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Field notes from production AI.

Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.

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Field notes, sorted by recency.

1463 essays
TECHNOLOGY Schema Drift: Why YourAI Pipelines BreakSilently and How to StopIt. Schema drift affects the performance ofdata infrastructure. This article… PLAN BUILD MEASURE IMPROVE SCHEMA
Insights · Apr 27, 2026

Schema Drift: Why Your AI Pipelines Break Silently and How to Stop It

Schema drift affects the performance of data infrastructure. This article explains why data pipelines fail politely and how you can build resilient systems to avoid this.

8 min read
TECHNOLOGY Data Infrastructure forHealthcare: HIPAA,Real-Time, andAI-Readiness. This article discusses how to design aninfrastructure that meets the needs of… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Apr 24, 2026

Data Infrastructure for Healthcare: HIPAA, Real-Time, and AI-Readiness

This article discusses how to design an infrastructure that meets the needs of today’s health care system while keeping your data secure from hackers.

8 min read
TECHNOLOGY Data Infrastructure andAnalytics: Why the GapBetween Pipelines andDecisions Keeps Growing. Learn about the challenges of movingfrom data pipeline to decision-making… DESIGN SHIP OBSERVE REFINE DATA
Insights · Apr 24, 2026

Data Infrastructure and Analytics: Why the Gap Between Pipelines and Decisions Keeps Growing

Learn about the challenges of moving from data pipeline to decision-making using modern data architecture.

9 min read
TECHNOLOGY Modern DataArchitecture: How toFuture-Proof Your StackAgainst Model Drift. Learn how to design modern dataarchitectures that detect, adapt, and… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Apr 24, 2026

Modern Data Architecture: How to Future-Proof Your Stack Against Model Drift

Learn how to design modern data architectures that detect, adapt, and prevent data and model drift in AI systems using scalable, real-time frameworks.

4 min read
TECHNOLOGY Data Warehouse vs DataLake: Understanding theTrade-offs in 2026. Compare data warehouses vs data lakes,their benefits, costs, and use cases… DATAWAREHOUSE/ DATA… Data Warehouse Best fit for your caseSimpler to operateLower switching cost Data Lake: Added complexityHeavier toolingSteeper learning curve
Insights · Apr 24, 2026

Data Warehouse vs Data Lake: Understanding the Trade-offs in 2026

Compare data warehouses vs data lakes, their benefits, costs, and use cases. Learn how hybrid and lakehouse architectures will shape data systems in 2026.

4 min read
TECHNOLOGY Multi-Cloud DataInfrastructure:Benefits, Risks, and Howto Make It Work. Learn how to design a multi-cloud datainfrastructure, its benefits, risks… 01 Ad hoc 02 Managed 03 Defined 04 Optimized MULTI CLOUD
Insights · Apr 24, 2026

Multi-Cloud Data Infrastructure: Benefits, Risks, and How to Make It Work

Learn how to design a multi-cloud data infrastructure, its benefits, risks, costs, and best practices to build a scalable and efficient system.

4 min read
TECHNOLOGY Data Infrastructure forStartups: How to BuildWithout Overbuilding. Need help determining how to build ascalable data infrastructure for your… 01 Ad hoc 02 Managed 03 Defined 04 Optimized DATA INFRASTRUCTURE
Insights · Apr 23, 2026

Data Infrastructure for Startups: How to Build Without Overbuilding

Need help determining how to build a scalable data infrastructure for your startup? This guide will help CTOs & engineers figure out if they need to build a scaled-out data platform or how to…

8 min read
TECHNOLOGY Cloud InfrastructureServices: How toEvaluate What YouActually Need. This article offers a guide toevaluating cloud infrastructure services… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Apr 23, 2026

Cloud Infrastructure Services: How to Evaluate What You Actually Need

This article offers a guide to evaluating cloud infrastructure services and provides steps to compare solutions and select the best architecture based on scalability, efficiency, and performance.

8 min read
TECHNOLOGY What Is DataWarehousing? FromConcept to ModernImplementation. This article discusses the basicdefinition of data warehousing & the… MODEL DEPLOY MONITOR ITERATE DATA
Insights · Apr 23, 2026

What Is Data Warehousing? From Concept to Modern Implementation

This article discusses the basic definition of data warehousing & the difference between a cloud-based data warehouse and a traditional one, including information related to the overall…

10 min read
TECHNOLOGY Pipeline Orchestration:Airflow vs Prefect vsDagster - A Practical2026 Guide. Use this guide to evaluate the threetools used to orchestrate data… PLAN BUILD MEASURE IMPROVE PIPELINE
Insights · Apr 23, 2026

Pipeline Orchestration: Airflow vs Prefect vs Dagster - A Practical 2026 Guide

Use this guide to evaluate the three tools used to orchestrate data pipelines: Airflow, Prefect, and Dagster. Discover how current teams are implementing scalable, pipeline orchestration solutions…

7 min read
TECHNOLOGY Data InfrastructureMonitoring: How to StopReacting and StartPredicting Failures. Discover how you can use data centerinfrastructure management (DCIM) and… 01 Pilot 02 Team 03 Org 04 Scale DATA INFRASTRUCTURE
Insights · Apr 23, 2026

Data Infrastructure Monitoring: How to Stop Reacting and Start Predicting Failures

Discover how you can use data center infrastructure management (DCIM) and predictive monitoring as a way to prevent failures and improve performance.

7 min read
TECHNOLOGY What Is a Data Lake? AComplete Guide forEnterprise EngineeringTeams. Learn about what a data lake is, how itfunctions, why it's important to you… DATA LAKE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Apr 23, 2026

What Is a Data Lake? A Complete Guide for Enterprise Engineering Teams

Learn about what a data lake is, how it functions, why it's important to you, and how to go about creating one. This will be a practical reference for Business Data Engineering teams.

