From fragmented clinical data to governed intelligence on the Databricks Data Intelligence Platform
Databricks partner services

From fragmented clinical data to governed intelligence on the Databricks Data Intelligence Platform

We help clinical organizations evolve from disconnected systems to connected, AI-enabled ecosystems on Databricks.
From fragmented clinical data to governed intelligence on the Databricks Data Intelligence Platform
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Databricks partner services

From fragmented clinical data to governed intelligence on the Databricks Data Intelligence Platform

We help clinical organizations evolve from disconnected systems to connected, AI-enabled ecosystems on Databricks.

Overview 

By combining our deep clinical domain expertise with the Databricks Data Intelligence Platform, we enable you to move from manual, reactive data processing to a continuous, AI-ready unified clinical data ecosystem that accelerates insight generation across the entire R&D portfolio Built on Delta Lake and medallion architecture, this foundation keeps every downstream dataset reliable, versioned, and analysis-ready. Together, we help R&D leaders move from fragmented, study-specific workflows to a unified single source of clinical truth. 

Why Databricks for life sciences 

Clinical R&D has outgrown the tools it was built on. Data is fragmented across EDC, CTMS, safety, labs and eTMF; AI ambitions stall in pilots that never reach production; and every analytical shortcut has to answer to a regulator. Databricks was built for exactly this kind of problem, and paired with clinical domain expertise, it becomes a foundation R&D organizations can actually build on. 

One platform, not a stack of disconnected tools.

Most clinical data problems begin with fragmentation, a different system for every function, none speaking to the others. Databricks unifies data engineering, analytics, and AI on a single Lakehouse, so trial, lab, safety and operational data live in one governed place. For R&D, that enables a single source of truth. 

Built in governance.

In regulated environments like life sciences, Unity Catalog makes access control, end-to-end lineage, and audit trails native to the platform, the foundation for GxP-aligned, inspection-ready analytics, rather than a compliance layer retrofitted after the fact.  

Open and interoperable by design.

Built on open formats like Delta Lake and Iceberg, Databricks avoids the lock-in that makes clinical data estates so hard to evolve. Data can be standardized to CDISC and SDTM, shared securely across sponsors, CROs and sites, and remain portable as your ecosystem changes.

Built to scale from one study to the whole portfolio.

Cloud-native and elastic, the platform handles a single study or an enterprise R&D portfolio on the same architecture, so the foundation you build for one trial becomes the operating model for all of them.

The platform is necessary. The partner makes it real.

A capable platform doesn't guarantee a successful outcome, implementations succeed or stall on the operating model, the validation approach, and whether the people building it understand clinical operations, not just the technology. That's where i2e comes in.

Our solutions 

As a Databricks consulting and systems integrator partner, we bring a certified team delivering across the full Databricks platform, data engineering and governance with Unity Catalog, Databricks SQL analytics, machine learning with MLflow, and GenAI and agentic AI with Agent Bricks, built to match the regulated, data-intensive demands of clinical development. 

Connected clinical data ecosystem

with Databricks

Unifies EDC, CTMS, safety, labs, and eTMF into one governed source of truth, so every team works from the same data instead of manual handoffs.

  • Databricks migration & modernization

Moves legacy warehouses and SAS environments to the Databricks Lakehouse through validated, sequenced migrations that minimize disruption to ongoing studies and keep workloads audit-ready.

  • Foundation engineering: validation-ready, CDISC/SDTM-aligned pipelines

Builds automated pipelines that harmonize EDC, CTMS, safety, labs, eTMF, and RBQM data into governed, submission-grade datasets on Delta Lake.

  • Lakehouse engineering & governance

Uses Unity Catalog to make the Databricks environment auditable by design, with unified access control, full data lineage, and a complete audit trail.

Clinical Decision Intelligence

on Databricks

Turns governed clinical data into real-time risk detection, plain-English answers, and AI that moves from pilot to production.
 

  • RBQM & risk signal analytics

Unifies risk, safety, and site signals scattered across four or more tools into one real-time view, surfacing risk before it escalates rather than after a Central Monitor catches it manually.

  • Connected clinical decisions

Layers AI/BI Genie, Agent Bricks, and i2e's ORION on governed data so teams can ask plain-English questions, from site risk to portfolio resourcing, without writing SQL.
 

  • AI/ML & GenAI capabilities

68% of AI pilots in life sciences never reach production. We build the governed path from experiment to validated deployment, with agents your platform team can actually sign off on.

How we work, from conversation to impact

The Clinical Data Readiness Assessment is available as a complimentary engagement for qualifying organizations.

Phase 1:
Clinical data readiness assessment (weeks 1–2)

We map your current data estate, systems landscape, EDC, CTMS, RTSM, safety, labs, eTMF, and readiness gaps on Databricks. You leave knowing exactly where you stand.

Phase 2:
Integration blueprint & architecture (weeks 3–6)

We design your connected clinical data architecture on Databricks: Unity Catalog governance model, medallion architecture, CDISC-aligned, GxP-compliant, and cloud-native from day one.

Phase 3:
Ecosystem build & intelligence layer (months 2–4)

We integrate your systems, automate pipelines, and activate the AI/analytics layer, Genie, Agent Bricks, ORION with your teams embedded throughout, deploying apps via Databricks Apps or Posit so non-technical users can work inside the platform directly.

Phase 4:
Scale, adoption & value realization (Month 4+)

We measure outcomes, drive adoption across functions, and build the operating model, ongoing monitoring, cost and performance tuning, and expansion into new GenAI and agentic use cases, that sustains transformation at scale.

Insights

A global pharma company achieved uninterrupted clinical risk monitoring using custom built data aggregator delivered in 5 months

Since there was a vision to move completely to the new data lake being built on Databricks – the team was also looking to move beyond SAS programming

From chaos to confidence: How i2e and Databricks transformed risk-based quality management at scale

Centralized, Scalable Data Access with Unity Catalog Using Databricks' Unity Catalog, our admin granted secure, governed access to the client's data lake

The i2e advantage

Life sciences domain depth

From trial data management and supply forecasting to GxP validation, our teams pair platform skills with the domain expertise to design solutions that clinical teams can trust. 

Team of Databricks experts

Our certified professionals build and run high-performing Databricks solutions end to end, from migration and Lakehouse architecture to governed pipelines, Databricks SQL analytics, and AI/GenAI delivery, to keep your data estate scalable, governed, and future-ready. 

Customer-first, enablement-led approach 

We build "training wheels," not black boxes. Central Monitors, biostatisticians, and portfolio teams are enabled to work inside the platform directly, with i2e transferring ownership rather than creating a permanent dependency. 

End-to-end partnership 

From the Clinical Data Readiness Assessment through connected-ecosystem architecture, validated pipeline delivery, and the Clinical Decision Intelligence layer built on top, including emerging GenAI and agentic use cases, i2e supports the full Databricks journey for R&D, clinical, and quality organizations. 

FAQs

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