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Big Data & Vector DBs

Vector stores, retrieval architecture and analytical pipelines.

Recent

  1. News briefDT-2026-0197

    SQL table functions, written in Java

    DuckDB's Java client can now register table functions in pure Java, so any JVM-reachable source becomes a SQL table without a C++ extension.

    3 minSource: DuckDB

  2. News briefDT-2026-0196

    Ten seconds to one millisecond

    DuckDB v2.0 retires its PostgreSQL-derived parser for a PEG one. The headline number comes from a query that was never going to run anyway.

    3 minSource: DuckDB

  3. News briefDT-2026-0195

    Four JSON functions that move work back into SQL

    DuckDB v2.0 adds RFC 7396 patching, canonical ordering and null stripping — with a measured 123× on one of them against Python.

    2 minSource: DuckDB

  4. News briefDT-2026-0194

    DuckDB 2.0 turns the embedded engine into a server

    A preview lands ahead of the autumn release: network serving, triggers, a new parser and a storage format that breaks the old one.

    3 minSource: DuckDB

  5. News briefDT-2026-0193

    A third of ICML was reproduced in three weeks

    A community effort ran 2,226 papers through agents and judged 35,908 individual claims. Roughly a quarter did not survive.

    3 minSource: Hugging Face

  6. AnalysisDT-2026-0192

    Chunking is still the whole game

    Teams swap vector databases hoping for better recall. The gains almost always came from how the text was split.

    9 min

  7. Market briefDT-2026-0187

    Hybrid search became the default, quietly

    Pure dense retrieval is now the exception in production systems.

    5 min

  8. Field reportDT-2026-0181

    Embedding drift is a migration problem, not a model problem

    Changing the embedding model invalidates the index. Few teams plan for it.

    7 min

  9. BenchmarkDT-2026-0176

    Metadata filters cost more than expected at scale

    Pre-filtering and post-filtering behave very differently once the corpus passes a hundred million vectors.

    6 min

  10. AnalysisDT-2026-0170

    Warehouses are absorbing vector search

    For teams already running one, a separate vector store is getting harder to justify.

    6 min