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FineDataLink

6 articles · Page 1 of 1
Data Integration and Governance
Data Integration and Governance
Aug 28, 2026 · Big Data

What Does Metric Management Actually Manage? The Full Lifecycle Explained

The article explains that metric management is not just cataloging metrics but governing their full lifecycle—business definitions, calculation rules, responsibility assignment, data lineage, and versioned change control—to ensure metrics are trustworthy, traceable, and sustainably governed across business, data, and technical layers.

Data GovernanceFineDataLinkcalculation rules
0 likes · 19 min read
What Does Metric Management Actually Manage? The Full Lifecycle Explained
Data Integration and Governance
Data Integration and Governance
Aug 18, 2026 · Industry Insights

How to Achieve Real‑Time PLC Data Collection: End‑to‑End Device Integration and Platform Delivery

The article walks through the full PLC real‑time data pipeline—from defining device data boundaries and handling heterogeneous field protocols with edge gateways, to designing sampling and reporting cycles, standardizing data layers, and converting raw signals into business events for reliable long‑term analytics.

FineDataLinkPLCReal-time Data
0 likes · 15 min read
How to Achieve Real‑Time PLC Data Collection: End‑to‑End Device Integration and Platform Delivery
Data Integration and Governance
Data Integration and Governance
Apr 28, 2026 · Big Data

Data Warehouse, Data Lake, Data Middle Platform, Lake‑Warehouse Integration: Key Differences

This article systematically explains the definitions, architectures, advantages, disadvantages, and evolution of data warehouses, big‑data platforms, data lakes, data middle platforms, and lake‑warehouse integration, helping practitioners choose the right terminology and technology for their projects.

FineDataLinkLake‑Warehouse Integrationbig data platform
0 likes · 12 min read
Data Warehouse, Data Lake, Data Middle Platform, Lake‑Warehouse Integration: Key Differences
Data Integration and Governance
Data Integration and Governance
Jan 20, 2026 · Big Data

Why Spark Isn't Enough: When to Use Other Tools in Your Data Projects

Although Spark excels at large‑scale, complex computations and offers high‑level APIs like DataFrame and SQL, real‑world projects often require additional tools for data ingestion, task scheduling, and simple streaming, so combining Spark with a data‑integration platform such as FineDataLink yields a more efficient and maintainable pipeline.

Big DataData PipelineFineDataLink
0 likes · 9 min read
Why Spark Isn't Enough: When to Use Other Tools in Your Data Projects
Data Integration and Governance
Data Integration and Governance
Jan 19, 2026 · Big Data

Is Kettle Still Viable? Why Large Enterprises Are Switching to Domestic Data Integration Tools

The article examines Kettle's historical strengths, outlines the growing pains large companies face with its batch‑oriented, file‑based workflow, and evaluates FineDataLink as a domestic alternative that offers real‑time sync, simplified configuration, and better collaboration, while also weighing its costs and migration effort.

ETLFineDataLinkKettle
0 likes · 10 min read
Is Kettle Still Viable? Why Large Enterprises Are Switching to Domestic Data Integration Tools