#semantic-layer

TCH HUM

VE Vedprakash · DataAIChronicles

What Is Ontology in a Data Platform? You Already Have One. It’s Just Bad.

Every data platform has an ontology. Yours is just implicit, inconsistent, and undocumented.

Aug 13, 2026 · 4 min read · 53 claps #ontology #data-engineering #data-governance

AI ART MDA

VI Vinayak Gole · Towards AI

The Semantic Layer is the Ultimate Battlefield in the Era of Agentic AI

How the shift from human dashboards to autonomous agents transformed a forgotten BI feature into the most expensive architectural war in…

Jul 15, 2026 · 14 min read · 1 claps paywalled #semantic-layer #agentic-ai #ai

AI MKT

NI Nicolas Pogeant

Your Semantic Layer Needs an MCP Server

A safe front door for AI agents to your data

Jul 14, 2026 · 5 min read · 2 claps paywalled #mcp-server #semantic-layer #analytics-engineering

AI TCH

KO Kobai

How a Leading Energy Company Cut Integration Time by Up to 40% with Semantic Context on Databricks

One of the world’s largest energy companies red uced data integration time by up to 40%, reported a significant improvement in data…

Jul 14, 2026 · 6 min read · 0 claps #semantic-layer #ai #databricks

TCH

RA Rangarajan Seetharaman

The Meaning Gap

You bought the catalog. You documented the columns. You mapped the lineage. And you still can’t get two teams to agree on what “active”…

Jul 14, 2026 · 5 min read · 2 claps #data-engineering #enterprise-ai #semantic-layer

AI

SR Srinivas Bommena

Agentic Data Contracts: The Semantic Layer Autonomous AI Actually Needs

Agentic Data Contracts: The Semantic Layer Autonomous AI Actually Needs

Jul 13, 2026 · 11 min read · 1 claps paywalled #agentic-data-contracts #semantic-layer #agentic-data-warehouse

AI

AL Alex Merced

The Who, What, and Why of Semantic Layers: The Layer That Decides Whether Your Numbers Can Be…

There is a survey statistic making the rounds this year that I cannot stop quoting: 84 percent of data teams report regularly encountering…

Jul 13, 2026 · 22 min read · 1 claps #semantic-layer #context-engineering #agentic-ai

AI ECO

MA Mayank Mudgal

Company Brain for Enterprise AI: Why the Data Layer Decides Everything

Your CFO and your AI agent just calculated revenue two different ways. One of them is going in a board deck. Y Combinator thinks solving…

Jul 13, 2026 · 3 min read · 0 claps #datalayer #enterprise-ai #company-brain

ECO

MA Mayank Mudgal

YC’s Company Brain RFS: What Hyper, GBrain, and the Competition Got Right (and Wrong)

Tom Blomfield’s YC Summer 2026 RFS formally launched the “Company Brain” category. Hyper, GBrain, Cerenovus, and Savant are racing to own…

Jul 13, 2026 · 3 min read · 0 claps #ycombinator #company-brain #ai-startups

TCH

VA VaishaliChoudhary@Work · Towards Data Engineering

The Silent Failures Your Data Tests Aren’t Catching

Building a trustworthy semantic layer with dbt, Snowflake & Airflow

Jul 12, 2026 · 8 min read · 2 claps #semantic-layer #silent-failures #error-handling

AI ART

MA Max Krupenin

From hand-built to self-building: how data platforms evolve in the AI era

Non-members can read for free by clicking my friend link

Jul 12, 2026 · 12 min read · 1 claps #semantic-layer #agentic-ai #context-engineering

AI ART

MA Mayank Mudgal

From Ambient Memory to Deterministic Autonomy: AI-Native Infrastructure

Ambient memory is the promise of AI that just knows your context. But knowing is not enough for an enterprise. You need an infrastructure…

Jul 11, 2026 · 3 min read · 0 claps #company-brain #autonomous-ai #semantic-layer

AI MDA MKT

RO Rohit Anand · Signal & Structure

The End of the Dashboard: Why AI Is Making Visualization Obsolete for Most Users

When you can ask a question and get a direct answer, who needs a chart? What that means for the BI industry.

