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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.

All essays

Field notes, sorted by recency.

1314 essays
TECHNOLOGY Vector DatabasesExplained: Do YouActually Need One forYour Data Stack?. Read how vector databases fit into theAI data architecture and if your team… 01 Pilot 02 Team 03 Org 04 Scale VECTOR DATABASES
Insights · May 8, 2026

Vector Databases Explained: Do You Actually Need One for Your Data Stack?

Read how vector databases fit into the AI data architecture and if your team needs one.

7 min read
TECHNOLOGY Data Center Management:Moving Beyond ManualMonitoring to ProactiveObservability. Discover how Data Center Management willevolve from manual monitoring to… ASSESS ADOPT OPTIMIZE GOVERN
Insights · May 8, 2026

Data Center Management: Moving Beyond Manual Monitoring to Proactive Observability

Discover how Data Center Management will evolve from manual monitoring to proactive observability for reliability and scale.

8 min read
TECHNOLOGY Intelligent DataInfrastructure: FromBest Practices toReal-World…. Learn about intelligent datainfrastructure best practices that aid… 01 Ad hoc 02 Managed 03 Defined 04 Optimized INTELLIGENT DATA
Insights · May 8, 2026

Intelligent Data Infrastructure: From Best Practices to Real-World Implementation

Learn about intelligent data infrastructure best practices that aid in providing reliability, scalability and observability in today's world of data.

7 min read
TECHNOLOGY Data Infrastructure forProduct Analytics: HowFast-Growing SaaSCompanies Do It. Fast-growing SaaS companies are usingmodern data infrastructures to build… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · May 8, 2026

Data Infrastructure for Product Analytics: How Fast-Growing SaaS Companies Do It

Fast-growing SaaS companies are using modern data infrastructures to build product analytics that can scale and be ready for any kind of AI deployment.

7 min read
TECHNOLOGY Data Infrastructure forAI - Understanding theMachine Learning DataLayer. Learn why the Data Layer is the mostoverlooked part of Data Infrastructure… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · May 8, 2026

Data Infrastructure for AI - Understanding the Machine Learning Data Layer

Learn why the Data Layer is the most overlooked part of Data Infrastructure for AI, and how to build a Data Layer that is Reliable and Scalable.

8 min read
TECHNOLOGY How to Build a DataInfrastructure Roadmap:A Framework forEngineering Leaders. How can your organization effectivelyscale its data infrastructure strategy… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 BUILD DATA
Insights · May 8, 2026

How to Build a Data Infrastructure Roadmap: A Framework for Engineering Leaders

How can your organization effectively scale its data infrastructure strategy by using a step-by-step roadmap designed specifically for engineering leaders?

10 min read
TECHNOLOGY Data InfrastructureStrategy: A 6-MonthRoadmap for EngineeringLeads. A 6-month actionable roadmap to helpengineering executives create data… STRATEGY DELIVERY GOVERNANCE SCALE DATAINFRASTRUCTURE
Insights · May 8, 2026

Data Infrastructure Strategy: A 6-Month Roadmap for Engineering Leads

A 6-month actionable roadmap to help engineering executives create data infrastructure, gain buy-in, and increase reliability while allowing their teams to scale confidently.

6 min read
TECHNOLOGY Data Infrastructure forAI: What Changes When MLModels Depend on YourPipelines. A comprehensive guide to datainfrastructure for AI, including… PLAN BUILD MEASURE IMPROVE DATA
Insights · May 8, 2026

Data Infrastructure for AI: What Changes When ML Models Depend on Your Pipelines

A comprehensive guide to data infrastructure for AI, including changing pipelines, building reliable systems and what scaling can mean.

9 min read
TECHNOLOGY Why Your DataInfrastructure KeepsBreaking: Root Causesand Real Fixes. This article will explore the reasonsyour data management infrastructure is… STRATEGY DELIVERY GOVERNANCE SCALE DATAINFRASTRUCTURE
Insights · May 8, 2026

Why Your Data Infrastructure Keeps Breaking: Root Causes and Real Fixes

This article will explore the reasons your data management infrastructure is constantly breaking and provide practical frameworks for how to resolve root causes to establish reliability and scale.

9 min read
TECHNOLOGY Data Lineage: What ItIs, Why It Matters, andHow to Implement It atScale. Comprehensive data managementinfrastructure and data lineage overview… 01 Pilot 02 Team 03 Org 04 Scale DATA LINEAGE
Insights · May 8, 2026

Data Lineage: What It Is, Why It Matters, and How to Implement It at Scale

Comprehensive data management infrastructure and data lineage overview that explains why it’s essential, how to apply it, as well as how to grow it.

10 min read
TECHNOLOGY From Data Warehouse toData Lakehouse:Migration Guide forEnterprise Teams. Get step-by-step guidelines on how toimplement a Data Lake House as your… MODEL DEPLOY MONITOR ITERATE DATA
Insights · May 8, 2026

From Data Warehouse to Data Lakehouse: Migration Guide for Enterprise Teams

Get step-by-step guidelines on how to implement a Data Lake House as your Enterprise Data Architecture by moving from a Data Warehouse to a Lake House.

7 min read
TECHNOLOGY Data InfrastructureAudit: 12 Signs YourStack Is Slowing DownYour AI Roadmap. Uncover the 12 reasons your datainfrastructure is holding back your… DESIGN SHIP OBSERVE REFINE DATA
Insights · May 8, 2026

Data Infrastructure Audit: 12 Signs Your Stack Is Slowing Down Your AI Roadmap

Uncover the 12 reasons your data infrastructure is holding back your ability to grow AI and how to fix these issues before they hurt your roadmap.

