Amazon Athena vs Redshift for Analytics
Comparing Amazon Athena and Amazon Redshift for analytics workloads, covering query patterns, performance, cost, and integration with AI/ML …
Data-Warehouse
Amazon Redshift - Cloud Data Warehouse
A comprehensive reference for Amazon Redshift: columnar data warehousing, ML integration, and analytics patterns for AI-driven enterprise …
Apache Hive - Data Warehouse on Hadoop
Apache Hive is a data warehouse infrastructure built on top of Apache Hadoop that provides SQL-like querying capabilities for large-scale …
Azure Synapse Analytics - Unified Analytics and Data Warehousing
Azure Synapse Analytics is an integrated analytics platform that combines enterprise data warehousing, big data processing, and data …
BigQuery - Serverless Data Warehouse and Analytics Engine
Google BigQuery is a serverless, highly scalable data warehouse that supports SQL analytics, ML model training, and real-time streaming …
ClickHouse - High-Performance Columnar Analytics Database
ClickHouse is an open-source columnar database management system optimized for real-time analytical queries on large datasets.
Data Warehouse
What a data warehouse is, how it supports analytical queries on structured data, and how it complements data lakes for AI workloads.
dbt - Data Build Tool for Analytics Engineering
dbt (data build tool) is an open-source transformation framework that enables analytics engineers to transform data in warehouses using SQL …
ELT - Extract, Load, Transform
What ELT is, how it differs from ETL, and why modern data architectures favor loading raw data before transforming.
ETL - Extract, Transform, Load
What ETL is, how it powers data pipelines, and how it compares to ELT for modern data architectures.
Lakehouse Architecture
What a lakehouse is, how it combines data lake flexibility with warehouse performance, and practical implementation options.
Snowflake vs Redshift for AI Workloads
Comparing Snowflake and Amazon Redshift for AI and ML data storage, feature engineering, and analytics workloads.