EnglishEN
Contact Us

Data Engineering and AI Infrastructure

We drive your growth through data engineering and Artificial Intelligence. We turn scattered information into accurate decisions, reliable models, and scalable operations.

At Crombie, we design AI infrastructures and automated pipelines that integrate critical data from multiple sources. Our data engineering approach combines ETL/ELT, data governance, and MLOps to ensure your AI models are stable, traceable, and production-ready from day one.

The Challenges We Tackle at Crombie

Feature Icon

Scattered, outdated, or poor-quality data

Feature Icon

Time- and resource-consuming manual reporting processes

Feature Icon

Difficulty extracting actionable insights from core systems

Feature Icon

Lack of internal capabilities to train and deploy ML models​

Feature Icon

AI investments with no operational impact

Software Solutions Aligned with Your Industry

Feature Icon

Data Lakes and ETL/ELT Pipelines

We build scalable architectures to centralize, organize, and process data from multiple sources in real time. We automate ingestion, cleaning, and preparation to enable advanced analytics and full traceability.

Feature Icon

Predictive and Prescriptive Models

We develop Machine Learning and optimization algorithms that anticipate business scenarios, detect anomalies, and recommend specific actions for each area. Models are production-ready, measurable, and aligned with critical KPIs.

Feature Icon

Interactive Dashboards and BI

We design customizable visual dashboards that turn complex data into actionable insights. They enable real-time monitoring, exploration of key metrics, and collaborative decision-making throughout your organization.

Feature Icon

Generative AI and Internal Assistants

We implement Generative AI solutions that automate report writing, summaries, and queries. We deploy internal assistants that enhance productivity and provide secure, conversational access to operational intelligence.

Data Engineering and AI Infrastructure Use Cases

right-bracket

Real-Time Fraud Detection for Fintech

We deploy pipelines and ML models to identify suspicious behaviors, minimizing losses and ensuring compliance instantly.

left-arrow

Demand Forecasting in Retail and Logistics

We develop predictive models that anticipate demand fluctuations, optimize inventory, and reduce stockouts.

left-key-bracket

Advanced Customer Segmentation

We create behavior-based user clusters to personalize campaigns and maximize conversions.

left-parenthesis

Regulatory Reporting Automation

We design dashboards and scripts that generate auditable reports in record time, reducing operational load in critical areas.

Real-Time Compliance Automation

We deployed a pipeline integrating banking operations data sources to automatically generate regulatory reports, adapting dynamically to rule changes without manual intervention.

Omnichannel Demand Prediction Engine

We implemented multi-source forecasting models for a regional retailer, combining sales, inventory, and web behavior streams to anticipate peaks and adjust campaigns and logistics in real time.

Generative AI Assistant for Users

We built a copilot that turns natural language questions into advanced queries, explores dashboards, and generates executive summaries automatically — enabling any team to access insights without technical expertise.

Visual Data Lineage for Multi-Cloud Environments

We developed a solution that maps data flows across systems, processes, and clouds in real time. It simplifies audits, pinpoints bottlenecks, and strengthens governance in distributed ecosystems.

Recent Pilots and Exploring

From our Center of Excellence, we run pilots with internal teams and clients to test real solutions and measure their impact before scaling.

These initiatives take place in real-world environments, alongside leading clients in the financial and retail sectors. References are available under NDA.

Benefits of Data Engineering and AI Infrastructure

Feature Icon

Clean, Real-Time Data​

We unify and optimize your sources so every team has access to accurate, up-to-date information without delays.

Feature Icon

Decisions Based on Predictive Analytics​

From historical reporting to actionable insights that anticipate behaviors and trends.

Feature Icon

Production-Ready, Measurable Models​

We deliver useful algorithms from day one, automating tasks and personalizing experiences without depending on mega-projects.

Feature Icon

Immediate Value without Disruptions​

Tangible results in weeks, with no need to wait for lengthy BI deployments.

Feature Icon

Governance and Scalability

We set up processes and architectures that grow with you and comply with privacy and security standards.

Feature Icon

Training and Knowledge Transfer​

We train your teams to operate and continually improve the implemented solutions autonomously.

Our Differentiators

Iterative and Pragmatic Approach​

We deliver tangible results with quick pilots before major investments.

Frictionless Generative AI Integration​

We embed GenAI into your processes and workflows without disrupting current operations.

Ready-to-Go Assets to Accelerate Delivery​

We bring pre-built models, dashboards, and pipelines tailored to your industry.

Full expertise in data and productive ML​

We master both infrastructure and the design and implementation of effective models.

Experience in Regulated Environments​

We know how to handle sensitive data and meet strict regulations.

Hyperscalers and Technologies that Drive our Service

Badge
Badge
Badge
Badge
Badge
Badge
Badge
Badge
Badge
Badge
Amazon SageMaker​

Secure and efficient ML model training and deployment.​

Bedrock​

Build applications with production-ready generative models.​

Forecast, Redshift, Glue​

Optimized storage, ETL, and predictions.​

Vertex AI​

End-to-end ML model lifecycle management.​

BigQuery & Dataplex​

Real-time, large-scale unified insights.​

Looker​

Collaborative dashboards for fast, visual decisions.​

Flexible and Scalable Hiring Models

iconCapacity-Based
We provide a dedicated team, fully committed to your project from start to finish. We ensure continuity, understanding of your backlog, and scaling quickly to help you move forward without friction
iconFixed Price
We offer you a fixed price that covers the entire scope and deliverables defined after a thorough discovery phase. Together, we define each milestone and delivery date, giving you full cost and deadline certainty. Perfect for projects with well-defined requirements, where predictability and risk management are key.
iconFixed Price per Sprint
You pay a fixed amount for each agreed sprint, with clear objectives and deliverables. Maintain financial control in every iteration without sacrificing Scrum’s agility. Ideal for mature teams seeking visibility on investment and flexibility to reprioritize.
iconTime and Materials
You only pay for actual hours worked and resources used. Gain full flexibility for exploration, maintenance, or prototypes without long-term commitment. A great fit for early-stage exploration, one-off support, or evolving projects with variable reach.

Frequently Asked Questions About Data Engineering and AI Infrastructure

iconWhat does an AI infrastructure look like?
An AI infrastructure brings together reliable data, automated pipelines, governance, scalable storage, and computing power to train and run models. It includes ETL/ELT, MLOps, monitoring, and access controls to ensure stability, traceability, and production-grade performance.
iconWhat level of maturity does my company need to adopt this service?
You don’t need a high level of maturity. At Crombie, we tailor the roadmap to your current state—even if your data is scattered or your processes are still manual. We move in stages to reduce risk, deliver early value, and empower your team without disrupting operations.
iconHow do you ensure data security throughout the process?
We apply access controls, encryption, auditing, and data governance from ingestion to model deployment. Our approach leverages secure, cloud-native practices and MLOps to prevent exposure, ensure traceability, and meet regulatory standards at every stage of the project.