Tim Spann
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Articles by Tim Spann
All Data and AI Weekly #256 - 02 November 2026
Tim Spann Tim Spann Published Nov 2, 2026 AI, Data, Agentic AI, Cortex Code, NiFi, Iceberg, Polaris, Streamlit, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AIFN, Search, Unstructured Data I have been on a break for a few months and I am starting up again. Recent Stuff Tim's Projects SNACK-AI CoCo RAG Contract Search - A full RAG-powered contract search application built with Snowflake Cortex Code and SNACK-AI patterns.
All Data and AI Weekly #240-04 May 2026
( AI, Data, Agentic AI, Cortex Code, NiFi, Iceberg, Polaris, Streamlit, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Tim's Corner: May the Fourth Be With You Welcome to issue 240 - and May the Fourth Be With You! Like the Rebel Alliance, we're building an open, interconnected data galaxy where information flows freely across systems.
All Data and AI Weekly #239-27April2026
( AI, Data, Agentic AI, Cortex Code, NiFi, Iceberg, Polaris, Streamlit, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Tim's Corner: The Agentic Enterprise Goes GA Welcome to issue 239 - our biggest AI-focused edition yet! Snowflake went all-in on agentic AI this week with a wave of announcements that collectively define what the Agentic Enterprise looks like in production. Snowflake Intelligence evolved into a personal work agent that turns insights into action.
All Data and AI Weekly #238–20 April 2026
( AI, Data, Agentic AI, Cortex Code, NiFi, Iceberg, Polaris, Streamlit, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Tim's Corner: Agents Get Report Cards, Polaris Graduates, and JSON Goes Turbo Welcome to issue 238! This week Snowflake delivered a trio of engineering deep dives that show the platform maturing fast.
All Data and AI Weekly #237-13April2026
( AI, Data, Agentic AI, Cortex Code, NiFi, Iceberg, Polaris, Streamlit, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Tim's Corner: NiFi 2.9, Document Intelligence, and Summit Countdown Welcome to issue 237! This week delivers a massive wave of platform announcements. Apache NiFi 2.9.0 dropped with initial Connector support and GCS Iceberg integration.
All Data and AI Weekly #232-09March2026
( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Tim's Corner: SNACK-AI Innovations Welcome to issue 232! This week is packed with exciting developments across the Snowflake ecosystem. We're seeing major advances in semantic views, Cortex Code extensibility, and the OpenFlow Oracle connector going GA.
📰 All Data and AI Weekly #231-02-March-2026
📰 All Data and AI Weekly #230-23 Feb 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Blizzard!!! So much snow here. 🌟 Tim's Corner: SNACKAI Innovations Recent dashboards and pipelines from Tim Spann.
📰 All Data and AI Weekly #230-23 Feb 2026
📰 All Data and AI Weekly #229-16 Feb 2026 Feb 16, 2026 📰 All Data and AI Weekly #229-16 Feb 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 1 📰 All Data and AI Weekly #228-09 Feb 2026 Feb 9, 2026 📰 All Data and AI Weekly #228-09 Feb 2026 📰 All Data and AI Weekly #228-09 Feb 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java… 2 All Data and AI Weekly #227-02 Feb 2026 Feb 2, 2026 All Data and AI...
LLMday - VIAM, 1900 Broadway, 6th Floor, New York, NY 10023 - March 6, 2026
Large Language Models, AI and Machine Learning March 6, 2026 • 1 parallel tracks Anthropic As AI coding assistants move from novelty to daily workflow, how do we know they're actually helping? This talk explores the technical and philosophical challenges of evaluating AI coding agents when they're deployed to millions of users. Turning user feedback into signal: Users complain, report...
📰 All Data and AI Weekly #229-16 Feb 2026
📰 All Data and AI Weekly #228-09 Feb 2026 Feb 9, 2026 📰 All Data and AI Weekly #228-09 Feb 2026 📰 All Data and AI Weekly #228-09 Feb 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java… 2 All Data and AI Weekly #227-02 Feb 2026 Feb 2, 2026 All Data and AI Weekly #227-02 Feb 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 All Data and AI Weekly #226–26 Jan 2026 Jan 26, 2026 All Data and AI Weekly...
