Services
Welcome!
Here are some of the broad array of services we currently offer ▷▶
We strive to provide robust, bespoke solutions to clients needs and requirements, and we strongly value ethics in all aspects of our work.
We aim in particular to provide insightful analysis into datasets via meaningful, easy to understand reporting, and state-of-the-art visualisations.
Other services are available, so please feel free to contact us for further information if required!
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Wearable biometric devices are designed to track and monitor various physiological parameters and activities of the human body. These devices are usually worn on the body, often as wrist/chest bands, eye frames, smartwatches, or patches. They collect data which can include heart rate, heart rate variability (HRV), Electrodermal Activity (EDA), sleep patterns, eye tracking, bodily movements, fitness indicators, calories burned, and more.
We have over 10 years’ knowledge and expertise on running projects to gather data from these devices and performing detailed analysis and reporting on them. We have used wearable devices from the following manufacturers to suit particular project designs:
EmotiBit
Garmin
Shimmer
Empatica
Movesense
Pupil Labs
Bitbrain
Fitbit
ActiGraph LEAP
Emteq Labs
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Data science encompasses diverse disciplines that together enable the collection, processing, analysis, and interpretation of data to drive insight and innovation. Our expertise spans the full modern data science stack, including:
Artificial Intelligence & Machine Learning
Deep Learning & Neural Network Architectures
Natural Language Processing (NLP) & Large Language Models (LLMs)
Retrieval-Augmented Generation (RAG) & Generative AI Applications
Computer Vision & Multimodal Learning
Statistical Modelling & Data Mining
Feature Engineering & Data Pipelines
Data Engineering, MLOps & Model Deployment
Cloud Computing & Big Data Ecosystems
Interactive Data Visualisation & Dashboards
Causal Inference & Predictive Analytics
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We work with a range of leading database systems chosen for their performance, scalability, and reliability across analytical, transactional, and cloud-native applications:
PostgreSQL
MySQL / MariaDB
SQLite
DuckDB / MotherDuck
ClickHouse
MongoDB
ArangoDB
Neo4j
Redis / Redis Stack
Chroma / Weaviate / Pinecone (Vector Databases for LLM & RAG)
SQL Toolkits & ORM Libraries:
SQLAlchemy
Alembic
Django ORM
Sequelize
TypeORM
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Listed below are some of the main languages and toolkits that we work with, and can provide you with services for:
Python
Rust
Go
Clojure
Julia
R
Mojo
JavaScript / TypeScript
HTML / CSS / Tailwind CSS
PyQt / PySide
Streamlit
Jupyter & Interactive Python Tooling
SQL & Shell Scripting
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Web frameworks are software libraries designed to support the development of web applications, web services, and web resources. They provide a standard way to build and deploy web applications and aim to automate the overhead associated with common activities performed in web development. Currently, we utilise and implement the following frameworks:
Django (+ Django REST Framework - DRF)
FastAPI
Litestar
Flask
React (+ Next.js 14/15, React Server Components. App Router / SSR / ISR)
Nest.js
Svelte (Kit)
Remix / Qwik / SolidStart
T3 Stack (Next.js + tRPC + Prisma + Tailwind + TypeScript)
HTMX / Alpine.js
Vue.js (with Nuxt.js)
Angular 17
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Whenever possible, we use official APIs (Application Programming Interfaces) to access structured data efficiently and within platform guidelines.
Where APIs are unavailable, we design custom extraction workflows tailored to each project, combining modern parsing and automation techniques to ensure accuracy and resilience.
All data collection is conducted ethically and in full compliance with relevant legal frameworks — including GDPR, the UK Data Protection Act, and equivalent international privacy regulations — as well as site-specific terms of service and fair-use policies.
Discover our extensive range of knowledge at Octodata
Unleash your data’s potential and help it to flow freely within your organisation. Octodata is here to advise and support you on every step of your data journey.
We are Europe based in Venice, Italy and have been providing innovative, technology-based services and solutions for the past four decades. We work with organisations from small startups to large multinationals, governmental agencies and NGOs across the UK, Europe, Africa, the Middle East and East Asia.
We have an undiminished passion for finding out what's next…
And if it performs well, implementing it for our clients and in-house too!
We have extensive experience with …
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We’d like to work with you!