· Kevin Bolger · AI & Data
Linking Instrument Files to LIMS Records
The raw file exists. The LIMS record exists. Connecting them is the work that makes both useful.
Tag: Data Engineering
· Shannon Alliance · Life SciencesA LIMS Migration Blueprint: Transitioning a High-Throughput Genomics Lab from Legacy LabVantage to Cloud-Native QBench
How a high-throughput genomics lab moved from a self-hosted LabVantage and Oracle stack to QBench with zero downtime, five-figure annual savings, and CAP/CLIA-validated reporting.
· Gary O'Keeffe · AI & DataWarehouse, Lakehouse, or Search Index?
Three architectures for making lab data queryable. Which one fits depends on what questions you're asking.
· Shannon Alliance · Life SciencesWhy Querying the Database Directly is the Best Way to Do Data Engineering on On-Prem LabVantage LIMS
Query an on-prem LabVantage database with a read-only Python wrapper instead of Java extensions, so pipelines stay portable across Oracle and SQL Server.
· Gary O'Keeffe · AI & DataConnecting Gemini to Your Lab Data
Gemini in Workspace and Gemini Enterprise are different products with different capabilities. Here's what you can actually connect.
· Kevin Bolger · AI & DataMicrosoft 365 Copilot and Lab Data
Copilot already sees your SharePoint. Getting it to see your LIMS and instrument data is a different problem.
· Kevin Bolger · AI & DataHow to Connect ChatGPT Enterprise to Internal Lab Data
ChatGPT Enterprise supports custom MCP apps. Here's how to connect it to lab data with proper controls.
· Shannon Alliance · Life SciencesProductizing LIMS Data Transfer Agreements: How Regulated Labs Stop Burning Engineering Hours on Custom Exports
Treat client data transfer agreements as a priced menu, so custom LIMS exports stop consuming unpaid engineering time.