Sathus AI 2.0 is now generally available — evaluation harnesses and guardrails included. Explore
Governed Medallion Lakehouses, Streaming Pipelines & Data Reliability
Production-grade data pipelines, Delta Lake and Apache Iceberg architectures, Change Data Capture (CDC), zero-loss streaming, and enterprise data quality governance.
Structured specialization tracks under the Data Engineering & Lakehouses umbrella.
Medallion bronze/silver/gold design, liquid clustering, and compaction.
Kafka, Debezium, exactly-once semantics, and micro-batch optimization.
Automated data lineage, Great Expectations, Soda Core, and schema evolution.
Deep production guides authored by Sathus practice leads.
An enterprise engineering guide to architecting Bronze (raw append-only), Silver (cleaned & enriched), and Gold (business aggregates) data layers using Delta Lake and Apache Iceberg.
A deep-dive technical comparison of the three dominant open-source table formats: metadata architectures, ACID guarantees, partition evolution, engine ecosystem support, and write/read latency benchmarks.
