Data Migration at Scale
Move millions of records with confidence. Idempotent pipelines, validation gates, and rehearsed cutovers ensure your data arrives intact and on schedule.
When You Need This
Platform migrations
Moving from legacy systems to modern platforms like Socrata, OpenGov, CKAN, or DKAN. We handle schema mapping, data transformation, and validation.
Large-scale consolidation
Merging datasets from multiple sources into a single platform. We ensure consistency, deduplication, and referential integrity.
Ongoing bulk uploads
Regular ingestion of thousands of datasets. We build pipelines that run reliably, validate automatically, and report clearly.
How We Do It
1. Idempotent Pipeline Design
Re-running a migration produces identical results. No duplicates, no data loss. If a cutover needs to be repeated, your data stays clean.
2. Automated Validation Gates
50+ checks per dataset: schema validation, data type verification, referential integrity, temporal consistency. Nothing goes live without passing.
3. Schema Parity Checks
Ensure source and target schemas match. Automated reconciliation reports show exactly what changed and why, with audit trails for compliance.
4. Rehearsed Cutovers
We don't migrate in production first. Full dress rehearsals in staging environments catch issues early. Documented runbooks guide the final cutover.
5. Rapid Stabilization
Post-migration monitoring catches anomalies immediately. Automated smoke tests verify functionality. Rollback procedures are tested and ready.
Technical Capabilities
Data Transformation
- • Schema mapping & evolution
- • Field-level transformations
- • Data enrichment & normalization
Quality Assurance
- • Automated validation suites
- • Data profiling & anomaly detection
- • Reconciliation reports
Performance
- • Parallel processing for speed
- • Incremental updates
- • Progress tracking & resume
Observability
- • Real-time monitoring dashboards
- • Detailed logging & alerting
- • Post-migration analytics
Related Case Studies
See how we've helped clients migrate and scale their data platforms.
Ready to discuss your migration?
Let's talk about your data migration needs and how we can help.