📰 All Data and AI Weekly #228-09 Feb 2026
All Data and AI Weekly #227-02 Feb 2026 Feb 2, 2026 All Data and AI Weekly #227-02 Feb 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 All Data and AI Weekly #226–26 Jan 2026 Jan 26, 2026 All Data and AI Weekly #226–26 Jan 2026 📰 All Data and AI Weekly #226-26 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java… 4 All Data and AI Weekly #225-19 Jan 2026 Jan 20, 2026 All Data and AI Weekly...
All Data and AI Weekly #227-02 Feb 2026
All Data and AI Weekly #226–26 Jan 2026 Jan 26, 2026 All Data and AI Weekly #226–26 Jan 2026 📰 All Data and AI Weekly #226-26 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java… 4 All Data and AI Weekly #225-19 Jan 2026 Jan 20, 2026 All Data and AI Weekly #225-19 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 All Data and AI Weekly #224-12 Jan 2026 Jan 12, 2026 All Data and AI Weekly...
FLaNK Stack Weekly
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All Data and AI Weekly #226-26 Jan 2026
All Data and AI Weekly #225-19 Jan 2026 Jan 20, 2026 All Data and AI Weekly #225-19 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 All Data and AI Weekly #224-12 Jan 2026 Jan 12, 2026 All Data and AI Weekly #224-12 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 5 All Data and AI Weekly #223-05 Jan 2026 Jan 5, 2026 All Data and AI Weekly...
All Data and AI Weekly #225-19 Jan 2026
All Data and AI Weekly #224-12 Jan 2026 Jan 12, 2026 All Data and AI Weekly #224-12 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 5 All Data and AI Weekly #223-05 Jan 2026 Jan 5, 2026 All Data and AI Weekly #223-05 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 My Year in Review (2025) Dec 30, 2025 My Year in Review (2025) So much happened in...
All Data and AI Weekly #225-19 Jan 2026
( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Press enter or click to view image in full size Sorry for missing the Flink talk on Thursday, there was a death in my family.
All Data and AI Weekly #224-12 Jan 2026
All Data and AI Weekly #223-05 Jan 2026 Jan 5, 2026 All Data and AI Weekly #223-05 Jan 2026 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 My Year in Review (2025) Dec 30, 2025 My Year in Review (2025) So much happened in 2025, I had a great year working at Snowflake.
All Data and AI Weekly #223-05 Jan 2026
( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) NiFi + AI + AI Data Cloud + Iceberg. Press enter or click to view image in full size 🌟 Top Story: The Rise of Agentic AI Foundations The industry has reached a turning point in AI orchestration.
All Data and AI Weekly #223-05 Jan 2026
My Year in Review (2025) Dec 30, 2025 My Year in Review (2025) So much happened in 2025, I had a great year working at Snowflake. There was so many events, so much new technology, so… 12 All Data and AI Weekly #222-29 Dec 2025 Dec 29, 2025 All Data and AI Weekly #222-29 Dec 2025 🚀 All Data and AI Weekly: Best of 2025 & The Road to 2026 Welcome to this week's edition of the newsletter.
My Year in Review (2025)
All Data and AI Weekly #222-29 Dec 2025 Dec 29, 2025 All Data and AI Weekly #222-29 Dec 2025 🚀 All Data and AI Weekly: Best of 2025 & The Road to 2026 Welcome to this week's edition of the newsletter.
All Data and AI Weekly #222-29 Dec 2025
LinkedIn respects your privacy LinkedIn and 3rd parties use essential and non-essential cookies to provide, secure, analyze and improve our Services, and to show you relevant ads (including professional and job ads) on and off LinkedIn. Learn more in our Cookie Policy. Select Accept to consent or Reject to decline non-essential cookies for this use. You can update your choices at any time in your settings.
All Data and AI Weekly #222-29 Dec 2025
NiFi + AI + AI Data Cloud + Iceberg. https://www.reddit.com/r/DataEngineeringForAI/hot/ https://github.com/tspannhw/TrafficAI/tree/main/Agents https://github.com/tspannhw/conferences Welcome to this week’s edition of the newsletter. As we wrap up an incredible year of innovation, we are looking back at the definitive “Best of 2025” and casting our gaze forward toward the architectural patterns that will define 2026. 2025 was the year real-time AI moved from experimental to essential.
