Blog

Notes from the field.

How we solve real engineering problems — the diagnosis, the decision, and the numbers after.

From manual INSERTs to self-service: AstralQ v1 to v2

September 5, 2026 Izumiti Labs

From manual INSERTs to self-service: AstralQ v1 to v2

Every new client meant credentials over email and rows inserted by hand. In v2, the seller clicks Connect, authorizes with their Amazon account, and their tenant is born — encrypted, isolated, pipeline running.

USD 1,600 a month for a pipeline that ran once a day

May 7, 2026 Jonathan Almanza

USD 1,600 a month for a pipeline that ran once a day

A client was paying for Redshift, Glue and a row of Lambdas to serve 30 GB queried once a day. We switched almost everything off, made PostgreSQL the orchestrator, and the bill dropped 91%.