Data Integration & Pipelines
Connect your data sources into unified, AI-ready pipelines. Get the right data to the right model at the right time.
AI systems need data from across your organisation — CRMs, ERPs, databases, APIs, spreadsheets, and third-party services. The challenge is not just connecting these sources, but doing it reliably, securely, and in a format that AI models can actually use. We build data integration pipelines that pull from your existing systems, transform data into consistent formats, and deliver it to your AI applications in real time or on schedule. Whether you need a vector database kept in sync with your knowledge base, a feature store fed by multiple upstream systems, or a simple pipeline that pushes CRM data into an AI workflow, we handle the plumbing. Our pipelines are built for production: they handle failures gracefully, alert on anomalies, maintain data lineage, and scale as your data volumes grow. No brittle scripts, no manual CSV exports.
Use Cases
What this looks like in practice
Real-Time Data Sync
Keep AI systems fed with fresh data from your operational databases, CRM, and business applications using change data capture and streaming pipelines.
Vector Database Ingestion
Continuously index documents, knowledge base articles, and product data into vector databases for RAG-powered AI applications.
Cross-System Data Unification
Merge customer, product, and operational data from multiple siloed systems into a single, consistent view for AI consumption.
API Integration Layer
Build a unified API layer that abstracts your underlying data sources, making it simple for AI agents and workflows to access any data they need.
Event-Driven Pipelines
Trigger AI workflows automatically when new data arrives — a new support ticket, a document upload, a form submission — with no manual intervention.
Technology
Tools we work with
How It Works
Our approach
Source Mapping
Catalogue all data sources, schemas, volumes, and update frequencies
Pipeline Architecture
Design the integration topology — batch vs streaming, transformation logic, error handling
Build & Connect
Implement connectors, transformations, and delivery to target systems
Testing & Reliability
Test with production-scale data, add monitoring, alerting, and failure recovery
Deploy & Document
Deploy pipelines to production with full documentation and runbooks for your team
Starting from
£12K
Timeline
2-4 weeks
Ready to get started?
Book a free strategy call and we'll assess whether this service is the right fit for your business.