dbparser Pro: Integrated Data Layer

The databases you are already licensed to use, integrated into one clean, analysis-ready data layer.

What We Provide: Four Modules

1.Source integration

  • •Parses and normalizes the licensed sources you already use, plus open sources like Open Targets.
  • •DrugBank & ChEMBL, for customers with their own license.
  • •Open Targets and other openly available sources included.
  • •Same engine behind our open-source dbparser package.

2.Cross-database entity mapping

  • •Resolves the same drug, target, or disease across multiple sources into one canonical ID.
  • •Crosswalk logic proven on real pharma data.
  • •Handles synonyms, aliases & external IDs.
  • •No duplicate or conflicting records.

3.Analytics-ready pipelines

  • •Clean, structured output ready for dashboards, reports, or your own downstream tools.
  • •Flat, query-ready relational tables.
  • •No JSON wrangling required.
  • •Documented schema for your data team.

4.Reporting & Coverse integration

  • •Feed your integrated data into Coverse for browsing, or build custom reports on the same tooling.
  • •Optional: browse your data in Coverse Charts via canvasXpress (customer-licensed) or a free alternative.
  • •Source-traceable, audit-ready reports.
Collaboration Model

You hold the licenses. We handle the integration.

dbparser Pro processes the sources you're already licensed for, and we never provide or resell database access. Pricing is per-module, scaled to the sources and features you need.

Pricing:

Per-module, scaled to the sources and data volume involved.

Data:

We integrate your licensed sources; you retain your existing license relationships throughout.

Next step:

Tell us which sources you use today and we'll scope the integration.

Why teams work with us on this

Built on your licensed sources, not ours

We integrate what you're already entitled to use, and we never provide database access ourselves.

Built around your pipeline, not replacing it

dbparser Pro feeds your existing dashboards and reporting, and it doesn't require you to change how your team works.

Pay for what you use

Each module is independent and separately priced. Start with one, add more as the collaboration grows.

Built on a real open-source foundation

Our work is grounded in dbparser, a maintained open-source R package we develop and support.

Professional Services

Priority Support

Dedicated expert access with fast response times, monthly consultations, priority bug fixes, and early access to new features.

Ideal for: biotech companies and academic labs using dbparser in production.

Custom Integration

Parse proprietary data formats, integrate with internal systems, and implement custom identifier mapping between internal compound IDs and public databases.

Ideal for: pharma teams with internal libraries and CROs with custom datasets.

Advanced Analysis Workflows

Build custom drug-repurposing scoring, multi-database network analysis, automated reporting pipelines, and integration with your existing tools.

Ideal for: pharma research programs and funded drug repurposing initiatives.

Ready to Accelerate Your Work?

Start with a quick consultation, or send us your project details and we will recommend the right integration and dashboard delivery path.

Typically a response within three business days · Cairo, Egypt