5 min read
ARTIFICIAL INTELLIGENCE Cloud DataInfrastructure: How toBuild a ScalableFoundation for AI. Design a data infrastructure for your AIby looking at cloud data infrastructure… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Apr 21, 2026

Cloud Data Infrastructure: How to Build a Scalable Foundation for AI

Design a data infrastructure for your AI by looking at cloud data infrastructure, its components, best practice examples, cloud cost reduction, key questions when selecting a solution, and the…

6 min read
TECHNOLOGY Big Data Platforms in2026: What the LandscapeActually Looks Like. Understand big data platforms 2026: whatsolutions you can use to build your… DESIGN SHIP OBSERVE REFINE BIG
Insights · Apr 21, 2026

Big Data Platforms in 2026: What the Landscape Actually Looks Like

Understand big data platforms 2026: what solutions you can use to build your enterprise analytics and AI strategy's platform

7 min read
ARTIFICIAL INTELLIGENCE Data Architecture BestPractices for AI-FirstEngineering Teams. Explore the best ways to create moderndata for AI-first teams using proven… MODEL DEPLOY MONITOR ITERATE DATA
Insights · Apr 21, 2026

Data Architecture Best Practices for AI-First Engineering Teams

Explore the best ways to create modern data for AI-first teams using proven design principles, tools, and new strategies to handle large datasets.

7 min read
TECHNOLOGY What Is CloudInfrastructure? APractical Guide for DataEngineering Teams. Get an overview of cloud infrastructure,its components and advantages, and how… MODEL DEPLOY MONITOR ITERATE CLOUD
Insights · Apr 21, 2026

What Is Cloud Infrastructure? A Practical Guide for Data Engineering Teams

Get an overview of cloud infrastructure, its components and advantages, and how data engineering teams utilize cloud infrastructure in order to develop scalable and up-to-date data platforms.

7 min read
TECHNOLOGY Cloud Data WarehouseExplained: Snowflake vsDatabricks vs BigQuery. Discover the differences betweenSnowflake, Databricks, and BigQuery… MODEL DEPLOY MONITOR ITERATE CLOUD
Insights · Apr 21, 2026

Cloud Data Warehouse Explained: Snowflake vs Databricks vs BigQuery

Discover the differences between Snowflake, Databricks, and BigQuery; find out what features are available, costs involved, levels of scalability, and how to make an informed choice when selecting…

6 min read
TECHNOLOGY What Is a Modern DataPlatform - And Do YouActually Need One?. Understand what is known as the ModernData Platform definition its… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 MODERN DATA
Insights · Apr 16, 2026

What Is a Modern Data Platform - And Do You Actually Need One?

Understand what is known as the Modern Data Platform definition its architecture its tools do you need the Modern Data Platform for developing your business into data and AI initiatives. Use…

7 min read
INSIGHTS Enterprise DataPlatform: Build vs Buyvs Integrate - The 2026Decision Framework. This guide provides a decision frameworkto help CTOs decide whether to build… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Apr 16, 2026

Enterprise Data Platform: Build vs Buy vs Integrate - The 2026 Decision Framework

This guide provides a decision framework to help CTOs decide whether to build, buy or integrate an enterprise data platform for their business.

9 min read
INSIGHTS Cloud Data Management:Best Practices for TeamsThat Have OutgrownSpreadsheets. Cloud-based Data Management: What WillIt Take To Outgrow Using Excel and/or… MODEL DEPLOY MONITOR ITERATE CLOUD
Insights · Apr 16, 2026

Cloud Data Management: Best Practices for Teams That Have Outgrown Spreadsheets

Cloud-based Data Management: What Will It Take To Outgrow Using Excel and/or Google Sheets?

7 min read
TECHNOLOGY Data Fabric vs DataMesh: Which ModernArchitecture Is Rightfor You?. Comparison between Data Fabric and DataMesh: differences, similarities… DATAFABRIC /DATA MESH: Data Fabric Best fit for your caseSimpler to operateLower switching cost Data Mesh: Added complexityHeavier toolingSteeper learning curve
Insights · Apr 16, 2026

Data Fabric vs Data Mesh: Which Modern Architecture Is Right for You?

Comparison between Data Fabric and Data Mesh: differences, similarities, applications, tools, and identifying which fits best your desired outcome for your data platform.

10 min read
INSIGHTS Apache Kafka Explained:When You Need It andWhen You Don't. Find out how Apache Kafka works, what itis and when you can or should use it as… APACHEKAFKA DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Apr 16, 2026

Apache Kafka Explained: When You Need It and When You Don't

Find out how Apache Kafka works, what it is and when you can or should use it as part of your modern architecture for data management

8 min read
INSIGHTS ETL vs ELT: Which DataIntegration Approach IsRight for Your Team?. Side by side comparisons of ETL and ELT,including Architectures, tradeoffs… ETL / ELT:WHICH ETL Best fit for your caseSimpler to operateLower switching cost ELT: Which Added complexityHeavier toolingSteeper learning curve
Insights · Apr 16, 2026

ETL vs ELT: Which Data Integration Approach Is Right for Your Team?

Side by side comparisons of ETL and ELT, including Architectures, tradeoffs, tools and best practices for deciding on the best data integration solution for your current data team.

8 min read
INSIGHTS Data Fabric ArchitectureDeep Dive - Building aUnified Data Layer. This article provides information on howto design a data fabric architecture… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Apr 16, 2026

Data Fabric Architecture Deep Dive - Building a Unified Data Layer

This article provides information on how to design a data fabric architecture, its various components, benefits, and comparison with data mesh in a modern data platform.

8 min read
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