act
6 1 (0.98%) GRC
6 1 (0.98%) ISO/IEC 27001
6 1 (0.98%) SOC 2
System Software
1 4 (3.92%) Docker
2 3 (2.94%) Active Directory Lightweight Directory Services
3 1 (0.98%) Active Directory
Systems Management
1 11 (10.78%) Terraform
2 7 (6.86%) Kubernetes
3 3 (2.94%) Grafana
4 2 (1.96%) logstash
4 2 (1.96%) Prometheus
5 1 (0.98%) Ansible
5 1 (0.98%) Fluentd
5 1 (0.98%) Kibana
5 1 (0.98%) QRadar
Vendors
1 20 (19.61%) Databricks
2 10 (9.80%) Microsoft
3 7 (6.86%) Foundry
3 7 (6.86%) Google
4 6 (5.88%) SAP
5 5 (4.90%) Palantir
5 5 (4.90%) ServiceNow
6 4 (3.92%) Oracle
7 3 (2.94%) IBM
7 3 (2.94%) Informatica
8 2 (1.96%) Adobe
8 2 (1.96%) OpenAI
8 2 (1.96%) Snow
8 2 (1.96%) Splunk
9 1 (0.98%) Dynatrace
9 1 (0.98%) mParticle
9 1 (0.98%) Okta
9 1 (0.98%) Salesforce Marketing Cloud
9 1 (0.98%) Talend
9 1 (0.98%) Tealium