The Data + AI Downtime Blog

The latest trends and news in data + AI observability.

Most recent

What Makes a Winning Data Enablement Strategy in 2025?

Stop shipping dashboards no one opens. Get the complete data enablement strategy playbook: canonical metrics, CI/CD pipelines, self-serve analytics, and more.

Star Schema vs. Snowflake Schema: Which One Should You Use?

Healthcare Data Quality Issues That Should Terrify Every Administrator

What Is Agent Observability? Key Concepts, Use-Cases, & Vendors

What is Data Completeness? Definition, Examples, and KPIs

Data Quality Monitoring Explained – You’re Doing It Wrong

Redefining AI-Ready Data for Production

The Top 5 AI Reliability Pitfalls

Why CDAIOs Are Losing Sleep—Top 3 Priorities for 2025

AI Observability

What Is Agent Observability? Key Concepts, Use-Cases, & Vendors

Data Observability Test

17 Valuable Use Cases for Automated Data Lineage

Learn how today's data teams apply automated lineage to boost productivity, reduce time to incident resolution, and more.

Download

What Is AI Observability? A Quick Start Guide.

Monte Carlo Appoints Former Grafana Labs, AppDynamics Executive Wayne Jin as Chief Marketing Officer

Monte Carlo Launches Agent Observability to Help Teams Build Reliable AI

End Data Inconsistency for Good: The Proven Playbook

Understanding dbt Custom Tests (Without Losing Your Mind)

6 Must-Have Layers for a Modern Data Engineering Stack

Generative AI

What Is AI Observability? A Quick Start Guide.

10 Data + AI Trends to Watch In Fall 2025

Introducing Agent Observability: Making AI Work in the Real World

The AI Corpus Problem—Why Data Quality is Moving Upstream

The AI Reliability Guide: How to Build Reliable AI Models That Don’t Fail

AI Data Management: The Complete Guide for Data Teams

Data Platforms

Data Migration Risks and the Checklist You Need to Avoid Them

Data Orchestration 101: Process, Benefits, Challenges, and Tools

Cheat Sheet: A Data Leader's Guide to Data Metrics

Access the must-have metrics today's data leaders use to measure data quality, platform ROI, team productivity, and more.

Download Your Copy

What Is Model Context Protocol (MCP)? A Quick Start Guide.

12 Data Management Best Practices Your Team Should Follow

The Complete Guide to Data Management: What It Is, Why It Matters, and How to Get Started

Data Warehousing Guide: Fundamentals & Key Concepts

Data Culture

10 Data + AI Trends to Watch In Fall 2025

The Ultimate Guide to Data Product Management

Learn how to build, manage, and scale reliable data products in our latest how-to guide, written by and for data product managers.

Download

How Monte Carlo’s Team Delivers Customer Impact From Day One

Top 5 Anomalo competitors and alternatives for data observability

Everything You Need to Know Before Big Data London 2025

9 Trends Shaping the Future of Data Management in 2025

Will AI Replace Data Engineers? No — And Here’s Why.

Data Reliability

Data Integrity vs Data Security: Why You Need Both

How to Find and Eliminate Data Redundancy

2023 Modern Data Leader's Playbook

Stay up-to-date with the latest technologies, trends, and processes shaping modern data management.

Access Today

Data Warehouse Design Best Practices

BCBS 239 Data Quality Requirements: How Banks Can Ensure Compliance

The New DNA of the Data + AI Team

What is Data as a Product vs. Data as a Service?

Data Discovery

The Best Snowflake Orchestration Tools

Data Catalog vs. Data Dictionary: 5 Essential Differences

Tired of Broken Pipelines? Here’s How ETL Orchestration Can Help

Messy Files and Confused Teams? You Need Product Data Management

Critical Data Elements: What They Are, Why They Matter, How to Identify Yours

The Best Data Dictionary Tools in 2025

Case Studies

Data Vault Architecture: Everything You Need to Know Before You Build

How Much Does Bad Data Cost You?

Do you know the cost of data downtime? This guide will help you calculate the cost of bad data for your company.

Download

Nasdaq’s Journey to Data Reliability with Monte Carlo

How Skyscanner Enabled Data & AI Governance with Monte Carlo

How an Enterprise Intelligence Platform Delivered Self-Service Data Trust with Data Observability

How Roche Built Trust in the Data Mesh with Data Observability

On-Demand Delivery Service Drives AI Success by Boosting Data Trust with Alation & Monte Carlo

Announcements

Monte Carlo Appoints Former Grafana Labs, AppDynamics Executive Wayne Jin as Chief Marketing Officer

Monte Carlo Launches Agent Observability to Help Teams Build Reliable AI

Monte Carlo First Data + AI Observability Company to Launch Native Integrations with Salesforce to Ensure Reliable, AI-Ready Customer Data

Monte Carlo Unveils Unstructured Data Monitoring, a No-Code Solution to Deliver AI-Ready Data at Scale

Monte Carlo is launching EU Data Residency.

Monte Carlo Announces EU Hosting Option for Data + AI Observability Platform

Monte Carlo Launches Observability Agents To Accelerate Data + AI Monitoring and Troubleshooting

Redefining AI-Ready Data for Production

The Top 5 AI Reliability Pitfalls

Why CDAIOs Are Losing Sleep—Top 3 Priorities for 2025

2023: The state of data quality

Did you know that bad data impacts 31% of a company’s revenue? And that 74% of data engineers say data quality issues are surfaced first by stakeholders? These stats and more in our recent survey with Wakefield Research.

