Data Engineering

Transform your data with AI-powered intelligence—from simple uploads to complex transformations

See Features

Effortless Data Onboarding

Ingest data with our self-service interface and AI-powered metadata system.  Make your data research-ready from day one.

Flexible Data Architecture

Use data in its original schema or map to standardized models. Our platform meets you where you are.

Advanced Transformation Tools

Transform data using our library of biomedical connectors or create custom dbt pipelines for bespoke needs.

Solutions

Fit-for-purpose solutions for clinical research leaders in cancer and rare disease.

Cancer Observational Study

Streamline legacy systems and manual processes with a single study and data management platform.

Learn more

Cancer Center Biobank

Reduce and turnaround time and increase productivity by connecting biospecimen data and clinical data in a single data management platform.

Learn more

Cancer Center Registry

Unify clinical and multimodal data on a modern platform to enable automated data preparation into a research-ready patient model.

Learn more

Rare Disease Registry

Answer research questions about diagnoses, treatments, and outcomes quickly and easily.

Learn more

Trusted by leading institutions

Accelerate Your Research with Data Engineering

Self-Service Tabular Data Ingestion

Upload structured datasets (CSV, TSV, spreadsheets) directly into Manifold's high-performance index without any specialized data engineering expertise. Our drag-and-drop interface make simple data ingest dead simple.

AI-Powered Data Profiling

Automatically detect, correct, and flag common data issues during ingestion. Our system profiles data on upload, catching errors in column headers and data inconsistencies to ensure your datasets are analysis-ready from day one.

AI-Assisted Metadata Generation

Leverage AI to automatically generate meaningful table and column descriptions from the data. Create custom tags and apply them so that researchers can use faceted search downstream. Refine the metadata to create self-documenting datasets that enhance discoverability and enable better AI workflows downstream.

Data Model Agnostic Architecture

Manifold lets you work with your data in its original schema—no forced conversions or remapping. The platform, including the catalog, AI agent, and cohort builder, natively supports your existing data models, so you can onboard and use your data immediately. If you want greater interoperability, you have the option to map your data to standardized models like OMOP, either within Manifold or using your own external tools. The choice is always yours: use your data as-is, or transform it for broader compatibility—Manifold adapts to your workflow, not the other way around.

Optional Opinionated Biomedical Schemas

In addition to supporting your native data models, Manifold offers ready-made, opinionated destination schemas for common biomedical data types—germline and somatic variants, RNA-seq, biospecimen inventory, clinical data, and more. Use them if you want a fast path to downstream compatibility and best practices for structure, indexing, and annotation. Mapping your data to these schemas is entirely optional, but it eliminates the need to design your own models and ensures seamless integration with Manifold's applications—accelerating your analysis without extra overhead.

Biomedical Data Pipeline Library

Manifold offers a robust and expanding library of pipelines purpose-built for core biomedical systems such as REDCap, OnCore, Cancer Registry, LIMS, and (coming soon) EHR platforms—enabling seamless, API-driven data ingestion. The library also supports molecular file formats including CRAM, VCF, count matrices, and BED. These pipelines accelerate data onboarding, reduce manual effort, and deliver reliable, community-vetted transformations.

Open, Industry-Standard Transformation Platform

Transform your data with dbt, the leading open-source SQL pipeline orchestrator. Build SQL-based workflows for automated execution on new data, scheduled processing (nightly, weekly, etc.), and incremental updates for large-scale genomic datasets. dbt supports both simple and complex transformations, offering maximum flexibility to fit your needs. Our professional services team can help you design and optimize dbt workflows tailored to your research goals.

Automatic Lineage Tracking

Every data transformation is automatically tracked and documented, capturing detailed provenance, version history, and audit trails. This ensures complete traceability, so you can trust your results and easily reproduce your research.

Integrated Biomedical Ontologies

Join your data with a comprehensive set of biomedical vocabularies, including ICD-O3, LOINC, RxNorm, NAACR, and more. Our platform loads complete ontological relationships, enabling advanced semantic queries. For genomic data, connect your datasets with leading reference databases such as ClinVar, dbSNP, GnomAD, Reactome and more. This integration empowers researchers to explore data more intuitively, uncover meaningful connections, and accelerate insights across clinical and molecular domains.

Request a Demo

Built for the AI Era of Science

"At Manifold, AI is the bridge between the language of science and the reality of data, removing barriers so ideas can move at the speed of discovery.”

Sourav Dey, PhD

CPO + Co-founder

Ready to build faster, better cohorts—and unlock what comes next?

Data engineering is just one part of the Manifold platform—designed to accelerate every step of your research data journey. From AI-assisted data ingestion to batch bioinformatics and AI-agents for scientific analysis, Manifold helps teams go from raw data to actionable insight without friction.

Request a Demo