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.

AI & Agents2026-07-25

Governing What Agents Cost You

Agents break the four assumptions analytics platforms were built on. A practical guide to identity, budgets, semantic layers, caching, and instrumentation for agent workloads.

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AI & Agents2026-07-25

Every AI Model Family That Matters in Mid-2026

A full survey of the AI model landscape in mid-2026: frontier families, open-weight labs, local inference, specialists, and how to build a routing layer instead of a dependency.

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Data Engineering2026-07-25

Freshness Is a Contract, Not a Note on a Dashboard

Data freshness needs to become an engineering contract with a measurable value, an owner, and consequences. How to decompose lag, make freshness queryable, and keep agents honest.

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Data Engineering2026-07-25

The Apache Iceberg Market in the Middle of 2026

A survey of the Apache Iceberg market in July 2026: the state of the specification, platform support, the acquisition wave, the catalog contest, and how to evaluate real Iceberg support.

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Data Engineering2026-07-25

The Whole Lakehouse Fits on Your Laptop Now

Consumer hardware, columnar formats, single-node engines, and the Iceberg REST catalog crossed a threshold: a large share of cluster work now runs locally against the same governed tables.

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Data Engineering2026-07-25

Iceberg's Next Version Depends on Decisions Being Made in Parquet

The Iceberg and Parquet specifications are co-evolving. Several of the most consequential Iceberg v4 proposals are waiting on Parquet work, and practitioners should read both dev lists.

Read Article →

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