~/talks

Timothy J Spann

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Automating Database Operations with Cortex CodeConf42 Large Language Models (LLMs) 20262026-06-18
Automates Snowflake database DevOps end to end, generating SQL, DBT projects and pipelines from spreadsheets or Git, enforcing role-limited Snowflake account…
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Ghost-busting with Neo4j Graph Analytics in SnowflakeNODES AI 20262026-04-15
Demo shows Neo4j Graph Analytics running inside Snowflake using a native app plus a PKE meter agent that reads a private share, builds graph views, runs…
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From Air Quality to Aircraft and Automobiles, Data Is EverywhereNODES 20252025-11-06
Shows a runnable pattern that wires Apache NiFi, Snowflake, Neo4j, Cortex AI and local LLMs like LLAMA into a RAG pipeline for an open lakehouse using Iceberg…
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Smart Cities UnleashedConf42 Cloud Native 20252025-03-06
Live demo shows NiFi ingesting Transcom RSS XML converted to JSON, splitting records, adding timestamps, unique IDs and lat/long, and loading into Snowflake…
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It's in the Air Tonight. Sensor Data in RAGPyData Global 20242024-12-03
Builds a runnable Python pipeline that pulls sensor REST feeds and traffic and weather data from openAQ, enriches and vectorizes readings, and loads them into…
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Building Advanced LLM Applications with Python and Milvus: A Scalable Vector DB SolutionXtremePython 2024 Online Conference2024-11-19
Shows a working RAG pipeline that uses Milvus as the vector store, LangChain for orchestration, and LLaMA/ollama models for generation, with Milvus…
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Real-Time AI with Open SourceBig Data & RPA Conference Europe 20242024-11-19
Builds a working RAG pipeline: pulls OpenAQ air‑quality REST data, ingests ~1,000 records at a time into a Milvus vector store, creates 384‑dim embeddings, and…
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Codeless Generative AI Pipelines: Prompt AutomationConf42 Prompt Engineering 20242024-11-14
Shows a concrete pipeline: ingest and chunk real time data, produce vector embeddings, store them in Milvus vector DB, run approximate nearest neighbor…
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Adding Generative AI to Real Time Streaming PipelinesBuild Stuff 20242024-11-13
Shows a working real‑time pipeline that ingests Slack messages and images, routes them through Apache NiFi 2.0 Python engine processors, pushes events to…
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Unstructured Data Processing with a Raspberry Pi AI Kit and PythonPyData NYC 20242024-11-06
A portable pipeline captures webcam frames on a Raspberry Pi 5 with a $70 AI hat, runs object detection and pose estimation (ResNet34/pose nodes), vectorizes…
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Unleashing the Potential of Cloud Native Open Source Vector DatabasesConf42 Kube Native 20242024-09-26
Live demos show a chatbot over documentation and notebooks that run locally then scale to Kubernetes using Milvus and the managed Zill as Cloud path, with code…
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Building Apache NiFi 2.0 Python ProcessorsConf42 Python 20242024-02-29
NiFi 2.0 adds first-class Python processors that run with requires Python 3.10 and JDK 21 and wrap real libraries: Hugging Face, spaCy, PyTorch, IBM WatsonX…
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Apache NiFi, Kafka, RisingWave, Iceberg + Stock DataConf42 Python 20242024-02-29
Live pipeline demonstrates real-time stock ingestion from websockets and APIs into Apache NiFi and Python processors, publishes JSON to Kafka, materializes…
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Building Real-time Travel AlertsBig Data Conference Europe 20232023-11-22
Builds a real pipeline that ingests global GTFS‑RT and RSS, converts protobuf and CSV to JSON, pushes into Apache NiFi, then to Apache Kafka and streaming SQL…
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Continuous SQL with Kafka and FlinkJCON WORLD ONLINE 20232023-11-20
Live demo shows continuous SQL against Kafka via Flink: topics created, Avro schemas used, data published from an ADS‑B plane feed and ZIP weather files…
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Building Real-time Pipelines with FLaNK: A Case Study with Transit DataXtremeJ 20232023-11-07
Shows an end-to-end pipeline that ingests GTFS realtime and camera feeds, enriches and joins them by lat/long, and exposes JSON materialized views for…
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Building Modern Data Streaming Apps with Open SourceOpen AI + Data Forum @ Open Source Summit North America 20232023-05-10
Shows a working pipeline that ingests REST APIs, transit feeds and ADS‑B aircraft data with Apache NiFi, publishes to Kafka or Apache Pulsar, runs continuous…
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Apache Pulsar Development 101Devnexus 20232023-04-04
Overview of practical streaming setup and tradeoffs using Apache Pulsar, Kafka, Flink, Spark, NiFi and Spring with live Docker demos that run on a laptop…
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Cloud Native Apache Pulsar Development 202 with PythonPython Web Conf 20232023-03-13
Shows a working pipeline that uses Python Pulsar functions (packaged with requirements) to run VADER sentiment on live JSON messages from websockets and MQTT…
