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⚡ AI Lessons

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4d ago
Apache Data Lakehouse Weekly: July 16 to July 23, 2026
The lakehouse community spent this week deciding what belongs in the format and what belongs outside...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2w 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...

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...

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...

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...

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...

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,...

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...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Apache Data Lakehouse Weekly: June 17 to June 24, 2026
This week the lakehouse community spent most of its energy on two questions. The first is how the...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Apache Data Lakehouse Weekly: June 4 to June 11, 2026
The lakehouse community spent this week arguing about versions, and the arguments mattered. Parquet...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Why Dremio's Value Is Unique to Apache Iceberg Lakehouses and Agentic Analytics
Most data teams have already made two decisions, even if they haven't written them down yet. The...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Single-Node Data Engineering: DuckDB, DataFusion, Polars, and LakeSail
For the past decade, data engineering was synonymous with distributed clusters. If your dataset...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
An In-Depth Overview of the Apache Iceberg 1.11.0 Release
Apache Iceberg 1.11.0 was officially released on May 19, 2026, marking a major milestone in the...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Semantic Layer Best Practices: 7 Mistakes to Avoid
Semantic layers don't fail because the technology is wrong. They fail because of design decisions...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
How a Self-Documenting Semantic Layer Reduces Data Team Toil
Every data team knows documentation is important. And almost every data team has a backlog of...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Migrating to Apache Iceberg: Strategies for Every Source System
This is Part 15, the final article of a 15-part Apache Iceberg Masterclass. Part 14 covered hands-on...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Hands-On with Apache Iceberg Using Dremio Cloud
This is Part 14 of a 15-part Apache Iceberg Masterclass. Part 13 covered streaming approaches. This...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Approaches to Streaming Data into Apache Iceberg Tables
This is Part 13 of a 15-part Apache Iceberg Masterclass. Part 12 covered Python and MPP engines. This...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
How Data Lake Table Storage Degrades Over Time
This is Part 9 of a 15-part Apache Iceberg Masterclass. Part 8 covered embedded catalogs. This...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Headless BI: How a Universal Semantic Layer Replaces Tool-Specific Models
Your organization uses Tableau for executive dashboards, Power BI for operational reports, and...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Data Virtualization and the Semantic Layer: Query Without Copying
Every data pipeline you build to move data from one system to another costs you three things: time...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
What Are Lakehouse Catalogs? The Role of Catalogs in Apache Iceberg
This is Part 7 of a 15-part Apache Iceberg Masterclass. Part 6 covered the write process and...

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Partition Evolution: Change Your Partitioning Without Rewriting Data
This is Part 4 of a 15-part Apache Iceberg Masterclass. Part 3 covered metadata-driven performance....

Dev.to · Alex Merced
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Performance and Apache Iceberg's Metadata
This is Part 3 of a 15-part Apache Iceberg Masterclass. Part 2 covered the metadata structures of all...
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