Tag: streaming

All the articles with the tag "streaming".

• 31 MIN READ•Jul 25, 2026

  Freshness Is a Contract, Not a Note on a Dashboard

  Data freshness needs to become an engineering contract with a measurable value, an owner, and consequences. How to decompose lag, make freshness queryable, and keep agents honest.

  data freshnessdata qualityapache iceberg
• 30 MIN READ•Jul 6, 2026

  The State of Streaming to Apache Iceberg in July 2026: Every Path, Its Latency, and What to Do When Seconds Are Not Fast Enough

  Every path for streaming data into Iceberg in 2026 — Flink, Spark, Kafka Connect, broker-native, managed pipelines — with honest latency numbers and sub-second hybrid architectures.

  Apache Icebergstreamingdata engineering
• 5 MIN READ•Feb 18, 2026

  Batch vs. Streaming: Choose the Right Processing Model

  "We need real-time data." This is one of the most expensive sentences in data engineering – because it's rarely true, and implementing it when it's not neede...

  data engineeringbest practicesbatch processing