You Know What Needs to Happen
You've identified the data quality issues. You know what validation rules should exist, what enrichment would help, how maintenance should work. The problem isn't knowing—it's doing.
Your team has competing priorities. Building new pipelines, supporting analytics requests, maintaining existing systems. The data quality backlog keeps growing because there's never bandwidth to work through it.
We can be the execution capacity you need. You define the specifications. We execute at scale. Your standards, our labor.
"We had a data quality project scoped for 6 months. We knew exactly what needed to happen but couldn't allocate the resources. They executed our specifications in 6 weeks. Same outcome, fraction of the internal cost."— Director of Data Engineering
How We Work With Data Teams
- Your rules, our execution. You define validation logic, matching rules, enrichment priorities. We run them at scale.
- Flexible integration. We can work with exports, API connections, or direct database access. Whatever fits your infrastructure.
- Batch or ongoing. One-time bulk processing or continuous maintenance. Your call based on needs.
- Transparent process. Full documentation of what we did, what changed, and what issues we found. Your audit trail.
- Your data stays yours. We process, you retain. No vendor lock-in, no proprietary formats.
Common Partnership Models
Backlog execution. You have a queue of data quality tasks that keep getting deprioritized. We work through them systematically.
Surge capacity. Big project coming up—migration, new system, data consolidation. We provide temporary scale.
Ongoing maintenance arm. Routine data quality work that shouldn't consume your team's time. We handle it continuously.
Specialized processing. Healthcare validation, complex matching logic, multi-source enrichment. Things that need domain expertise your team doesn't have.
What We Bring
- Execution capacity. We can process hundreds of thousands of records without consuming your team's bandwidth.
- Tooling and infrastructure. Validation APIs, enrichment sources, processing pipelines. Already built and running.
- Domain expertise. Particularly in B2B data and healthcare. Rules and edge cases we've already solved.
- Flexibility. We adapt to your specifications, not the other way around. Your standards, our implementation.
Integration Options
File-based: You export, we process, you import. Simple and compatible with any system.
API integration: Direct connection to your systems for automated processing. Real-time or batch.
Data warehouse: We can work directly with Snowflake, BigQuery, or other warehouses if that's where your data lives.
CRM integration: Salesforce, HubSpot, Dynamics—we have experience with all major platforms.
Example Engagements
Large-scale deduplication: 2M records, custom matching rules, preservation of business logic. Completed in 3 weeks.
Healthcare data validation: 500K provider records against NPI registry with specialty classification. Ongoing monthly processing.
Multi-source enrichment: Waterfall enrichment from 5 sources with custom priority logic. Integrated into existing pipeline.
Data migration support: Full validation and cleanup of 1.5M records before CRM migration. 4-week project.
Pricing
We price based on volume and complexity:
- Standard validation/enrichment: $0.05-0.25 per record depending on complexity
- Custom processing: Project-based pricing for specialized requirements
- Ongoing processing: Monthly pricing based on volume and frequency
- Volume discounts: Significant breaks at 100K, 500K, and 1M+ records
Technical Details
Security: SOC 2 Type II compliant. Data encrypted in transit and at rest. No data retention beyond processing window unless requested.
SLAs: Typical processing: 24-48 hours for standard batches, same-day for urgent. Custom SLAs available for ongoing engagements.
Let's Talk Technical Details
You speak data. So do we. Let's have a technical conversation about what you need and how we can help execute it.
Related: Batch Validation | Database Maintenance | Healthcare Data