# Practical Data Science: A Guide to Building the Technology Stack for Turning Data Lakes into Business Assets Page: https://stenobird.com/podcast/cybersecurity-summary-7040176/practical-data-science-a-guide-to-building-the-technology-stack-for-turning-data-lakes-into-business-assets Text version: https://stenobird.com/podcast/cybersecurity-summary-7040176/practical-data-science-a-guide-to-building-the-technology-stack-for-turning-data-lakes-into-business-assets.md Podcast: [CyberSecurity Summary](https://stenobird.com/podcast/cybersecurity-summary-7040176) Published: 2026-05-12T06:00:02+00:00 Episode link: https://www.spreaker.com/episode/practical-data-science-a-guide-to-building-the-technology-stack-for-turning-data-lakes-into-business-assets--71444578 Audio file: https://dts.podtrac.com/redirect.mp3/api.spreaker.com/download/episode/71444578/industrial_architecture_for_enterprise_data_science.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/cybersecurity-summary-7040176/episodes/practical-data-science-a-guide-to-building-the-technology-stack-for-turning-data-lakes-into-business-assets Duration seconds: 1468 ## Resource A comprehensive guide by Andreas François Vermeulen designed to help organizations convert raw data lakes into valuable business assets. It outlines a sophisticated Data Science Technology Stack that includes powerful processing and storage tools like Apache Spark, Kafka, and Cassandra, alongside programming languages such as R, Python, and Scala. The author presents a structured layered framework and the HORUS methodology to streamline data transformation through a hub-and-spoke approach. To ground these technical concepts, the text establishes a fictional corporate group, VKHCG, providing realistic datasets across sectors like logistics, media, and finance. This framework emphasizes moving beyond simple data wrangling toward a Center of Excellence model that ensures scalability and operational efficiency. Ultimately, the sources serve as both a theoretical roadmap and a practical manual for mastering the end-to-end data-to-knowledge cycle. You can listen and download our episodes for free on more than 10 different platforms: https://linktr.ee/cyber_security_summary Get the Book now from Amazon: https://www.amazon.com/Practical-Data-Science-Building-Technology/dp/1484230531?&linkCode=ll2&tag=cvthunderx-20&linkId=41e96f1f6d23f742302cb82466c28372&language=en_US&ref_=as_li_ss_tl Discover our free courses in tech and cybersecurity, Start learning today: https://linktr.ee/cybercode_academy ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/cybersecurity-summary-7040176/episodes/practical-data-science-a-guide-to-building-the-technology-stack-for-turning-data-lakes-into-business-assets/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/cybersecurity-summary-7040176/practical-data-science-a-guide-to-building-the-technology-stack-for-turning-data-lakes-into-business-assets.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.