All Data and AI Weekly #221-22Dec2025
All Data and AI Weekly #220: 15 Dec 2025 Dec 15, 2025 All Data and AI Weekly #220: 15 Dec 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 All Data and AI Weekly #219: 08 Dec 2025 Dec 8, 2025 All Data and AI Weekly #219: 08 Dec 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 5 All Data and AI Weekly # 218 for 01 Dec 2025 Dec 1, 2025 All Data and AI...
All Data and AI Weekly #220: 15 Dec 2025
All Data and AI Weekly #219: 08 Dec 2025 Dec 8, 2025 All Data and AI Weekly #219: 08 Dec 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 4 All Data and AI Weekly # 218 for 01 Dec 2025 Dec 1, 2025 All Data and AI Weekly # 218 for 01 Dec 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 2 All Data and AI Weekly #217-24Nov2025 Nov 24, 2025 All Data and AI...
All Data and AI Weekly #219: 08 Dec 2025
All Data and AI Weekly # 218 for 01 Dec 2025 Dec 1, 2025 All Data and AI Weekly # 218 for 01 Dec 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 2 All Data and AI Weekly #217-24Nov2025 Nov 24, 2025 All Data and AI Weekly #217-24Nov2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 3 All Data and AI Weekly #216:17Nov2025 Nov 17, 2025 All Data and AI Weekly...
All Data and AI Weekly #219: 08 Dec 2025
( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) https://bsky.app/profile/paasdev.bsky.social https://www.reddit.com/r/DataEngineeringForAI/hot/ Monthly NYC and Youtube Events https://lu.ma/PINSAI Press enter or click to view image in full size Press enter or click to view image in full size Code and Open Source Projects https://github.com/tspannhw/TrafficAI/tree/main/Agents...
All Data and AI Weekly # 218 for 01 Dec 2025
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All Data and AI Weekly #217-24Nov2025
All Data and AI Weekly #216:17Nov2025 Nov 17, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… All Data and AI Weekly #215: 10 November 2025 Nov 10, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… All Data and AI Weekly #214: 03-Nov-2025 Nov 3, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI,...
All Data and AI Weekly #217-24Nov2025
NiFi + AI + AI Data Cloud + Iceberg.
All Data and AI Weekly #216:17Nov2025
All Data and AI Weekly #215: 10 November 2025 Nov 10, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… All Data and AI Weekly #214: 03-Nov-2025 Nov 3, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… All Data and AI Weekly #213: 27 Oct 2025 Oct 27, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI,...
All Data and AI Weekly #216 17-Nov-2025
Code and Open Source Projects 💡 Developer Spotlight: Tim Spann onSemantic Views This week’s top story is the innovative work being done by Tim Spann around Semantic Views. His recent presentation at NODE Conference 2025 provides a compelling look at the future of data interaction. We highly recommend watching the talk and exploring the accompanying code repositories. 🤖 The AI & LLM Frontier: MCP and Snowflake Intelligence The push toward an AI-native platform is accelerating.
All Data and AI Weekly #216:17Nov2025
This week’s top story is the innovative work being done by Tim Spann around Semantic Views. His recent presentation at NODE Conference 2025 provides a compelling look at the future of data interaction. We highly recommend watching the talk and exploring the accompanying code repositories. • Explore: GitHub: SemanticView for Traffic Events - A practical, event-driven example of Semantic Views. • Explore: GitHub: SemanticView (General) - The main repository for this new concept.
All Data and AI Weekly #215: 10 November 2025
All Data and AI Weekly #214: 03-Nov-2025 Nov 3, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… All Data and AI Weekly #213: 27 Oct 2025 Oct 27, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL… 1 Comment All Data and AI Weekly #212: 20 Oct 2025 Oct 20, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG,...
All Data and AI Weekly #215: 10 November 2025
https://www.reddit.com/r/DataEngineeringForAI/hot/ This week was dominated by a wave of major announcements from Snowflake BUILD 2025. The central theme is clear: the rapid integration of agentic AI, advanced developer tools, and more open data pipelines directly into the enterprise data stack.
