Data migration assurance · BFSI

Evidence your migration is correct. Not a report you have to trust.

MAP reconciles source against target down to the row, then issues a cryptographically signed evidence bundle. Same inputs, same hash — every time, on any machine — so an auditor can verify the result themselves. No AI in the verdict path.

Ed25519 signed Billion-row scale Reproducible by anyone
evidence.bundle
Ed25519 · signed
Source
1,284,003,118
oracle · prod_ledger
Target
1,284,003,118
snowflake · LEDGER
Verdict
PASS
evidenceHash
ready

Illustration of the determinism principle: identical inputs reproduce an identical hash. Edit the field and the hash recomputes; run it again and it matches. The product hashes canonicalised rows — not this string.

Verifiable, not assertable

Cryptographic signature Hash-chained audit log Deterministic verdict WORM storage
The problem

A passing report is not proof.

When you move billions of rows from Oracle into a lakehouse or a cloud warehouse, someone has to assure the regulator that nothing was dropped, truncated, re-typed, or silently changed. Spot checks and reconciliation spreadsheets rely on sampling and on trusting whoever ran them. They can't be reproduced by an outside party — and they don't survive the moment an auditor says "show me."

The old way

Sampling & spreadsheets

Row counts and a few sampled checks. Narrative, not evidence — and impossible to re-run identically.

Black-box tools

"Trust the output"

A green dashboard you can't inspect, with a model or sampling sitting between the data and the verdict.

With MAP

A signed bundle anyone can re-verify

Every row reconciled and folded into one evidenceHash, signed with Ed25519. Hand it to your auditor; they re-check the signature, the hashes, and the verdict themselves — offline if they want to.

What you get

Inside the evidence bundle

One signed artifact that stands on its own. Self-describing, self-verifying, and identical for identical inputs.

The verdict

A deterministic PASS or FAIL with the exact counts behind it — matched, missing, extra, and differing rows.

Row-level reconciliation

Every difference located and classified against a 25-class corruption taxonomy — truncation, re-typing, encoding, and more.

The rules checked

The full declarative rule set that produced the verdict, captured in a versioned rulesHash so the criteria are part of the record.

The signature

An Ed25519 signature over the whole bundle, so any later tampering breaks verification immediately.

The evidenceHash

One fingerprint of the entire run, plus a byte-level artifactHash. Reproduce the run and the hash matches, bit for bit.

The verifier

A browser tool and an offline CLI that re-check everything without sending data back to MAP. Independent verification, built in.

How it works

Four steps to evidence.

Point MAP at both ends, declare what "correct" means, and let it produce a record that holds up on its own.

01

Connect

Point MAP at source and target through envelope-encrypted connection profiles. Dialect quirks are handled so equal data reads as equal.

02

Define rules

Declarative checks: column compare, referential integrity, uniqueness, cardinality, per-row assertions, and aggregate bounds.

03

Reconcile

A streaming merge-join compares both sides in a single pass at billion-row scale, in constant memory, deterministic by construction.

04

Verify

Download the signed bundle to WORM storage. Anyone — your auditor included — can re-verify it, in the browser or offline.

Why it holds up

Determinism is the moat.

Anyone can diff two tables. The hard part is producing evidence an auditor will accept — which means the result has to be reproducible by someone who has no reason to trust you.

Canonical by valueEvery value is normalised the same way — binary types, UUID casing, CHAR padding — so equality never depends on how a database stored it.
Hashed the same way, every timeRows are hashed and folded into one evidenceHash. Re-run with the same inputs and you get the same hash, bit for bit.
No model in the pathNo sampling, no randomness, no AI sits between your data and the verdict. The result is math, not judgment.
Same inputs, three independent runs
run · ci7f3a9c…d21e
run · vpc7f3a9c…d21e match
run · auditor7f3a9c…d21e match

Partitioned, constant-memory execution carries a proven hash-identity guarantee: a partitioned run and a whole-table run produce the identical evidenceHash.

Built for scale

Billions of rows. Constant memory.

A streaming merge-join reconciler compares source and target in one pass, partitioned to run within fixed limits no matter how large the tables get.

10+
Rows reconciled in a single streaming pass.
O(1)
Memory footprint — bounded regardless of table size.
1 hash
Identical for partitioned and whole-table runs, by proof.
Connectors

Reconcile across your stack.

Compare any supported source against any supported target — the canonical layer makes them comparable on equal terms.

OR
Oraclesource · target
MS
SQL Serversource · target
DB
Db2source · target
PG
PostgreSQLsource · target
SF
Snowflakesource · target
DX
Databrickssource · target
BQ
BigQuerysource · target
RS
Amazon Redshiftsource · target
IC
Iceberg · Trinosource · target

Dialect quirks are normalised before comparison — binary handling, UUID casing, CHAR padding — so data that is equal reads as equal, and schema drift is detected rather than silently passed over.

Security & governance

Enterprise controls, by default.

Built to drop into a regulated environment — in your own VPC or fully self-hosted — without bolting on governance afterward.

Ed25519-signed evidence

Every bundle is signed; tampering breaks verification on the spot.

WORM evidence storage

Write-once, read-many. Records can't be quietly rewritten after the fact.

Hash-chained audit log

An immutable, linked history of every action — gaps and edits are detectable.

SSO via SAML & OIDC

Plug into your identity provider; no separate password store to manage.

Role-based access & SCIM

Five roles, with SCIM 2.0 provisioning to add and remove people automatically.

Envelope-encrypted profiles

Connection secrets are envelope-encrypted at rest, never stored in the clear.

Signed SBOM & CI gating

A CycloneDX software bill of materials, with dependency audits gating every build.

Your VPC or self-hosted

Deploy inside your own boundary; data never has to leave it.

Offline verification CLI

Re-check any bundle from the command line, with nothing sent back to MAP.

Compliance packs

SOXBaselRBISEBIGDPR
Evidence mapped to each framework's control requirements.
Trust Center

Verify any bundle. Even offline.

Independent verification is the whole point. Drop an evidence bundle into the browser verifier or the offline CLI and it re-checks the signature, the hashes, and the verdict — without sending anything back to MAP. If it verifies on a machine that has never spoken to us, the evidence stands on its own.

signature valid
evidenceHash matches
rulesHash matches
verdictPASS
verifiedoffline · 0 calls
Pilots open

Put MAP on a real migration.

We're onboarding a small number of regulated institutions. If you're moving a regulated dataset and need evidence your auditor will accept, let's talk.