Data and integration

Data integration that does not break every night

Between the legacy system and the cloud there is a path the data travels every night. When it fails, someone hears about it from a user, reprocesses by hand and turns into a retry operator. Inove treats that path as a product: classified, tested, monitored and reversible.

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What data and integration covers

It is the discipline almost everyone still hides inside “development” — and the one that decides whether the report adds up.

Replication and loads

From the legacy database to the modern target, with error handling by class instead of blind reprocessing.

Dictionary conversion

Type, encoding, key and null resolved with AI support and human review — the AI proposes, we decide.

Batch pipelines

A parameterised template published from the command line: the same fix applies to the whole set.

System-to-system integration

API, file or messaging, with a defined contract, safe retries and a plan for when the other side goes down.

Quality and reconciliation

Counts, totals the business recognises and sampling at the edges — where the errors actually live.

Flow monitoring

An alert when the data stops arriving. Without it, the discovery comes at month-end close.

How we stabilise a broken flow

Classify before fixing. That is what turns “every night fails differently” into a short, workable list.

01
Classify the failure
The messages become a handful of error classes, each with a known diagnosis and fix.
02
Write the runbook
How to identify it, which query confirms it, what the fix is and how to validate afterwards.
03
Make it idempotent
Running twice must give the same result as running once. Without that, every reprocess duplicates.
04
Monitor and prove
An alert on the flow and automatic validation within the window, with evidence of what went through.

What changes for the team

The on-call engineer resolves it

With a runbook, whoever is on call handles the routine classes and escalates only what is genuinely new.

A fix that propagates

With a template and the command line, what took hours per pipeline now applies to all of them in minutes.

Numbers that add up

Layered reconciliation finds precision loss and corruption that a simple count never sees.

Less reliance on heroes

The knowledge leaves the head of whoever lived through the history and becomes a procedure.

Does your nightly load fail in a new way every week?

Then the tool is not the problem: the classification is missing. Ask for an assessment of your flows — we bring back the error classes and the runbook for your own environment.

Talk to a specialist Request an assessment

Data integration that does not break every night

Related material and reading

Does your nightly load fail in a new way every week?