SnowGhostBreakers - Paranormal Data and AI
cortex ai, snowflake, streamlit, sql Press enter or click to view image in full size Happy Halloween! I live in a Victorian Manor from 1887, so sometimes things go bump in the night. I use Data, AI, Sensors and Science to detect and protect. Let’s look at the tool that I built on Snowflake using Cursor AI. It has everything I need to capture data, run analytics, run AI analysis and make managing paranormal data easy. Let’s have a great halloween.
All Data and AI Weekly #213: 27 Oct 2025
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All Data and AI Weekly #212: 20 Oct 2025
All Data and AI Weekly #211: 13 Oct 2025 Oct 13, 2025 Monthly NYC and Youtube Events Code and Open Source Projects https://github.com/tspannhw/TrafficAI/tree/main/Agents… All Data and AI Weekly #210: 6 Oct 2025 Oct 6, 2025 #210: 6 Oct 2025 https://bsky.app/profile/paasdev.
All Data and AI Weekly #212: 20 Oct 2025
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eeAll Data and AI Weekly #211: 13 Oct 2025
( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Press enter or click to view image in full size https://www.reddit.com/r/DataEngineeringForAI/hot/ Monthly NYC and Youtube Events Press enter or click to view image in full size Code and Open Source Projects 🗓️ Upcoming Events & Webinars Startup Demo Day (Oct 14, 2025): Discover innovative startups building on Snowflake.
All Data and AI Weekly #211: 13 Oct 2025
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All Data and AI Weekly #209: 29 Sept 2025
Tim Spann Tim Spann Senior Solutions Engineer Published Sep 29, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) #209: 29 Sept 2025 NiFi + AI + AI Data Cloud + Iceberg. Monthly NYC and Youtube Events Code and Open Source Projects 🌟 Top Stories & Announcements A big week coming with World Tour NYC! I will be speaking on Apache Iceberg.
All Data and AI Weekly #208: 22 Sept 2025
All Data and AI Weekly #207: 15 Sept 2025 Sep 15, 2025 https://bsky.app/profile/paasdev.
All Data and AI Weekly #208: 22 Sept 2025
( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, MCP, LLM, RAG, Cortex AI, AISQL, Search, Unstructured Data ) Press enter or click to view image in full size https://bsky.app/profile/paasdev.bsky.social NiFi + AI + AI Data Cloud + Iceberg.
All Data and AI Weekly #207: 15 Sept 2025
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All Data and AI Weekly #206: 08 Sept 2025
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All Data and AI Weekly #206: 08 Sept 2025
https://bsky.app/profile/paasdev.bsky.social NiFi + AI + AI Data Cloud + Iceberg.
All Data and AI Weekly #205: 01 Sept 2025
All Data and AI Weekly #204: 25-Aug-2025 Aug 22, 2025 Monthly NYC and Youtube Events Code and Open Source Projects Apache NiFi + AI Agents + Cortex AI + Snowflake AISQL… All Data and AI Weekly #203: 18-Aug-2025 Aug 18, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, Unstructured Data )… All Data and AI Weekly #202 11-Aug-2025 Aug 10, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, Unstructured Data ) NiFi + AI + AI...
All Data and AI Weekly #204: 25-Aug-2025
All Data and AI Weekly #203: 18-Aug-2025 Aug 18, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, Unstructured Data )… All Data and AI Weekly #202 11-Aug-2025 Aug 10, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, Unstructured Data ) NiFi + AI + AI Data… 1 Comment Snowflake Cortex AI SQL - AI Complete with OpenAI GPT-5 and OpenAI GPT OSS 120B Aug 7, 2025 I saw the announcement, so I had to try it.
All Data and AI Weekly #203: 18-Aug-2025
https://bsky.app/profile/paasdev.bsky.social NiFi + AI + AI Data Cloud + Iceberg.
All Data and AI Weekly #202 11-Aug-2025
Snowflake Cortex AI SQL - AI Complete with OpenAI GPT-5 and OpenAI GPT OSS 120B Aug 7, 2025 I saw the announcement, so I had to try it. I am loading up an Iceberg table via Snowflake OpenFlow -> StreamNative… All Data and AI Weekly #201-04-Aug, 2025 Aug 3, 2025 ( AI, Data, NiFi, Iceberg, Polaris, Streamlit, Flink, Kafka, Python, Java, SQL, Unstructured Data )… All Data and AI Weekly #200 - July 28, 2025 Jul 29, 2025 https://bsky.app/profile/paasdev.
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