// use cases // 10 ways teams ship faster
Realistic test data for every team that touches production.
See how engineering, QA, security, compliance, analytics, and AI teams replace stale fixtures and risky copies with masked VDBs.
[ 01 / 10 ] · Product Engineering
Pull-Request Databases
Every PR gets a short-lived masked clone of production. Teams stop fighting over shared staging and integration tests behave like real users.
Learn moregithub → checkout-api · sofi/create-workspace
#482 feat(checkout): add PIX flow
checkout-pr-482.sofi.local:5432
#481 fix(auth): reset password tokens
checkout-pr-481.sofi.local:5432
#480 refactor(orders): split status enum
checkout-pr-480.sofi.local:5432
#479 feat(billing): partial refunds
checkout-pr-479.sofi.local:5432
[ 02 / 10 ] · Quality Engineering
QA Refresh Cycles
Refresh QA environments from approved snapshots in seconds. No more copy-and-sanitize tickets that block the next sprint.
Learn morerefresh schedule · qa-shared-1
Mon
✓ done
Tue
✓ done
Wed
✓ done
Thu
✓ done
Fri
running
Sat
queued
Sun
queued
last refresh
47s ago
rows masked
14.2M
lag
0 min
[ 03 / 10 ] · Security & Compliance
LGPD / GDPR Evidence
Every refresh ships with a compliance evidence pack. Auditors see proof that no raw PII left production.
Learn morecompliance evidence · last 30 days
[ 04 / 10 ] · Data Engineering
Analytics Sandboxes
Data scientists work against production-like distributions without ever touching customer rows. Joins, dates, and totals all stay intact.
Learn morecohort retention · masked vs production
[ 05 / 10 ] · AI / ML
Safe Training Data
Strip PII from training corpora while preserving structure. Fine-tune on production behavior without the compliance risk.
Learn moretraining corpus · 2.4M rows
raw
2.4M
high
PII detected
847K
27 types
masked
2.4M
safe
[ 06 / 10 ] · Sales Engineering
Demo Environments
Spin up branded demo databases per prospect. Realistic data, branded tenant, automatic teardown after the call.
Learn moresales demo tenant · provisioning
$ sofi demo provision --tenant acme-corp
→ demo.acme-corp.sofi.local ready
[ 07 / 10 ] · Platform / SRE
Disaster Recovery Drills
Test DR procedures against full-volume masked replicas. Validate runbooks without risking real customer data.
Learn moredr drill · simulate primary failure
[ 08 / 10 ] · Customer Success
Bug Repro from Real Data
Support recreates customer bugs against a masked copy of that tenant. Faster fixes, zero data exposure.
Learn moresupport bug repro · acme-prod-tenant-42
Ticket #14721
Checkout fails when address has special chars (Acme Corp · 2h ago)
$ sofi workspace create repro-14721 --from-tenant acme-prod-42
✓ tenant data masked
✓ checkout flow reproduced
→ root cause: utf8 encoding in address.line2
[ 09 / 10 ] · Banking / Fintech
Regulated Modernization
Move legacy core systems into modern dev workflows without weakening LGPD, PCI-DSS, or BACEN controls.
Learn morebank · core modernization
legacy core
DB2 / COBOL
production · BACEN regulated
modern dev path
PostgreSQL VDB
masked · LGPD evidence
prod systems
0 changes
LGPD
98%
audit trail
full
[ 10 / 10 ] · Healthcare
HIPAA-grade Lower Envs
Protected health information stays in production. Dev, QA, and analytics get realistic, audit-stamped clones.
Learn morehipaa · patient records
| id | name | DOB | diagnosis |
|---|---|---|---|
| 8821 | Sarah J. | 1986-07-14 | Hypertension |
| 8822 | Robert L. | 1992-03-22 | Type 2 Diabetes |
| 8823 | Linda P. | 1978-11-08 | Asthma |
PHI fields masked · diagnosis preserved for clinical analytics
< 60s
VDB ready
95%
less storage
0
raw data exposed
38+
database connectors
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