From the Engineering Blog

Product updates, architecture deep dives, and lessons from building a data operating system.

Data EngineeringPipeline OrchestrationETLScheduling

What Is Data Pipeline Orchestration? A Practical Guide for 2026

Learn what data pipeline orchestration is, why it matters, and how modern tools like F-Pulse simplify building, scheduling, and monitoring data workflows at scale.

April 1, 20268 min read
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ETLOpen SourceData EngineeringComparison

Open Source ETL Tools Compared: Airflow vs Prefect vs n8n vs F-Pulse (2026)

An honest comparison of open-source ETL and data pipeline tools — Apache Airflow, Prefect, n8n, and F-Pulse. Features, trade-offs, and which to choose for your team.

March 28, 202610 min read
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Data LakehouseMedallion ArchitectureData EngineeringData Quality

Medallion Architecture Explained: Bronze, Silver, Gold Data Layers

A practical guide to medallion architecture for data lakehouses. Learn how Bronze, Silver, and Gold layers organize data for quality, governance, and analytics.

March 25, 20267 min read
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Data EngineeringMonitoringObservabilityData Quality

Data Pipeline Monitoring: What to Track and Why

A practical guide to monitoring data pipelines in production. Learn which metrics matter, how to set up alerts, and how to prevent silent data failures.

March 20, 20267 min read
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Data EngineeringPipeline BuilderVisual ETLWorkflow Automation

Why Data Engineers Are Switching to Visual Pipeline Builders

Visual data pipeline builders are replacing code-first orchestrators for many teams. Here's why, and what to look for when choosing one.

March 15, 20266 min read
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Data LakehouseData EngineeringData ArchitectureApache Iceberg

How to Build a Data Lakehouse from Scratch

A step-by-step guide to building a data lakehouse with object storage, table formats, SQL engines, and the medallion architecture pattern.

March 10, 20269 min read
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