Jul 01, 2026 · 7 min read · 0 claps #business-intelligence #data-governance #conversational-analytics

AI HUM

PH Phani Dathar · Neo4j Developer Blog

Six Dimensions of the Semantic Layer in Agentic AI World

Understanding these six dimensions and the trade-offs is the foundation for building a robust semantic layer that AI agents can consume and…

Jun 23, 2026 · 13 min read · 16 claps #semantic-layer #ontology #knowledge-graph

AI TCH MKT

KA Ka Ling Wu

The dbt Semantic Layer, Explained: How MetricFlow Works and Why Agents Need It

How metrics-as-code compiles to governed SQL, why it lifts AI accuracy, and where it stops short of full context infrastructure.

Jun 23, 2026 · 10 min read · 0 claps #dbt #semantic-layer #data-engineering

TCH DSN

MO Moritz Weidner

Object Oriented Semantic Layer

Despite their intention, many data warehouse semantic layers in use today are cumbersome and lack any real abstraction. In this article I…

Jun 23, 2026 · 8 min read · 0 claps #semantic-layer #dbt #data-warehouse

AI

RO Rohit Anand · Signal & Structure

The Semantic Layer Is the Only Moat Left in AI

An agent on un-certified data produces confident wrong answers. Which is why governance stops being a cost center and becomes the…

Jun 23, 2026 · 5 min read · 0 claps #semantic-layer #data-governance #ai-strategy

AI ECO

RO Rohit Anand · Signal & Structure

Data Catalogs Were Built for Humans. Agents Need Something Else.

The catalog-as-tool reframe: machine-consumable governance instead of a UI for analysts.

Jun 19, 2026 · 5 min read · 0 claps #data-governance #data-catalog #ai-agent

AI HUM

MA Maruti Sivakumar V

Part 6 — The Autonomous Enterprise: From Systems of Record to Systems of Meaning

Why the future enterprise will be built on meaning, not applications

Jun 11, 2026 · 5 min read · 6 claps #agentic-ai #semantic-layer #ontology

AI

AR Arisyn

The Hidden Reason NL2SQL Breaks After Deployment

When many companies first deploy an NL2SQL system, the early results can feel almost magical.

Jun 11, 2026 · 5 min read · 0 claps #nl-2-sql #data #ai

AI MKT LIF SCI

AR ArisynData

Why Table Relationship Discovery Matters for Enterprise AI Analytics

Enterprise AI analytics is often introduced with a simple promise:

Jun 11, 2026 · 6 min read · 0 claps #text-to-sql #ai #semantic-layer

AI TCH

AL Alex Gilmore · Neo4j Developer Blog

Build a Semantic Layer from GCP with Neocarta

Use Neocarta to easily build semantic layer graphs for your agentic applications

Jun 11, 2026 · 11 min read · 5 claps #semantic-layer #knowledge-graph #ai-agent

ECO

IR Iraklikhorguani · Lyft Engineering

Metric Semantic Layer: How Lyft Governs and Scales Key Data Definitions

Written by Rohit Channe and Simran Mirchandani at Lyft.

Jun 10, 2026 · 6 min read · 76 claps #data-governance #metric-standardization #ai-and-mcp

AI

JI JIN · JIN System Architect

From IPaaS to MCP Server: How to Turn Your Enterprise API Estate into a Semantic Layer That AI…

Enterprise API

Jun 10, 2026 · 10 min read · 4 claps paywalled #ai-agent #artificial-intelligence #mcp-server

TCH MDA HUM

AM Amir Zohar

Context is the new Semantics — Part 1

My impressions from Snowflake Summit 2026

Jun 09, 2026 · 2 min read · 0 claps #ai-readiness #semantic-layer #snowflake

AI TCH MKT SCI

AR ArisynData

Semantic Layers Are Necessary, But Not Enough for Enterprise AI Analytics

A semantic layer is one of the most important foundations for enterprise AI analytics.

