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Insights on AI agents, data engineering, Snowflake, dbt, and analytics.

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Databricks Serverless vs Classic Compute: Which One Is Actually Cheaper?
Sep 4, 2026

Databricks Serverless vs Classic Compute: Which One Is Actually Cheaper?

Whenever somebody mentions serverless, two things come to mind: it should be cheaper than normal resources and no infrastructure…

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Understanding Databricks DBU and Compute Costs
Aug 19, 2026

Understanding Databricks DBU and Compute Costs

There is so much around Databricks cost optimization techniques, strategies, approaches, what to do, what not to do, and many…

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Power User for dbt Can Now Tell You Why Your Model Is Slow
Aug 2, 2026

Power User for dbt Can Now Tell You Why Your Model Is Slow

The queries that cost you money usually aren't the ones anyone complains about. A dbt model ships to prod looking fine, then…

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Autonomous Agents for Snowflake Cost Optimization: Announcing Altimate Lite
Jul 28, 2026

Autonomous Agents for Snowflake Cost Optimization: Announcing Altimate Lite

TL;DR: it saves you money on Snowflake Altimate Lite is a Snowflake native app that automatically tunes warehouse configuration…

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What AI Agents Are Really Changing in Data Engineering
Jul 22, 2026

What AI Agents Are Really Changing in Data Engineering

Now that job candidates write their resumes and rehearse their interview answers with AI, every application reads the same. "Now…

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Altimate Code vs Claude Code vs Cursor vs Cortex Code CLI
Jul 22, 202611 min readGuide

Altimate Code vs Claude Code vs Cursor vs Cortex Code CLI

Altimate Code vs Claude Code vs Cursor vs Cortex Code CLI. What each agent does for a data team, what it costs, and which one…

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Why AI Agents Break in Production: The Missing Harness in Your Data Stack
Jul 15, 2026

Why AI Agents Break in Production: The Missing Harness in Your Data Stack

Listen to the full conversation on DataScienceWithSam, available on Apple Podcasts and Spotify. Most data teams have lived some…

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A 6-Step Playbook for dbt Migration With an AI Agent
Jul 15, 202611 min readGuide

A 6-Step Playbook for dbt Migration With an AI Agent

A six-step playbook for dbt migration with an AI agent that treats business-logic parity as the deliverable.

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5 Reasons Deterministic Tooling for AI Agents Beats an LLM-Only Stack
Jul 8, 202610 min readGuide

5 Reasons Deterministic Tooling for AI Agents Beats an LLM-Only Stack

Some questions about your data have exact answers. Five reasons deterministic tooling for AI agents beats a model on those, and…

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4 Blind Spots of General Coding Agents in Data Engineering
Jul 6, 2026

4 Blind Spots of General Coding Agents in Data Engineering

A coding agent enters the data warehouse A data engineer drops a one-liner into Claude Code: "Add patient_visit_count to…

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7 dbt Anti-Patterns AI Should Catch Before Your PR Merges
Jul 1, 202610 min readGuide

7 dbt Anti-Patterns AI Should Catch Before Your PR Merges

Seven dbt anti-patterns that pass review and cost you later, why each one survives a human read, and the check that catches it…

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Where AI Agents Belong in Data Engineering: The Correctness Layer
Jun 29, 2026

Where AI Agents Belong in Data Engineering: The Correctness Layer

With ever-changing models, new and better ones coming out every few months, it's great if we don't have to rely on them too…

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8 Column-Level Lineage Use Cases That Change How Teams Ship
Jun 17, 202610 min readGuide

8 Column-Level Lineage Use Cases That Change How Teams Ship

Eight column-level lineage use cases where knowing which field, not just which table, changes the work rather than the reporting.

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You Are the Trust Layer: Why AI Code Review Is Breaking Down
Jun 15, 2026

You Are the Trust Layer: Why AI Code Review Is Breaking Down

Your Job Just Became QA for an AI Pipeline You Didn't Design Sometime this year your job changed, and nobody sent the memo. You…

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9 Best Agentic Data Engineering Tools for VS Code
Jun 11, 202611 min readGuide

9 Best Agentic Data Engineering Tools for VS Code

Nine agentic data engineering tools for VS Code, scored on warehouse context, dbt awareness, cost visibility and license, with…

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DeepSeek Cost 62% Less Than Claude. The Surprising Part Wasn't the Savings…
Jun 10, 2026

DeepSeek Cost 62% Less Than Claude. The Surprising Part Wasn't the Savings…

If you're running an AI agent on data (pipeline diagnostics, schema exploration, ad-hoc SQL, lineage queries), you've looked at…

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10 Best MCP Servers for Data Engineering Teams
Jun 4, 202611 min readGuide

10 Best MCP Servers for Data Engineering Teams

MCP lets an agent look things up instead of guessing. Ten best MCP servers for data engineering, what each exposes, and the…

