~/talks

Josef Goldstein

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AI vs. Karen: Real-Time Customer Sentiment Detection at ScaleBig Data Conference Europe 20252025-11-19
A live streaming pipeline is built that ingests customer messages via Apache Kafka and Apache Flink, calls models per message and writes sentiment into a…
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AI vs. Karen: Real-Time Customer Sentiment Detection at ScaleNDC Copenhagen 20252025-09-08
Real-time pipeline ingests customer messages via Apache Kafka, runs sentiment in Flink using OpenAI (GPT‑4.1 Nano) then stores results in Apache Pinot and…
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This Place is a Mess, Rewrite Everything!NDC Copenhagen 20252025-09-08
Argues against reflexive rewrites and gives a concrete checklist: accept the code is yours, read it all and document why things exist, interview original…
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When the CFO Comes Knocking: Our Journey to a Cost Efficient Data PlatformBig Data & RPA Conference Europe 20242024-11-19
Claims a >50% cloud cost cut in under two years and shows how: add tags across AWS resources, pipeline billing into an Iceberg table, and attribute cost to…
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The Future of Data is WordshayaData 20242024-09-24
SQL celebrates 50 years while LLMs push natural-language queries; demos show Flink SQL stream pipelines that convert multi-currency order streams into unified…
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Transforming Analytical Data with Event-Driven ArchitectureGeeCON 20242024-05-15
Argues that analytical data must be created as a first-class product, not recycled from operational DBs, and demonstrates a reproducible stack: domain-driven…
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Tales of Data Architecture EvolutionNDC Oslo 20232023-05-22
Starts with a single operational database and a brittle script that becomes the first ad hoc data warehouse, then evolves to an ETL-driven Airflow and S3 lakes…
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Tales of Data Architecture EvolutionBuild Stuff 20222022-11-09
Starts with a single relational DB and a one-off script that becomes a brittle ETL job then scales to a data lake on cheap blob storage (S3/HDFS) holding ~10…
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