Resources
Reading, listening, and watching from the pharma practice.
Real launches, real platforms, real numbers. Case studies, white papers, webinars, and writing — most pull from the main DataKitchen site so they stay co-located with the broader product and methodology content.
case studies
Case studies & white papers
Drug Launch Case Study: Amazing Efficiency Using DataOps
Case Study
1.5 FTEs delivered 100+ lines of code and 1.5 data quality tests daily across the 36-month pre-launch window. The team that built a $100B drug-launch analytics platform.
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How Three Small Pharma Companies Skyrocketed to $100B in Acquisition Value
Case Study
Karuna, Acceleron, and a Celgene successor — three exits, one common pattern: an agile, transparent, transferable commercial data platform built without a black-box vendor in the middle.
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Large Pharma Achieves 5× Productivity Gain With DataOps Process Hub
Case Study
New analytics in 1/3 the time, 80% fewer data errors, 50 → 1,500 visualizations per week. A large pharma BA team codified tribal knowledge into a process hub.
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Meeting the Product Launch Challenge with DataOps
White Paper
The Celgene launch playbook. How a billion-dollar commercial launch built an automated, audited, analyst-ready data foundation in a fraction of the typical time.
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webinars
Webinars
The Celgene Story: Building a Billion-Dollar Product Launch with DataOps
Webinar
On-demand. How a pre-AI commercial pharma launch team built the analytics infrastructure for what became a multi-billion-dollar franchise.
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Driving Data Analytic Team Excellence Through Agility, Efficiency, and Aphorisms
Webinar
James Royster of Karuna Therapeutics on what makes a small commercial pharma analytics team punch far above its weight.
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DataOps: The New Norm in Pharma
Webinar
Four pharma companies on how DataOps accelerated research efficiency, product adoption, and opportunity identification.
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blogs
Blogs
The $100 Billion Secret
Blog
Why leading pharma companies outsource their commercial data teams: specialized focus, speed, simplicity, and transparency over generalist IT.
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How DataOps is Transforming Commercial Pharma Analytics
Blog
The first 6–12 months of a launch determine its lifetime revenue. The Otezla story: 7 engineers, 10–12 analysts, hundreds of datasets, tens of thousands of tests.
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Implementing a Pharma Data Mesh using DataOps
Blog
How DataOps automation makes data-mesh architectures viable in commercial pharma — not as a slogan, but as something engineering teams can actually ship and operate.
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The Equation for AI Success: DT + Dx + Ctx = 10×
Blog
Where AI lands in commercial pharma analytics. Data transformation, data exposure, and context: the three terms that turn an AI investment into measurable team productivity.
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DataOps FITT: Data Testing for 10× Data Engineering Productivity with AI
Blog
A practical look at how AI-assisted test generation reshapes commercial pharma data engineering — with a pharma example walked end-to-end.
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Reinvent Marketing Automation with the DataKitchen DataOps Platform
Blog
A non-personal-promotion story. How an integrated commercial data platform reset the team's relationship with marketing campaign data, channel ROI, and budget decisions.
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Why I Chose DataKitchen
Blog
A practitioner's view from inside a commercial pharma analytics team. What "transparent, transferable, specialized" actually feels like day-to-day.
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Congratulations to the Karuna Team on Their Acquisition
Blog
A note marking the Karuna → BMS acquisition, with reflection on what made the underlying commercial data work so durable through the transition.
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Want a deeper conversation?
The writing only tells part of the story. Half an hour with our team will get you specifics on your stack, your launch window, and what the first sprint would look like.