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Data Engineering Articles

Pipelines, warehouses, and the plumbing that makes data trustworthy. dbt, Snowflake, BigQuery, ELT patterns, and how to scale infra without runaway costs.

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How to Use dbt MCP with Claude Code (and Stop Grepping the Manifest)
AI for Data
How to Use dbt MCP with Claude Code (and Stop Grepping the Manifest)

How to set up dbt Labs' official MCP server with Claude Code, including a real legacy-project audit story, the read-only…

How to Use Fivetran MCP with Claude Code (and Stop Clicking Through Connector UIs)
AI for Data
How to Use Fivetran MCP with Claude Code (and Stop Clicking Through Connector UIs)

How to set up Fivetran's official MCP server with Claude Code, with a real client case study (HelpScout to BigQuery),…

How to Use MCP Toolbox for Databases with Claude Code: BigQuery Setup, Tools, and a Read-Only Production Pattern
AI for Data
How to Use MCP Toolbox for Databases with Claude Code: BigQuery Setup, Tools, and a Read-Only Production Pattern

Practical guide to wiring Google's MCP Toolbox for Databases into Claude Code for BigQuery work. Setup commands, the .mcp.json block,…

How to Use OpenClaw for Your Data Team: Self-Hosted Setup, Skills, and Hosted Alternative
AI for Data
How to Use OpenClaw for Your Data Team: Self-Hosted Setup, Skills, and Hosted Alternative

Practical guide to running OpenClaw for a data team. Self-hosted on a Hostinger VPS, ChatGPT OAuth for primary inference, Moonshot…

How to Use Metabase MCP with Claude Code: A Practical Walkthrough
AI for Data
How to Use Metabase MCP with Claude Code: A Practical Walkthrough

A practical walkthrough of using Metabase MCP with Claude Code on real client projects: dashboard audits in seconds, SQL from…

Mean vs Median: When the Choice Changes the Business Decision
Data Engineering
Mean vs Median: When the Choice Changes the Business Decision

The same dataset can tell two different stories depending on which one-number summary you pick. The arithmetic mean adds everything…

The Modern Data Stack for Startups: A Complete Guide for 2026
Data Strategy
The Modern Data Stack for Startups: A Complete Guide for 2026

The modern data stack for startups in 2026 costs $500-$3,000/month at the early stage and $3,000-$15,000/month at growth stage —…

FinTech Data Infrastructure: From Compliance to Competitive Advantage
Data Strategy
FinTech Data Infrastructure: From Compliance to Competitive Advantage

FinTech companies face a unique data challenge: the same infrastructure that keeps you compliant can either be a competitive moat…

Data Warehouse for Startups: BigQuery vs Snowflake vs Redshift in 2026
Data Engineering
Data Warehouse for Startups: BigQuery vs Snowflake vs Redshift in 2026

If you’re not sure whether you need a data warehouse yet, you probably don’t — today. But you will within…

Window Functions in SQL: The Cheatsheet That Actually Made Sense
Data Engineering
Window Functions in SQL: The Cheatsheet That Actually Made Sense

Window functions are the SQL feature analysts learn last and use first once they have. Running totals, rank within group,…

The Complete Cloud Migration Strategy Guide: 5-Phase Framework for Business Success in 2026
Data Engineering
The Complete Cloud Migration Strategy Guide: 5-Phase Framework for Business Success in 2026

Transform your business operations, reduce IT costs by up to 50%, and scale effortlessly with a strategic cloud migration approach…

Fact Table vs Dimension Table: The Complete Business Guide to Data Warehouse Fundamentals
Data Engineering
Fact Table vs Dimension Table: The Complete Business Guide to Data Warehouse Fundamentals

Every successful business today generates massive amounts of data: customer transactions, product sales, marketing campaign results, inventory movements, and operational…

Materialized Views in ClickHouse: The Pattern We Use Most
Data Engineering
Materialized Views in ClickHouse: The Pattern We Use Most

A materialized view in ClickHouse is a table whose contents are defined by a SELECT and refreshed automatically as new…

What Is a Data Source?
Data Engineering
What Is a Data Source?

In today’s data-driven world, businesses gather and analyze information from an ever-growing array of sources. Data source is a term…

Data Warehousing Concepts: Complete Business Guide to Implementation and Strategy
Data Engineering
Data Warehousing Concepts: Complete Business Guide to Implementation and Strategy

Transform scattered business data into actionable insights that drive revenue growth, optimize operations, and create competitive advantages with strategic data…

What is Real-Time Data?
Data Engineering
What is Real-Time Data?

What is it, how it works, why it matters, and how to leverage it. This comprehensive guide will explain the…

Top 10 Data Orchestration Tools for 2026
Data Engineering
Top 10 Data Orchestration Tools for 2026

What are data orchestration tools? Data orchestration tools coordinate, schedule, and monitor data pipelines across multiple systems, making sure tasks…

Data Lake vs Data Warehouse: The Complete Guide for Business Owners and Marketers
Data Engineering
Data Lake vs Data Warehouse: The Complete Guide for Business Owners and Marketers

In today’s data-driven business environment, choosing the right data storage solution can make or break your analytics strategy. Two terms…

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