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Build ML Enhanced Event Streaming Apps with Python MicroservicesConf42 Python 20232023-03-09
Apache Pulsar is shown scaling elastically with decoupled storage and compute, 8 data centers full‑mesh geo replication, and a thriving community (600+…
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Building FinTech Streaming Applications with PulsarOpen Source in Finance Forum New York 20222022-12-08
Apache Pulsar promises one unified streaming/messaging plane that handles petabytes and millions of topics with per-tenant isolation and built-in…
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FLiP Into Pulsar AppsBig Data Conference Europe 20222022-11-23
Claims that Apache Pulsar unifies messaging and streaming with tiered storage and compute/storage separation, supports mqtt and rabbitmq protocols, and has a…
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Streaming Data Made EasyOSA Con 20222022-11-15
Claim: Apache Pulsar can run as a single, cloud‑native streaming platform that speaks multiple protocols and streams into analytics stores. Concrete stack…
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Deep Dive into Building Streaming Applications with Apache PulsarCloudOpen @ Open Source Summit Europe 20222022-09-13
Claims Apache Pulsar can replace multiple messaging systems by running a standalone Docker cluster or Kubernetes, separating compute and storage and handling…
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The Dream Stream Team for Pulsar and SpringSpring I/O 20222022-05-26
A Spring Boot app polls a real air-quality REST API and produces JSON messages to Pulsar using Kafka, MQTT, AMQP and native Pulsar clients; a Java Pulsar…
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Fast Data on-Ramp with Apache Pulsar on K8Kubernetes Batch + HPC Day Europe 20222022-05-17
Shows an actual NiFi -> Pulsar pipeline that ingests REST and database sources with no code, pushes them into Pulsar topics, runs lightweight Pulsar functions…
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PremiereConf42 Cloud Native 20222022-04-28
A rapid lineup of concrete claims and demos: iterative canary releases with feature toggles that cut rollback time and raise SLOs, a live Argo CD demo…
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Cloud Native Apache Pulsar Development 101 with PythonConf42 Cloud Native 20222022-04-28
Shows how to get a standalone cluster in docker, install the Python client and set JSON/Avro schemas for typed messages, produce and consume with message keys…
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Hello Hydrate! From Stream to ClickHouse with Apache Pulsar and FriendsOSA Con 20212021-11-02
A working pipeline shows Apache Pulsar, Flink and NiFi streaming device images, MQTT and WebSocket events, CDC and logs into ClickHouse with an offload to…
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Hail Hydrate! From Stream to Lake Using Open SourceOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
End-to-end demo that streams IoT, stock REST calls and a NOAA ZIP of XML into a lake using Apache Pulsar, Apache NiFi and Flink; shows MQTT and Kafka protocol…
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Apache NiFi 101: Introduction and Best PracticesApacheCon@Home 20212021-09-21
Introduction to Apache NiFi shows a runnable pipeline: start on laptop or Docker, run on Kubernetes with external storage, and scale from a single node to 100…
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Apache NIFi Deep Dive 300ApacheCon@Home 20212021-09-21
Run ListHDFS on the cluster primary node and pair it with Fetch for content to avoid duplicate scans; for stronger ordering and exactly-once push records to an…
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Cracking the Nut, Solving Edge AI with Apache Tools and FrameworksApacheCon@Home 20212021-09-21
A concrete pipeline shows devices and Jetson gateways ingesting sensor and camera data with MiNiFi → NiFi → Pulsar, running on-device or gateway inference with…
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Apache Deep Learning 302ApacheCon@Home 20212021-09-21
Shows working pipelines that push data from Apache NiFi into Apache Pulsar and Apache Flink while calling models via MXNet Multi-Model Server and DJL; demos…
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Smart Transit: Real-Time Transit Information with FLaNKApacheCon@Home 20212021-09-21
A NiFi pipeline ingests geoRSS and RSS feeds, unzips or parses XML into JSON, normalizes a tab‑delimited point into latitude/longitude, and adds a unique id…
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Codeless Pipelines With Pulsar and FlinkData Con LA 20212021-09-17
Live demo shows Apache Pulsar ingesting MQTT and Kafka messages from an IoT device into topics, NiFi processors consuming and transforming JSON without code…
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Hail Hydrate! From Stream to LakeConf42 Machine Learning 20212021-07-29
Claims a runnable FLaNK pipeline that uses Apache NiFi, Pulsar, Flink, MiNiFi to ingest IoT and NOAA weather feeds (NOAA ZIPs every ~15 minutes), convert…
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Using the Mm FLaNK Stack for Edge AI (Flink, NiFi, Kafka, Kudu)Flink Forward Global Virtual 20202020-10-19
A working edge pipeline that reads desk sensors with MiNiFi -> NiFi -> Kafka, validates and writes Avro with a central schema registry, and runs a continuous…
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