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04 · Data & Reporting

Data integration: If it has a way out, we can usually connect it.

Lumaivo connects databases, exports, APIs, webhooks, SaaS platforms, phone systems, finance data and manual reference files into a controlled data flow. Sources stay identifiable and conflicts remain visible.

Map the first useful step All services

What this service is for

Start with the business meaning, then make the technical route explicit.

Operational truth is usually distributed. An advert platform knows spend and clicks, a phone system knows calls, a CRM knows opportunities, a job system knows delivery, and finance knows recognised revenue. Integration creates a repeatable route between those facts without pretending one source explains everything.

We begin with the safest useful access - approved copies, read-only database connections, exports, APIs, webhooks or MCP-enabled interfaces. Raw evidence is preserved before mappings and business rules create cleaner Silver and trusted Gold layers for reporting, workflow or AI use.

Where it becomes useful

Common use cases, framed around the decision or hand-off.

01

Connected reporting

Bring SQL, spreadsheet, CRM, finance and operational facts into one model for consistent measures and exceptions.

02

System hand-offs

Replace manual rekeying with controlled API, file or event-based transfers between business systems.

03

Operational intelligence

Create an evidence-preserving layer that dashboards, workflows and assistants can use without querying every live system directly.

Method

A controlled route from discovery to an accepted output.

  1. 01

    Map the estate

    Identify the useful sources, owners, interfaces, refresh needs and decisions the integration must support.

  2. 02

    Capture safely

    Choose read-only, copied-data, export, API, webhook or event patterns that respect source-system boundaries.

  3. 03

    Preserve evidence

    Retain raw payloads or snapshots with lineage, effective dates and checksums where appropriate.

  4. 04

    Transform deterministically

    Apply approved mappings, reference data, joins and confidence rules in a repeatable pipeline.

  5. 05

    Operate visibly

    Monitor freshness, failures, late data and reconciliation exceptions with a clear support handoff.

Typical deliverables

What the review-ready work can contain.

  • Source, interface and ownership inventory
  • Integration architecture and data-flow map
  • Bronze-to-Silver-to-Gold transformation design
  • Configured connectors or repeatable ingestion routines
  • Lineage, freshness and exception controls
  • Operational runbook and known-boundaries register

Boundaries

What stays explicit instead of being over-promised.

  • Live source systems are not written back to unless that action is explicitly designed and approved.
  • Credentials and sensitive payloads are kept out of public artifacts and ordinary logs.
  • Conflicting facts receive confidence and ownership treatment rather than an invented answer.
  • Refresh frequency is chosen from the real business need and source capability, not a default real-time claim.

Questions before the first conversation

Plain answers, with the limits left in.

Which systems can Lumaivo connect?

Common routes include SQL Server, MySQL, Postgres, Excel, CSV, APIs, webhooks, SaaS exports, CRMs, phone systems, finance and job-management data. Feasibility depends on the access the system provides and the agreed security boundary.

Do you need direct access to production?

Not necessarily. Many first stages use approved exports, copied databases or read-only interfaces. The safest useful pattern is chosen with the system owner.

Is this the same as building a data warehouse?

A warehouse or lake may be one output, but the service starts with the business flow, mappings, evidence and controls. The architecture should match the scale and operating need.

Can integrations run in real time?

Where the source supports events, webhooks or suitable APIs, near-real-time flows may be possible. Batch or scheduled integration is often safer and sufficient; the choice is made from the requirement.

How are failures handled?

The design includes logging, retry or quarantine behaviour, freshness checks and an exception route. Failures should be visible and recoverable rather than silently skipped.

Related services

Continue through the connected system.

Service hub
01 · Data & Reporting

Data mapping

Make every field, key, rule and ownership decision visible before building the next layer.

Read service 05 · Data & Reporting

SQL reporting & dashboards

Build reports around trusted definitions, visible exceptions and the decisions people need to make.

Read service 06 · Data & Reporting

Marketing attribution & ROI

Connect spend, journeys, calls, leads, work and recognised value without pretending the evidence is perfect.

Read service

Start with the messy version. Make the first useful outcome explicit.

Send the systems, reports, constraints and decisions involved. Lumaivo will help define a bounded first step and the evidence needed to accept it.

Map the first useful step