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Data & Analytics

Decisions your data can actually back up

We build the pipelines, warehouses and dashboards that turn scattered data into something your team can trust: instrumentation you can rely on, and answers you can act on.

Talk to a data engineer
A Somnio engineer focused on a monitor

What data and analytics covers

Getting your data together, making it trustworthy, and turning it into answers your team can use.

Data pipelines

Moving data from your product and tools into one place, reliably.

Data warehousing

A single source of truth, structured for the questions you actually ask.

Product analytics

Event instrumentation and the metrics that tell you what your users really do.

Dashboards and reporting

The numbers your team needs, current and self serve.

Data quality

Validation and monitoring, so no decision ends up built on a broken pipeline.

ML and AI foundations

The clean, structured data that AI features quietly depend on.

*

Product Growth acts on the instrumentation this builds. AI Engineering builds on the data foundation.

What we work with

Warehouses

BigQuery
Snowflake
Redshift
Postgres

Pipelines and transformation

dbt
Airflow
Dagster
Fivetran
custom ETL and ELT

Product analytics

Amplitude
Mixpanel
PostHog
GA4

Streaming

Kafka
Kinesis
change data capture

BI and dashboards

Looker
Metabase
Power BI
Tableau

Quality and governance

Great Expectations
data contracts
lineage tracking

Everything downstream is only as good as the instrumentation and data quality under it. A beautiful dashboard on a broken pipeline is worse than no dashboard at all, because people believe it, so this is where we start.

How we work it

01

Instrument for the question

We start from the decisions you're trying to make and instrument for those, instead of collecting everything and hoping some of it turns out useful.

02

Make it trustworthy

We add validation and monitoring to the pipelines, because a number nobody trusts gets argued with instead of acted on.

03

Put it where people work

We deliver the answers in dashboards and tools your team can use without coming back to us, so the data keeps serving you after we're gone.

Scattered sources flowing into a warehouse and a dashboard

Who does this work

Card with data pipeline lines

Data Engineers

Pipelines, warehousing and the transformation layer.

Card with a code icon

Analytics Engineer

Metric definitions, dashboards and the models the business reads.

Card with a team lead icon

Tech Lead

Architecture, tooling and the build versus buy calls.

Where this capability fits

You are buying
Data and analytics shows up as
Custom Software Development
Analytics and instrumentation built in from the first release
Product Scaling & Evolution
Data infrastructure work as reporting outgrows what you have
AI Enablement
The data foundation AI features are built on
Product Growth
The instrumentation experimentation and retention work depend on
You can also add data engineers to your team.
Staff Augmentation

Success cases

Wrist Goal
Entertainment

Wrist Goal

Wrist Goal is a smartwatch app delivering live football scores and match events to Huawei wearables, built by Somnio and launched natively on HarmonyOS NEXT with a template-based architecture ready to scale to future tournaments.

Read more
Mobile App Development
CAA Club Group of Companies (CCG)
Automotive

CAA Club Group of Companies (CCG)

We partnered with the Canadian Automobile Association (CAA) to elevate member services through technology, delivering a seamless experience across Ontario.

Read more
Full Product Development

What our clients say

Tosan Lee

“Their approach started with a Product Discovery phase, including user research, UI/UX design improvements, and technical assessments to ensure scalability. Their proactive work made a real difference in the project's success”

Read the whole review
Tosan Lee
Tosan Lee
Co-Founder, Tracer Golf
Auston Anon

“Somnio Software has delivered an MVP that meets the changing needs of AI users. They've communicated effectively, have been highly responsive, and their project management is excellent. Their developers have become thought partners.”

Read the whole review
Auston Anon
Auston Anon
CEO, Fusion AI

Ready to Start Your Journey?

Belén
Technical Business Developer

I would love to talk to you about your project or needs.

Fill in the form or send us an email to hello@somniosoftware.com

Schedule a call

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Let’s talk!

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FAQs

Still have some doubts?
No worries, here are some frequently asked questions that may help you.

What is the difference between data engineering and data analytics?

Data engineering builds the pipelines and infrastructure that move and store data reliably. Data analytics uses that data to answer questions and inform decisions. One makes the data trustworthy and available, the other turns it into something you can act on, and a healthy data practice needs both.

What is a data warehouse and do we need one?

A data warehouse is a central store that brings data from your product and tools together, structured for analysis. You probably need one once answering a basic question means pulling from several systems by hand, or once different teams keep quoting different numbers for the same thing.

Our tracking is a mess. Where do we start?

With the decisions you're trying to make, not the tools, and it's more common than you'd think. We define the handful of metrics that actually matter, then fix the instrumentation behind them. Most analytics problems are really a tracking problem wearing a dashboard.

Can you work with the data stack we already have?

Yes, and usually that's the case. We work inside your warehouse and tools and gently point out where the setup is holding back the questions you need to answer.

Do we need this before doing AI?

Usually, yes. AI features are only as good as the data behind them, and clean, structured, accessible data is what makes the difference between a demo and something dependable. → AI Engineering

Let's look at your data

Wherever it lives now: a warehouse, a pile of spreadsheets, or nowhere yet. We'll tell you where we'd start.

Talk to a data engineer
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