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UID:pretalx-pyconde-pydata-2026-9MUDUY@pretalx.com
DTSTART;TZID=CET:20260415T113500
DTEND;TZID=CET:20260415T122000
DESCRIPTION:A data scientist builds a Streamlit or Dash prototype\, the bus
 iness wants to validate it\, and the hard parts begin: getting access to l
 ive data\, making the app available company-wide\, and ensuring every user
  only sees what they are allowed to see. Following "best practices" turn a
  simple demo into weeks of platform work\, leaving data scientists frustra
 ted and blocking them from shipping apps to end users.\n\nIn this talk we 
 will **live-demo** Merck's self-service app service we have developed and 
 hardened over multiple years. It lets **teams deploy Streamlit (and friend
 s) in 3 minutes** while meeting best practices like SSO\, CI/CD\, and gove
 rned data access control. The platform has become essential for Merck to s
 hip data apps at scale: in 2025 it powered **750+ active apps** reaching *
 *8\,000+ unique end users**.\n\n**Under the hood\, we show:** how a use-ca
 se based access model enables scoped resource permissions so apps can safe
 ly access data on-behalf of the user. We also show starter templates that 
 generate a deployable Git repo with example pages (e.g. Snowflake access o
 r internal LLM chatbot). Finally\, we cover the guardrails needed to opera
 te this safely.\n\n**What you will learn:** a cost-effective reference arc
 hitecture based on AWS that you can adapt to your hyperscaler or platform\
 , practical patterns for balancing the trade-off between central control a
 nd decentral freedom\, and how templates and CI/CD help teams iterate quic
 kly without compromising security or reliability.
DTSTAMP:20260412T141833Z
LOCATION:Titanium [2nd Floor]
SUMMARY:Empowering Data Scientists with Zero Platform Friction: Deploying S
 treamlit & Friends in 3 Minutes - Bernhard Schäfer\, Nicolas Renkamp
URL:https://pretalx.com/pyconde-pydata-2026/talk/9MUDUY/
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