Developer Education Hub

Welcome to GrokOverflow

Tutorials, podcasts, and videos for developers — by Alex Merced, Head of Developer Relations at Dremio and author of 35+ books.

Explore the blog for guides on web development, data engineering, Apache Iceberg, agentic AI, and more. Guest submissions welcome — pitch your idea at alex@grokoverflow.com.

Must Reads — Data Lakehouses & Agentic Analytics

Authoritative guides from the Dremio blog on building intelligent, open lakehouse architectures.

Semantic Layer

The Semantic Layer: The Definitive Guide

Understand how a semantic layer unifies business logic, accelerates self-service analytics, and becomes the foundation of AI-ready data architectures.

Read on Dremio.com →
Apache Polaris

Apache Polaris: The Catalog Standard for Lakehouses and AI

Learn how Apache Polaris is establishing a universal open catalog standard that lets any engine read and write Apache Iceberg tables without vendor lock-in.

Read on Dremio.com →
Table Formats

What Are Table Formats and Why Were They Needed?

Trace the evolution from raw Parquet files to modern table formats like Apache Iceberg — the innovation that unlocked ACID transactions on object storage.

Read on Dremio.com →
Dremio

What Is Dremio?

A comprehensive overview of Dremio's Intelligent Lakehouse Platform — how reflections, semantic layers, and multi-engine federation work together.

Read on Dremio.com →
Apache Iceberg

What Apache Iceberg Native Actually Means

Cut through the marketing: discover what it truly means to be Apache Iceberg-native versus merely Iceberg-compatible, and why the distinction matters.

Read on Dremio.com →
Open Source

Open Source and the Data Lakehouse

Explore how open-source projects — Iceberg, Parquet, Arrow, and Polaris — form an interoperable stack that keeps your data free from proprietary control.

Read on Dremio.com →
Agentic AI

What Is Agentic Analytics?

Discover how AI agents autonomously query, reason over, and act on lakehouse data — fundamentally changing how organizations derive insight at scale.

Read on Dremio.com →
Lakehouse

The Definitive Guide to the Data Lakehouse

The canonical end-to-end guide: what a data lakehouse is, how it compares to data warehouses and data lakes, and how to architect one for your organization.

Read on Dremio.com →
Performance

How Dremio Keeps Agentic Analytics Fast Without Manual Tuning

Learn how Dremio's autonomous optimization layer — reflections, compaction, and vectorized execution — keeps AI agent queries fast without manual DBA work.

Read on Dremio.com →

Recent Articles & Tutorials

Stay up to date with my latest guides, walkthroughs, and deep dives on data lakehouses, web development, and AI.

Apache Iceberg2026-08-02

Apache Polaris 1.7.0 and the Quiet Work of Making a Catalog Trustworthy

Apache Polaris 1.7.0 deep dive: idempotent writes, semantic models, stricter credential vending, orphan cleanup, and what the upgrade asks of you.

Read Article →
Apache Iceberg2026-08-02

Designing Batch Pipelines That Write Well Into Apache Iceberg

How to design batch pipelines that write well into Apache Iceberg: commit strategy, partitioning, sort order, write-audit-publish, and maintenance done right.

Read Article →
Apache Iceberg2026-08-02

Apache Iceberg Support Across the Major Hyperscalers

How AWS, Google Cloud, and Microsoft Azure actually support Apache Iceberg: storage, catalogs, maintenance, governance, and interoperability, layer by layer.

Read Article →
AI & Agents2026-07-28

Guardrails for Analytics Agents That Do More Than Answer Questions

The risk isn't agents going rogue, it's agents acting correctly on bad input at machine speed. Here's how to classify actions by consequence, gate capability, and design approval steps people actually use.

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AI & Agents2026-07-28

Building Agent Telemetry Tables in Iceberg That Survive an Audit

A practical guide to building agent decision traces in Apache Iceberg that support audit reconstruction, governance review, and cost attribution across sessions.

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AI & Agents2026-07-28

What Agentic Analytics Actually Costs, and How to Keep It Bounded

Agent analytics generates two cost streams that scale on different variables. Here's the arithmetic, the levers that actually move the number, and how to build attribution before you need it.

Read Article →

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