Jun 08, 2026 · 3 min read · 3 claps #semantic-layer #text-to-sql #ai

AI ECO

AL Alex Merced

The Role of the Semantic Layer in Data Governance

Most organizations have a data governance policy. It lives in a Confluence page. It defines who owns what data, what terms mean, and who…

Jun 08, 2026 · 4 min read · 2 claps #semantic-layer #ai-agent #agentic-ai

AI HUM TCH

MA Maruti Sivakumar V

Part 5 — Semantic Governance: The Missing Control Plane for Agentic AI

Why autonomous AI systems require more than policies, permissions, and guardrails

Jun 08, 2026 · 5 min read · 5 claps #agentic-ai #ontology #ai-governance

AI

KO Kobai

Semantic Layers Are Becoming Core Infrastructure — Here’s What That Means for Your Data Team

The shift is already underway. Data platform vendors are embedding semantic capabilities as standard infrastructure. Enterprise data teams…

Jun 04, 2026 · 11 min read · 0 claps #knowledge-graph #semantic-layer #ai

TCH AI

SH Shelani de Silva · Axonect Blog

Semantic Layers: The Missing Link for Scalable, Self-Service BI

In today’s data-driven world, many organizations grapple with fragmented metrics, duplicated logic across reports, and lingering trust…

Jun 03, 2026 · 4 min read · 0 claps #semantic-layer #data-engineering #business-intelligence

AI HUM

MA Maruti Sivakumar V

Part 4 — Building the Semantic Operating System

Why the next generation of enterprise AI will be built on semantic infrastructure

Jun 02, 2026 · 5 min read · 0 claps #agentic-ai #ontology #semantic-layer

TCH MKT

AL Alwyn DSouza · Towards Data Engineering

dbt Core v1.12 Rewrites the Semantic Layer Spec

Metrics Now Live Where Your Data Lives

May 31, 2026 · 7 min read · 0 claps paywalled #data-engineering #dbt #semantic-layer

AI ART HUM

VI Vimal Dwarampudi

Your AI Is Guessing. Here’s How to Make It Stop.

Why ontologies, knowledge graphs, and a semantic orchestration layer are the missing pieces most AI architectures skip.

May 30, 2026 · 7 min read · 4 claps #ontology #semantic-layer #ai

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KL Kloudgen

Building Zero-Egress AI Applications: How Semantiqa Composes Snowflake Cortex AI, SPCS, and SVA

As enterprise AI matures, developers are realizing that LLMs are only as good as the semantic boundaries we give them. The challenge isn’t…

May 29, 2026 · 2 min read · 0 claps #semantic-layer #snowflake-semantic #semantic-view

AI ECO TCH MKT

AK Akshay Rajshekar Shiraguppi · Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science

How to Build an Effective Semantic Model/View in Snowflake❄️: Best Practices, DOs, and DON’Ts

In the era of AI-powered analytics and self-service BI, a strong semantic layer is crucial. Snowflake’s Semantic Views let you define…

May 29, 2026 · 3 min read · 15 claps #semantic-layer #cortex-analyst #semantic-view

AI HUM

MA Maruti Sivakumar V

Part 3 — Knowledge Graphs, Semantic Layers, and the AI Runtime

Why connected data alone will not create intelligent systems

May 29, 2026 · 4 min read · 1 claps #agentic-ai #ontology #graphrag

AI TCH

JE Jeremy Friedlander · ZS Associates

When data scales faster than meaning

As AI becomes embedded in everyday decision‑making, shared meaning becomes a business imperative.

