01
HCP and HCO master data exceptions get worked in spreadsheets, but transfers-of-value reporting requires corrections you can defend.
Life sciences
Steward HCP, site, and product master data where it already lives.
The same physician appears in CRM, medical affairs, clinical operations, and transparency reporting — and reconciling those records is human work. EntryLayer gives data stewards review queues and controlled corrections inside your Snowflake account, with the field-level history that transparency reporting demands.
Best fit
Where this usually starts.
For commercial operations, clinical operations, and data stewardship teams in pharma, biotech, and medical devices.
02
Investigator and site reference data is maintained across systems with no single controlled correction path.
03
Territory alignments and roster corrections route through email even though the data already lives in the warehouse.
Where teams use it
HCP and HCO master data stewardship queuesTransparency reporting data correctionsInvestigator and site reference dataTerritory alignment and roster maintenanceProduct and material master cleanupFormulary and payer reference data
EntryLayer outcome
A working interface without moving the process elsewhere.
- Give stewards review queues with field-level change history behind every correction.
- Route sensitive edits through approval states instead of tracked-changes spreadsheets.
- Keep commercial and clinical data inside your account boundary — no new vendor data plane.
- Extract approved corrections back into your MDM and reporting pipelines on your terms.
Life sciences
Runtime
Runs inside Snowflake
EntryLayer is delivered as a Snowflake Native App on Snowpark Container Services, not as a separate hosted SaaS data plane.
State
Hybrid Tables app state
Projects, forms, submissions, memberships, workflow history, audit activity, and billing ledger state live in Snowflake Hybrid Tables.
Source access
Caller-rights reads
Customer-owned source reads use Restricted Caller Rights where supported, so Snowflake grants and policies remain central.
Next step
Start with the exception-review demo, then map it to a real customer workflow.
The pilot path is intentionally narrow: pick one Snowflake-backed exception queue, create the form and review workflow, and prove the handoff can stay auditable.