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Insights

What we have learned recovering companies' memory.

Case studies and perspectives from the CALMO team on legacy data, evidence and deadlines.

Featured case study

Automotive retail · Southern Brazil

20 years of memory recovered from discontinued systems

About 230 million records and 1 million tax documents consolidated into a single database, with zero discrepancies against the source and assessments delivered in days.

Read the case study

Perspectives

From the team

Legacy data

Actual vs. apparent coverage: measuring where the data really is

A calculation table may run up to a given year while actual payroll ended earlier, leaving only later residues. Looking only at the database structure suggests the full period is there; measuring reveals the gaps.

That is why, during validation, we measure the first and last period with real data in each source and report gaps to the partner before the assessment. The difference between the two coverages often decides whether a legal theory is viable.

Chain of custody

Hashing at source: the detail that holds the evidence together

Computing the hash only at the destination proves the file did not change after arrival — not that it arrived identical to what existed on the client's server. A SHA-256 computed at source, recorded in a manifest and checked at destination closes that gap.

Together with the collection record, the custody log, timestamps and immutable retention, hashing at source allows a third party to verify, years later, that a figure in the report comes from exactly that data.

Tax

The cost of missing data when the deadline runs

Under Brazilian law, the period to claim a refund of overpaid taxes is, as a rule, five years. Every month without the data, older periods become unrecoverable — and tax assessments are upheld for lack of workpapers.

Old servers do not wait either: disks and memory at their limit are a signal to prioritize collection. Starting with a read-only diagnostic is the safest way to know what can still be proven.

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Facing a demand with a deadline?

Planning is built backwards from the due date.