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Home » Archive for  Data Architecture

Category: Data Architecture

CDO/CDAO Playbook: Activating Value Through Advanced Data Sharing and Ecosystem Partnerships

Posted on July 4, 2025 by uplatzblog

Part I: The Strategic Imperative for Data Ecosystems Section 1: Beyond Data Monetization: The New Calculus of Ecosystem Value The contemporary business landscape is undergoing a fundamental transformation, driven by Read More …

Posted in Big Data, Data Architecture, Data Engineering

Data Normalization vs Standardization

Posted on June 27, 2025 by uplatzblog

Data Normalization vs Standardization Data normalization and standardization are two fundamental feature scaling techniques used in machine learning and data science to transform data into a common scale[1]. While these Read More …

Posted in Data Architecture
Data storage and management

Differences between Data Lake, Data Warehouse, Data Lakehouse, Data Mart

Posted on July 25, 2024July 25, 2024 by uplatzblog

Here are the key differences between these data storage and management concepts, comparing Data Lake, Data Warehouse, Data Lakehouse, Data Mart. Data Lake: Purpose: A vast storage area for all Read More …

Posted in Data ArchitectureTagged data lake, data lakehouse, data mart, data warehouse, data warehousing

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Top Uplatz Blog Posts

  • The Bedrock of Production ML: A Comprehensive Analysis of Data Validation and Quality in MLOps
  • Architecting Real-Time Data Systems: A Comparative Analysis of Apache Spark, Kafka, and Flink
  • Scaling Intelligence: A Comprehensive Guide to Containerization for Production Machine Learning with Docker and Kubernetes
  • The Agent Internet: Architecting a New Economic and Computational Layer of Autonomous Systems
  • Adversarial AI and Model Integrity: An Analysis of Data Poisoning, Model Inversion, and Prompt Injection Attacks

Popular Posts

  • The Bedrock of Production ML: A Comprehensive Analysis of Data Validation and Quality in MLOps
  • Architecting Real-Time Data Systems: A Comparative Analysis of Apache Spark, Kafka, and Flink
  • Scaling Intelligence: A Comprehensive Guide to Containerization for Production Machine Learning with Docker and Kubernetes
  • The Agent Internet: Architecting a New Economic and Computational Layer of Autonomous Systems
  • Adversarial AI and Model Integrity: An Analysis of Data Poisoning, Model Inversion, and Prompt Injection Attacks
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