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The Great Token Heist of ‘26
Jun 1, 2026

The Great Token Heist of ‘26

Your LLM provider charges by the token, but a token is not a portable unit of work, a unit of meaning, or any unit you can…

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12 Snowflake Cost Optimization Techniques That Actually Work
May 21, 202612 min readGuide

12 Snowflake Cost Optimization Techniques That Actually Work

Twelve Snowflake cost optimization techniques ranked by what they save against what they cost you to run, from free config…

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The Correctness Layer
May 20, 2026

The Correctness Layer

We started altimate-code with one goal: build a harness that data engineers could actually trust with their pipelines and…

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Blast Radius Analysis Using Altimate Code
May 18, 2026

Blast Radius Analysis Using Altimate Code

What is Blast Radius Blast radius refers to the potential extent of damage. For example, before you knock down a wall in your…

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9 Signs You Need an Agent-First Data Platform
May 13, 202612 min readGuide

9 Signs You Need an Agent-First Data Platform

Most AI agent pilots stall on the platform underneath them, not the model. Nine diagnostics for whether you need an agent-first…

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We Created Data Engineering Skills for Claude Code
May 11, 2026

We Created Data Engineering Skills for Claude Code

Data engineering work spreads beyond SQL into lineage, tests, docs, cost, schema changes, and PII. We built skills that bring…

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Best Data Conferences 2026: The Complete Guide
May 11, 2026

Best Data Conferences 2026: The Complete Guide

If you're trying to figure out which remaining data conferences in 2026 are worth your time and travel budget, this is the list…

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10 Reasons AI Coding Agents Fail at Data Engineering
May 5, 202611 min readGuide

10 Reasons AI Coding Agents Fail at Data Engineering

AI coding agents fail at data engineering for one structural reason. Ten specific failure modes, why each one happens, and the…

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Claude Code or Altimate Code for Data Engineering?
Apr 23, 2026

Claude Code or Altimate Code for Data Engineering?

Claude Code is fast, writes good software code, and can even handle dbt models and other data engineering tasks to certain…

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We built AI that actually works for data engineering.  We crushed the ADE benchmark.
Mar 19, 2026

We built AI that actually works for data engineering. We crushed the ADE benchmark.

tl;dr : Today, we are launching Altimate Code, an open-source agentic data engineering harness that far exceeds generic LLMs (and…

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Teaching Claude Code the Art of Data Engineering: Introducing Altimate Skills
Jan 22, 2026

Teaching Claude Code the Art of Data Engineering: Introducing Altimate Skills

Today, we're open-sourcing Altimate Skills — a collection of Claude Code skills specifically designed for analytics engineers. We…

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Adaptive Compute vs. Auto Tune: A Practical Guide to Optimizing Snowflake Warehouses
Jul 30, 2025

Adaptive Compute vs. Auto Tune: A Practical Guide to Optimizing Snowflake Warehouses

Managing Snowflake warehouses efficiently is a constant balancing act. Set them too large, and you're burning money on idle…

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Supercharging Cursor IDE: How the dbt Power User Extension’s Embedded MCP Server Unlocks AI-Driven dbt Development
Mar 21, 2025

Supercharging Cursor IDE: How the dbt Power User Extension’s Embedded MCP Server Unlocks AI-Driven dbt Development

Introduction We’re excited to announce a major new capability in the dbt Power User VSCode extension: an embedded Model Context…

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Could AI Teammates Be the Secret to Efficient Snowflake Cost Management?
Nov 13, 2024

Could AI Teammates Be the Secret to Efficient Snowflake Cost Management?

In the past five years, Snowflake has disrupted the database, data storage, and analytics industry by massively simplifying the…

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Write Better Data Docs Faster
Sep 19, 2024

Write Better Data Docs Faster

Once upon a time, an analyst in the trouble Imagine Leila, an analyst, asked to build a monitoring dashboard for finance - given…

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Can AI Agents reduce Snowflake Cost using Dynamic Tables?
Sep 7, 2024

Can AI Agents reduce Snowflake Cost using Dynamic Tables?

In my previous article on Dynamic Tables, I explained their purpose, to help simplify building transformation pipelines for…

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How I Cut dbt Development Time by 20% with the Power User Vscode Extension
Apr 14, 2024

How I Cut dbt Development Time by 20% with the Power User Vscode Extension

Working with data in any capacity—be it as a data/analytics engineer, data scientist, or data analyst—inevitably dealing with the…

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Optimizing Snowflake Queries : Expert Strategies for Data Engineers and Analysts
Jan 28, 2024

Optimizing Snowflake Queries : Expert Strategies for Data Engineers and Analysts

For data teams, the clock is always ticking. In a business landscape defined by rapidly expanding datasets, slow queries can…

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