9 min read
TECHNOLOGY Data InfrastructureCompliance: SOC 2, GDPR,HIPAA - What EngineeringTeams Need to Build. Your guide to compliance and security ofyour data infrastructure in 2026, how to… STRATEGY DELIVERY GOVERNANCE SCALE DATAINFRASTRUCTURE
Insights · May 8, 2026

Data Infrastructure Compliance: SOC 2, GDPR, HIPAA - What Engineering Teams Need to Build

Your guide to compliance and security of your data infrastructure in 2026, how to create SOC 2, GDPR, and HIPAA compliant systems.

9 min read
TECHNOLOGY Real-Time AnalyticsInfrastructure:Architecture PatternsThat Scale. Study much more on building aworld-class analytical & data… REAL TIME DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · May 7, 2026

Real-Time Analytics Infrastructure: Architecture Patterns That Scale

Study much more on building a world-class analytical & data infrastructure using tried and true architectural methods to support scalable solutions.

8 min read
TECHNOLOGY Data PlatformModernization: AStep-by-Step MigrationGuide for Enterprise…. Enterprise teams should learn how tomigrate to a modern data platform using… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · May 7, 2026

Data Platform Modernization: A Step-by-Step Migration Guide for Enterprise Teams

Enterprise teams should learn how to migrate to a modern data platform using this step-by-step enterprise-based migration guide. To avoid risk and scale reliably.

9 min read
TECHNOLOGY Data Engineering TeamStructure: How to Scalefrom 3 Engineers to 30Without Breaking…. Learn ways to scale your dataengineering team and data infrastructure… PLAN BUILD MEASURE IMPROVE DATA
Insights · May 7, 2026

Data Engineering Team Structure: How to Scale from 3 Engineers to 30 Without Breaking Everything

Learn ways to scale your data engineering team and data infrastructure management from 3 to 30 engineers with the correct structure, process and architecture.

11 min read
TECHNOLOGY API-First DataInfrastructure: Why theWay You Expose DataMatters as Much as How…. Learn how modern data infrastructureworks by 2026, the importance of an API… STRATEGY DELIVERY GOVERNANCE SCALE API FIRST
Insights · May 7, 2026

API-First Data Infrastructure: Why the Way You Expose Data Matters as Much as How You Store It

Learn how modern data infrastructure works by 2026, the importance of an API first data infrastructure and how to implement scalable and reliable data infrastructure.

11 min read
TECHNOLOGY Cloud Reliability andResilience Patterns forMission-Critical Systemsin 2026. Learn Cloud Reliability and Resiliencepatterns in 2026 for mission-critical… ARCHITECTURE SECURITY RELIABILITY COST CLOUDRELIABILITY
Insights · May 7, 2026

Cloud Reliability and Resilience Patterns for Mission-Critical Systems in 2026

Learn Cloud Reliability and Resilience patterns in 2026 for mission-critical systems: design, failure modes, and the operating model behind uptime.

12 min read
TECHNOLOGY Data Infrastructure forCustomer 360: How toUnify Every CustomerTouchpoint. This guide offers a completewalk-through to create a data… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · May 7, 2026

Data Infrastructure for Customer 360: How to Unify Every Customer Touchpoint

This guide offers a complete walk-through to create a data infrastructure and data analytics environment for a true Customer 360 - providing guidance on avoiding pitfalls when unifying data across…

13 min read
TECHNOLOGY Data Infrastructure ROI:How to Measure andCommunicate What YourStack Delivers. This guide will help you understand howto measure your data infrastructure's… STRATEGY DELIVERY GOVERNANCE SCALE DATAINFRASTRUCTURE
Insights · May 7, 2026

Data Infrastructure ROI: How to Measure and Communicate What Your Stack Delivers

This guide will help you understand how to measure your data infrastructure's ROI (return on investment) and communicate the value it produces to your key stakeholders through common frameworks…

5 min read
TECHNOLOGY How to Evaluate DataInfrastructure Vendors:40 Questions You ShouldBe Asking. This 40-question framework will aid youin assessing data infrastructure… ARCHITECTURE SECURITY RELIABILITY COST EVALUATEDATA
Insights · May 7, 2026

How to Evaluate Data Infrastructure Vendors: 40 Questions You Should Be Asking

This 40-question framework will aid you in assessing data infrastructure vendors. This will help you make better decisions based on pricing, performance, and scalability.

7 min read
TECHNOLOGY Data InfrastructureAutomation with Python:Tools and Patterns forData Engineers. Learn how to use Python for automatingvarious forms of data-related… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 DATA INFRASTRUCTURE
Insights · May 7, 2026

Data Infrastructure Automation with Python: Tools and Patterns for Data Engineers

Learn how to use Python for automating various forms of data-related infrastructures, including tools and processes implemented by contemporary data engineers.

7 min read
TECHNOLOGY Building a Data-DrivenCulture: TheInfrastructure ThatMakes It Possible. This Blog provides practical examplesfor CTOs and Data Leaders about how the… ARCHITECTURE SECURITY RELIABILITY COST BUILDINGDATA
Insights · May 7, 2026

Building a Data-Driven Culture: The Infrastructure That Makes It Possible

This Blog provides practical examples for CTOs and Data Leaders about how the strategy of Data Infrastructure creates a real data-centered culture.

6 min read
TECHNOLOGY Streaming DataInfrastructure: Kafka vsFlink vs Cloud-Native -A Practical Comparison. Compare Kafka, Flink, and cloud-basedstreaming data infrastructures for AI… 01 Pilot 02 Team 03 Org 04 Scale STREAMING DATA
Insights · May 7, 2026

Streaming Data Infrastructure: Kafka vs Flink vs Cloud-Native - A Practical Comparison

Compare Kafka, Flink, and cloud-based streaming data infrastructures for AI. Learn the pros/cons, performative characteristics, and best use cases.

7 min read
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