Content from Madison Schott

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About the Author

Madison Schott is an Analytics Engineer, author of The ABCs of Analytics Engineering book. Madison blogs about the modern data stack on Medium and writes a newsletter on Substack.

Blog

Manage Airbyte Programmatically: A Guide to the API, Terraform, and PyAirbyte

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Nov 10, 2024

Recognizing Hidden Costs of In-House ELT Solutions

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Aug 15, 2024

Future-Proof Your Data Stack: Top Data Engineering Trends of 2024

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Jul 25, 2024

How Airbyte Aligns with Software & Data Engineering Best Practices

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Apr 22, 2024

Data Warehouse, Data Lake, Data Lakehouse: What's Best for Your Data Strategy?

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Mar 6, 2024

Data contracts and Airbyte: A partnership for maintaining data consistency

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Dec 20, 2023

Unexpected Schema Changes? How Airbyte Schema Propagation Feature Can Help

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Nov 9, 2023

4 Problems The Modern Data Stack Solves

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Aug 23, 2023

Moving Data From Stripe To A Warehouse With Airbyte: Sync Modes

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Jul 25, 2023

Testing Data Pipelines with dbt-expectations: A Beginner's Guide

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Jun 7, 2023

Data Engineering to Analytics Engineering: How to Successfully Transition

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May 9, 2023

How to Write a High-Quality Data Model From Start to Finish Using dbt

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Apr 5, 2023

Data Engineering Resources

Agentic Data Resources

What Is AI Agent Security & What Does It Entail?

Dec 23, 2025

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6 min read

Large Context Windows in LLMs: Uses and Trade-Offs

Dec 23, 2025

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6 min read

Context Window Limits Explained

Dec 23, 2025

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5 min read

What is Agentic AI Testing?

Dec 23, 2025

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7 in read

What Is Agentic RAG?

Dec 23, 2025

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8 min read

8 Ways to Prevent LLM Hallucinations

Dec 19, 2025

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10 min read

What Are Vector Embeddings?

Dec 19, 2025

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7 min read

What Are MCP Servers?

Dec 19, 2025

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8 min read

What is Model Context Protocol (MCP): Definition, Uses & Benefits

Dec 19, 2025

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8 min read

How to Build an MCP Server: Step-by-Step Guide

Dec 19, 2025

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14 min read

What Does AI Data Infrastructure Require?

Dec 15, 2025

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8 min read

Building a RAG Data Pipeline: Step-by-Step Guide

Dec 15, 2025

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8 min read

AI Agents Explained: Types, Use Cases & Risks

Dec 15, 2025

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9 min read

A Guide to Building AI Agents

Dec 15, 2025

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9 min read

AI Agent Access Control: 10 Strategies

Dec 15, 2025

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9 min read

What Is AI Agent Orchestration?

Dec 8, 2025

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7 min read

What Is an Agentic Data Platform?

Dec 8, 2025

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7 min read

AI Agent Examples: 16 Real-World Use Cases

Dec 8, 2025

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9 min read

10 Examples of Vertical AI Agents

Dec 3, 2025

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9 min read

What Is Context Engineering?

Dec 3, 2025

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8 min read

15 minutes

Validate data replication pipelines with data-diff

Learn to replicate data from Postgres to Snowflake with Airbyte, and compare replicated data with data-diff.

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10 minutes

Identify data quality issues on data ingestion pipelines with dbt and re_data

Learn how to detect data quality issues on your Airbyte syncs with re_data.