data-engineering - Py Data

data-engineering

How to Choose the Right Incremental Loading Strategy for a JSON API Data Warehouse

You're extending a DVC‑managed RSS pipeline to ingest a larger JSON‑based source and you wonder whether pulling the entire endpoint each day is…

How I Added Adaptive Data Quality Checks to a DVC‑Managed RSS Pipeline

Ever pulled an RSS feed only to discover that a new “author” field appeared overnight, breaking every downstream notebook you wrote last week? I hi…

Reproducible Pipelines at Scale: Versioning Data Artifacts with DVC in Production

Ever pulled a JSON feed in a DAG, only to discover that a downstream model broke because the upstream API added a field you never handled? I hit th…

Two Years of Airflow at Scale: A Production‑Ready RSS Ingestion DAG from Stripe Blog

Ever spent a whole afternoon watching an Airflow DAG sit idle because a simple RSS poll kept timing out, only to discover the backfill duplicated r…

Architecting for Change: Data Vault vs. Star Schema for Evolving API Data in a Lakehouse

When a lakehouse ingests data from an upstream REST API that keeps adding fields, renaming columns, or mutating existing values, you quickly run in…

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