Delivery formats: API, S3, Snowflake, Parquet

From AltData.wiki, The Alternative Data Encyclopedia

Delivery formats: API, S3, Snowflake, Parquet
TypePrimer article
SeriesAltData primers

How alternative data actually reaches a fund's stack, and which format fits each stage of evaluation.

API first, bulk later

Most evaluations start with an API: cheap to test, easy to sample. Production pipelines usually move to bulk delivery — S3 drops, Snowflake Marketplace shares or Databricks — because backtests and daily refresh at scale are cheaper and more reliable file-to-file.

What to ask for

A sample with a data dictionary, a point-in-time reconstruction example, and schema-change notifications. If a vendor only offers a dashboard and no raw delivery, treat it as a research tool, not a production feed.