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Agent-native data engineering · built with claude

One brain.
Eight arms.

Enterprise data platforms, built and run by a small team with AI agents.

We pair reusable, configuration-driven platform modules with an agent layer built on Claude. A platform that usually needs a large team ships in weeks — tested and documented from day one.

Start a conversation Why an octopus?
orchestrator + you

The problem

The plumbing is the same on every project.

Every enterprise data platform needs ingestion, orchestration, monitoring, access control and testing. Most teams rebuild them from scratch, document them last and test them by hand.

Rebuilt

Ingestion and orchestration rewritten for every new platform.

Undocumented

Documentation written at the end — if at all.

Manual

Data quality checked by people clicking through reports.

The octopus model

Nature already solved multi-agent coordination.

An octopus has around 500 million neurons, and roughly two-thirds of them live in its arms. Each arm senses, decides and acts on its own, while the central brain keeps the whole animal on course. That is how we build data platforms.

One brain to coordinate. Eight arms that think for themselves.
01

Arms that think

In natureEach arm touches, tastes and decides locally.

At OktolabSpecialist agents own their work end to end: pipelines, tests, QA, documentation and reviews.

02

A brain that coordinates

In natureThe central brain sets direction, not every movement.

At OktolabAn orchestrator plans and dispatches the work. People make the calls that matter.

03

Built to adapt

In natureAn octopus blends into its surroundings in an instant.

At OktolabWe work inside your environment and follow your conventions. Your data never leaves it.

Platform

Eight arms. One configuration model.

arm 01

Ingestion

Push and pull replication from ERP, analytical, relational and REST sources. Full and incremental loads from one YAML catalog.

arm 02

Orchestration

Dependency-aware runs from raw to curated layers. Event-driven, with no external scheduler to operate.

arm 03

Modelled layers

Layered transformations with a run registry, so business users always know how fresh their data is.

arm 04

Cost & run monitoring

Cost tracking, flexible budgets and pipeline health — dashboards for IT and for department heads.

arm 05

Alerting

Generic, configurable channels. Event-triggered, so it costs nothing when there is nothing to report.

arm 06

Access & security

Role-based access model, SSO and SCIM provisioning, service accounts — least privilege by default.

arm 07

Platform as code

Declarative environments per business unit, with CI/CD that shows a change plan before every deploy.

arm 08

Quality & reconciliation

Automated test plans, role-based personas and source-to-target reconciliation, with a report for every run.

How we work

The brain coordinates. The arms deliver. People decide.

  1. 1 Plan

    One orchestrator, many specialists

    An orchestrator agent breaks the work down, dispatches it to specialist agents and collects their status.

  2. 2 Build

    Issue → branch → merge request

    A shared library of skills turns every change into a tracked issue, a branch and a reviewable merge request.

  3. 3 Verify

    Reviews that file their own findings

    Multi-agent reviews run in parallel across code and design. Findings land in the tracker, prioritised.

  4. 4 Decide

    People make the calls

    Agents prepare options and trade-offs. Architecture, merges and anything irreversible stay with people.

people decisions & approvals
orchestrator plans · dispatches · collects status
CI/CD pipelines, change plans, releases
Test framework test plans, personas, reconciliation
Functional QA scenarios, run analysis, reports
Documentation module cards, diagrams, PDFs
Review parallel code & design reviews
skills & tools tracker · CI/CD · warehouse · docs · containers
Hi! I’m Okto.

Meet Okto

Okto runs our back office, too.

Okto is our mascot and a reminder that automation should feel like a helpful colleague. When Okto is not building data platforms, it runs Oktolab itself:

Bookkeeping agent

Reads incoming and outgoing invoices, matches payments and sets aside tax reserves.

Mail triage agent

Pulls and classifies mail, then hands the relevant items to the agents that act on them.

Skill security review

Audits third-party agent skills before anything is installed — instructions, scripts and network calls.

Research & content

Containerised research, transcription and speech pipelines that feed our knowledge base.

Security & confidentiality

We adapt to your environment, not the other way round.

Like an octopus changing colour to match the reef, we take on your conventions, your tools and your security rules.

Have a data platform to build — or to fix?

Tell us where you are. We will answer with a concrete plan, not a sales deck.

hello@oktolab.pl