Learn more

3 simple steps for Snowflake cost optimization without getting too crazy.

Snowflake cost optimization efforts need to be right sized. Learn how to get the most savings with investing too much of your team’s time.

Learn more

Data testing vs. data quality monitoring vs. data observability: What's right for your team?

In the fight against bad data and broken pipelines, there are a few popular options. But what makes the most sense for your data quality needs? We’ve got the answers.

Learn more

The Data + AI Downtime Blog

Most recent

What Makes a Winning Data Enablement Strategy in 2025?

Star Schema vs. Snowflake Schema: Which One Should You Use?

Healthcare Data Quality Issues That Should Terrify Every Administrator

Featured

What Is Agent Observability? Key Concepts, Use-Cases, & Vendors

What is Data Completeness? Definition, Examples, and KPIs

Data Quality Monitoring Explained – You’re Doing It Wrong

Editors picks

Redefining AI-Ready Data for Production

The Top 5 AI Reliability Pitfalls

Why CDAIOs Are Losing Sleep—Top 3 Priorities for 2025

AI Observability

What Is Agent Observability? Key Concepts, Use-Cases, & Vendors

Data Observability Test

17 Valuable Use Cases for Automated Data Lineage

What Is AI Observability? A Quick Start Guide.

Monte Carlo Appoints Former Grafana Labs, AppDynamics Executive Wayne Jin as Chief Marketing Officer

Monte Carlo Launches Agent Observability to Help Teams Build Reliable AI

End Data Inconsistency for Good: The Proven Playbook

Understanding dbt Custom Tests (Without Losing Your Mind)

6 Must-Have Layers for a Modern Data Engineering Stack

Generative AI

What Is AI Observability? A Quick Start Guide.

10 Data + AI Trends to Watch In Fall 2025

Introducing Agent Observability: Making AI Work in the Real World

The AI Corpus Problem—Why Data Quality is Moving Upstream

The AI Reliability Guide: How to Build Reliable AI Models That Don’t Fail

AI Data Management: The Complete Guide for Data Teams

Data Platforms

Data Migration Risks and the Checklist You Need to Avoid Them

Data Orchestration 101: Process, Benefits, Challenges, and Tools

Cheat Sheet: A Data Leader's Guide to Data Metrics

What Is Model Context Protocol (MCP)? A Quick Start Guide.

12 Data Management Best Practices Your Team Should Follow

The Complete Guide to Data Management: What It Is, Why It Matters, and How to Get Started

Data Warehousing Guide: Fundamentals & Key Concepts

Data Culture

10 Data + AI Trends to Watch In Fall 2025

The Ultimate Guide to Data Product Management

How Monte Carlo’s Team Delivers Customer Impact From Day One

Top 5 Anomalo competitors and alternatives for data observability

Everything You Need to Know Before Big Data London 2025

9 Trends Shaping the Future of Data Management in 2025

Will AI Replace Data Engineers? No — And Here’s Why.

Data Reliability

Data Integrity vs Data Security: Why You Need Both

How to Find and Eliminate Data Redundancy

2023 Modern Data Leader's Playbook

Data Warehouse Design Best Practices

BCBS 239 Data Quality Requirements: How Banks Can Ensure Compliance

The New DNA of the Data + AI Team

What is Data as a Product vs. Data as a Service?

Data Discovery

The Best Snowflake Orchestration Tools

Data Catalog vs. Data Dictionary: 5 Essential Differences

Tired of Broken Pipelines? Here’s How ETL Orchestration Can Help

Messy Files and Confused Teams? You Need Product Data Management

Critical Data Elements: What They Are, Why They Matter, How to Identify Yours

The Best Data Dictionary Tools in 2025

Case Studies

Data Vault Architecture: Everything You Need to Know Before You Build

How Much Does Bad Data Cost You?

Nasdaq’s Journey to Data Reliability with Monte Carlo

How Skyscanner Enabled Data & AI Governance with Monte Carlo

How an Enterprise Intelligence Platform Delivered Self-Service Data Trust with Data Observability

How Roche Built Trust in the Data Mesh with Data Observability

On-Demand Delivery Service Drives AI Success by Boosting Data Trust with Alation & Monte Carlo

Announcements

Monte Carlo Appoints Former Grafana Labs, AppDynamics Executive Wayne Jin as Chief Marketing Officer

Monte Carlo Launches Agent Observability to Help Teams Build Reliable AI

Monte Carlo First Data + AI Observability Company to Launch Native Integrations with Salesforce to Ensure Reliable, AI-Ready Customer Data

Monte Carlo Unveils Unstructured Data Monitoring, a No-Code Solution to Deliver AI-Ready Data at Scale

Monte Carlo Announces EU Hosting Option for Data + AI Observability Platform

Monte Carlo Launches Observability Agents To Accelerate Data + AI Monitoring and Troubleshooting

Editors picks

Redefining AI-Ready Data for Production

The Top 5 AI Reliability Pitfalls

Why CDAIOs Are Losing Sleep—Top 3 Priorities for 2025