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📰 Dev.to · Alex Merced

147 articles · Updated every 3 hours · View all reads

All Articles 133,721Blog Posts 138,188Tech Tutorials 34,688Research Papers 25,953News 18,883 ⚡ AI Lessons
Deterministic Data Engineering With AI Harnesses: Using Claude Code, Codex, Antigravity, and OpenCode for Data Work You Can Actually Trust
Dev.to · Alex Merced 1w ago
Deterministic Data Engineering With AI Harnesses: Using Claude Code, Codex, Antigravity, and OpenCode for Data Work You Can Actually Trust
There is an apparent contradiction at the heart of using AI agents for data work, and resolving it...
Designing Your Own AI Harness: A Deep Dive Into the Architecture of Agent Loops, Tools, Context, and Control
Dev.to · Alex Merced 1w ago
Designing Your Own AI Harness: A Deep Dive Into the Architecture of Agent Loops, Tools, Context, and Control
The most underappreciated finding in applied AI this year fits in one statistic: a major framework...
File Encryption for the Lakehouse: The Terminology, the Machinery, and the Hard Problem of Interoperable Encrypted Tables
Dev.to · Alex Merced 1w ago
File Encryption for the Lakehouse: The Terminology, the Machinery, and the Hard Problem of Interoperable Encrypted Tables
For years, the open lakehouse had an honest gap that practitioners whispered about and slide decks...
A Deep Dive Into File Compression: How Data Gets Smaller, Why Codecs Differ, and What to Actually Use in the Lakehouse
Dev.to · Alex Merced 1w ago
A Deep Dive Into File Compression: How Data Gets Smaller, Why Codecs Differ, and What to Actually Use in the Lakehouse
Somewhere in your data platform right now, a single configuration property is quietly deciding a...
A Reader's Guide to My Books: Which One to Pick Up, Depending on What You're Building
Dev.to · Alex Merced 📋 Product Management ⚡ AI Lesson 1w ago
A Reader's Guide to My Books: Which One to Pick Up, Depending on What You're Building
The question I get most often after talks, after podcast episodes, and in newsletter replies is a...
The File Format Renaissance: Parquet, Lance, Vortex, Nimble, BtrBlocks, and the New Physics of Columnar Storage
Dev.to · Alex Merced 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 1w ago
The File Format Renaissance: Parquet, Lance, Vortex, Nimble, BtrBlocks, and the New Physics of Columnar Storage
For a decade, the file format layer was the most settled real estate in data. Apache Parquet held the...
Lakehouse Table Formats in 2026: Iceberg, Delta Lake, Hudi, Paimon, and DuckLake, How They Work, Where They Stand, and Where They're Going
Dev.to · Alex Merced 1w ago
Lakehouse Table Formats in 2026: Iceberg, Delta Lake, Hudi, Paimon, and DuckLake, How They Work, Where They Stand, and Where They're Going
The table format war is over, and the table formats are not. Both halves of that sentence are true,...
Block vs. Object Storage: A Deep Dive Into the Foundation of Modern Data, and How the Lakehouse Made the Slow Option Fast
Dev.to · Alex Merced 2w ago
Block vs. Object Storage: A Deep Dive Into the Foundation of Modern Data, and How the Lakehouse Made the Slow Option Fast
Here is one of the strangest and most consequential plot twists in the history of data...
Federation and the Lakehouse: Two Roads to Unified Data Access, and How to Know Which One to Take
Dev.to · Alex Merced 2w ago
Federation and the Lakehouse: Two Roads to Unified Data Access, and How to Know Which One to Take
Every data strategy document written this decade contains some version of the same sentence: we need...
Personal Context vs. Shared Context: A Deep Dive Into How Humans and Organizations Should Feed Their AI Agents
Dev.to · Alex Merced 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
Personal Context vs. Shared Context: A Deep Dive Into How Humans and Organizations Should Feed Their AI Agents
The most important discovery of the agent era fits in one sentence: most AI failures are context...
The Who, What, and Why of Semantic Layers: The Layer That Decides Whether Your Numbers Can Be Trusted
Dev.to · Alex Merced 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 2w ago
The Who, What, and Why of Semantic Layers: The Layer That Decides Whether Your Numbers Can Be Trusted
There is a survey statistic making the rounds this year that I cannot stop quoting: 84 percent of...
Apache Data Lakehouse Weekly: July 1 to July 8, 2026
Dev.to · Alex Merced 2w ago
Apache Data Lakehouse Weekly: July 1 to July 8, 2026
The lakehouse community spent this week deciding how change itself should work. Apache Parquet opened...
The State of Apache Parquet in 2026: The Quiet Format Enters Its Loudest Decade
Dev.to · Alex Merced 2w ago
The State of Apache Parquet in 2026: The Quiet Format Enters Its Loudest Decade
Apache Parquet is thirteen years old, holds more of the world's analytical data than any other...
The State of Apache Arrow in 2026: Ten Years In, the Invisible Standard Is Everywhere
Dev.to · Alex Merced 2w ago
The State of Apache Arrow in 2026: Ten Years In, the Invisible Standard Is Everywhere
In February 2026, Apache Arrow turned ten years old. The first commit landed on February 5th, 2016,...
The State of Apache Polaris in July 2026: From Incubating Catalog to the Governance Layer of the Open Lakehouse
Dev.to · Alex Merced 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 2w ago
The State of Apache Polaris in July 2026: From Incubating Catalog to the Governance Layer of the Open Lakehouse
I have a personal stake in this one, so let me declare it up front. Apache Polaris was co-created by...
The State of Streaming to Apache Iceberg in July 2026: Every Path, Its Latency, and What to Do When Seconds Are Not Fast Enough
Dev.to · Alex Merced 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 2w ago
The State of Streaming to Apache Iceberg in July 2026: Every Path, Its Latency, and What to Do When Seconds Are Not Fast Enough
The most common architecture question I get in 2026 is no longer "should we use Iceberg." That one is...
The State of Apache Iceberg v4 in July 2026: What the Dev List Tells Us About the Format's Next Chapter
Dev.to · Alex Merced 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 2w ago
The State of Apache Iceberg v4 in July 2026: What the Dev List Tells Us About the Format's Next Chapter
If you want to know where Apache Iceberg is headed, do not read the press releases. Read the dev...
Delete Files vs Deletion Vectors in Apache Iceberg: How V3 Rewrote the Economics of Changing Data
Dev.to · Alex Merced 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 2w ago
Delete Files vs Deletion Vectors in Apache Iceberg: How V3 Rewrote the Economics of Changing Data
Here is a fact that surprises almost everyone the first time they hear it: in a data lakehouse,...
The Variant Type in Apache Iceberg: How Shredding Turns Messy JSON Into Fast Analytics
Dev.to · Alex Merced 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 2w ago
The Variant Type in Apache Iceberg: How Shredding Turns Messy JSON Into Fast Analytics
Every data engineer I talk to has the same story. Somewhere in their company, there is a table with a...
The State of Agentic AI Standards in 2026: MCP, A2A, WebMCP, OSI, and the Protocol Stack Taking Shape
Dev.to · Alex Merced 🤖 AI Agents & Automation ⚡ AI Lesson 2w ago
The State of Agentic AI Standards in 2026: MCP, A2A, WebMCP, OSI, and the Protocol Stack Taking Shape
In 2023, an AI agent was a demo. In 2024, it was a framework. In 2025, it was a hundred incompatible...