May 27, 2026 · 5 min read · 0 claps #agentic-ai #semantic-layer #aws

AI ART TCH

DE Deepika Eswar

From Pilot to Production: The Context Maturity Model Every AI Team Needs

A practical framework for data engineers, solution architects, and chief data officers who are tired of watching AI pilots stall before…

May 27, 2026 · 7 min read · 6 claps #data-engineering #ai #conversational-ai

ART GEN MKT ECO

XZ Xzmilan

Entity Isolation: The Force Multiplier Behind MESA’s Cost Savings

By Steven Passanante

May 27, 2026 · 27 min read · 0 claps #data-governance #semantic-layer #analytics-engineering

AI MKT

VE Venkata M Sangaraju · Towards AI

Semantic Layers May Become the API Layer for AI

Introduction

May 26, 2026 · 6 min read · 1 claps #semantic-layer #business-intelligence #ai-analytics

AI ART ECO TCH SOC

NA Najah Naaji

From Miro Boards to Distributed Systems: Architecting Presira Version 3.0 (The Enterprise MVP)

One year ago, just after launching our SaaS checbox (end-to-end task management solution Powering Field, Fleet and Logistics), the market…

May 26, 2026 · 5 min read · 1 claps #ai #generative-ai-tools #supply-chain

AI TCH HUM SOC

LE Lee

The Next Industrial Platform Battle Is About Meaning

For years, industrial companies have been trying to solve the same problem: get the data connected. Operational systems, historians…

May 26, 2026 · 2 min read · 0 claps #industrial-ai #databricks #semantic-layer

AI TCH SPT

RA Ralfo Becher

OrionBelt Semantic Layer now offers PostgreSQL Wire Protocol - ready for the Semantic Loop

In v2.4 we shipped OrionBelt Semantic QL (OBSQL for short) over Apache Arrow Flight SQL. DBeaver picked it up cleanly via its built-in…

May 22, 2026 · 9 min read · 3 claps #semantic-layer #agentic-ai #data-lakehouse

ECO TCH

MA Marco Österlin · The Semantic Layer

Context as a Product

For a long time, metadata has been an afterthought. You build a data warehouse, and somewhere in the catalog there are column descriptions…

May 22, 2026 · 8 min read · 0 claps #context-engineering #knowledge-graph #data-governance

AI ART

SR Sriram Narasimhan

When Do You Really Need RDF/OWL for Agentic AI?

A practical decision guide for architects choosing between formal ontologies, property graphs, and hybrid semantic architectures.

May 21, 2026 · 8 min read · 1 claps #enterprise-ai #semantic-layer #ai-agent

AI ART TCH MKT

XZ Xzmilan

The MESA Architecture: From Raw to Consumer

Note: This is an in-depth write up of how a four-tier dbt pipeline scales to thousands of metrics — with zero merge conflicts and one…

May 21, 2026 · 25 min read · 0 claps #analytics-engineering #semantic-layer #data-architecture

ART TCH MKT

XZ Xzmilan

How Big Tech Manages 1,000+ Metrics at Scale — And How You Can Apply It Now

Introducing MESA: Metric Encapsulated Semantic Architecture

May 21, 2026 · 14 min read · 3 claps #data-engineering #analytics-engineering #data-governance

AI MKT

DA Dataplatr

Reimagining Finance Intelligence with Looker Conversational Analytics: The AR Analyzer Agent

Introduction

May 21, 2026 · 4 min read · 0 claps #conversational-analytics #looker #semantic-layer

AI ART ECO

YO Yogesh Parte, PhD

ThinkByte | The Hidden Tax of Agentic AI: Why Enterprises Must Prepare for the Post-API World

A quiet structural shift is happening in enterprise AI.

May 21, 2026 · 7 min read · 0 claps #agentic-ai #ai-architecture #semantic-layer

MKT

VI Viveks

Hex vs ContextFlo: which one do you need? | ContextFlo Blog

ContextFlo Blog

May 20, 2026 · 2 min read · 0 claps #contextflo #hex #semantic-layer