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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.

1314 essays
TECHNOLOGY CI/CD for Enterprise:Beyond GitHub Actions ona Monolith. Learn Enterprise CI/CD in 2026: beyondGitHub Actions on a monolith, multi-repo… ASSESS ADOPT OPTIMIZE GOVERN
Insights · May 15, 2026

CI/CD for Enterprise: Beyond GitHub Actions on a Monolith

Learn Enterprise CI/CD in 2026: beyond GitHub Actions on a monolith, multi-repo strategies, and the operating model behind reliable delivery.

12 min read
TECHNOLOGY AI Readiness Assessment:The 10 Signals Your OrgIs (or Isn't) Ready. Learn how to assess AI Readiness in 2026with ten signals across data, talent… AIREADINESS DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · May 13, 2026

AI Readiness Assessment: The 10 Signals Your Org Is (or Isn't) Ready

Learn how to assess AI Readiness in 2026 with ten signals across data, talent, governance, operating model, and leadership. Includes scorecard and FAQs.

12 min read
TECHNOLOGY Cloud PerformanceEngineering: WhenLatency Is Revenue. Learn Cloud Performance Engineering in2026: when latency drives revenue, the… CLOUDPERFORMANCE DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · May 13, 2026

Cloud Performance Engineering: When Latency Is Revenue

Learn Cloud Performance Engineering in 2026: when latency drives revenue, the levers that matter, and the operating cadence behind sustained performance.

12 min read
TECHNOLOGY The Cost of RunningAI on Cloud: 12Levers to Pull First. Learn the 12 cost levers for running AIon Cloud in 2026: model tier, prompt… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · May 13, 2026

The Cost of Running AI on Cloud: 12 Levers to Pull First

Learn the 12 cost levers for running AI on Cloud in 2026: model tier, prompt caching, retrieval tuning, and the operating model behind savings.

12 min read
TECHNOLOGY Cloud InfrastructureModernization: A StagedApproach for Enterprises. Learn Cloud Infrastructure Modernizationin 2026 with a staged approach… CLOUDINFRASTRUCTURE DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · May 13, 2026

Cloud Infrastructure Modernization: A Staged Approach for Enterprises

Learn Cloud Infrastructure Modernization in 2026 with a staged approach: assessment, sequencing, and the operating model behind successful migration.

12 min read
TECHNOLOGY Cloud DevOps Services:How to Evaluate aPartner (Before YouSign). Learn how to evaluate Cloud DevOpsServices partners in 2026: capability… DISCOVERY DESIGN DELIVERY SCALE
Insights · May 13, 2026

Cloud DevOps Services: How to Evaluate a Partner (Before You Sign)

Learn how to evaluate Cloud DevOps Services partners in 2026: capability scorecard, exit planning, and the questions to ask before signing.

12 min read
TECHNOLOGY AI as a Service vs.Building In-House: ADecision Framework forEnterprise CTOs. Learn the AI as a Service vs. in-housebuild decision in 2026. Layer-by-layer… AI AS /BUILDINGIN-HOUSE: AI as Best fit for your caseSimpler to operateLower switching cost Building In-House: Added complexityHeavier toolingSteeper learning curve
Insights · May 13, 2026

AI as a Service vs. Building In-House: A Decision Framework for Enterprise CTOs

Learn the AI as a Service vs. in-house build decision in 2026. Layer-by-layer framework, scorecard, exit-plan checklist, FAQs for CTOs.

13 min read
TECHNOLOGY Hybrid CloudArchitecture: Who It'sFor and How to Get ItRight. Learn Hybrid Cloud Architecture in 2026:who it fits, the design patterns that… PEOPLE PROCESS PLATFORM PRACTICE HYBRIDCLOUD
Insights · May 13, 2026

Hybrid Cloud Architecture: Who It's For and How to Get It Right

Learn Hybrid Cloud Architecture in 2026: who it fits, the design patterns that work, and the operating model behind reliable hybrid deployments.

12 min read
TECHNOLOGY Cloud Architecture forAI Workloads: PatternsThat Don't Break theBank. Learn Cloud Architecture for AIWorkloads in 2026: patterns that scale… STRATEGY DELIVERY GOVERNANCE SCALE CLOUDARCHITECTURE
Insights · May 13, 2026

Cloud Architecture for AI Workloads: Patterns That Don't Break the Bank

Learn Cloud Architecture for AI Workloads in 2026: patterns that scale, cost shape, and the operating model behind reliable AI on cloud.

12 min read
TECHNOLOGY Observability BeyondLogs: Freshness, Volume,Distribution, Lineage. Learn Data Observability beyond logs in2026: freshness, volume, distribution… 01 Assess 02 Design 03 Ship 04 Operate
Insights · May 13, 2026

Observability Beyond Logs: Freshness, Volume, Distribution, Lineage

Learn Data Observability beyond logs in 2026: freshness, volume, distribution, lineage, and the tooling that catches what logs miss.

12 min read
TECHNOLOGY Metadata-DrivenPipelines: The PatternInside Every Modern DataStack. Learn Metadata-Driven Pipelines in 2026:the pattern inside every modern data… PLAN BUILD MEASURE IMPROVE METADATA
Insights · May 13, 2026

Metadata-Driven Pipelines: The Pattern Inside Every Modern Data Stack

Learn Metadata-Driven Pipelines in 2026: the pattern inside every modern data stack, how it scales, and where teams go wrong.

12 min read
TECHNOLOGY From Fragile toReliable: A 90-Day DataPipeline StabilizationPlan. Learn how to stabilize fragile datapipelines in 90 days in 2026… PLAN BUILD MEASURE IMPROVE FRAGILE
Insights · May 13, 2026

From Fragile to Reliable: A 90-Day Data Pipeline Stabilization Plan

Learn how to stabilize fragile data pipelines in 90 days in 2026: assessment, remediation sequence, and the operating model that holds.

12 min read
TECHNOLOGY Data Engineer vs.Analytics Engineer vs.Platform Engineer: Rolesin 2026. Learn Data Engineering Roles in 2026:data engineer vs. analytics engineer vs… 01 Assess 02 Design 03 Ship 04 Operate
Insights · May 13, 2026

Data Engineer vs. Analytics Engineer vs. Platform Engineer: Roles in 2026

Learn Data Engineering Roles in 2026: data engineer vs. analytics engineer vs. platform engineer. Where each fits and how to hire.

12 min read
TECHNOLOGY How Mature DataTeams Run DataQuality at Scale. Learn how mature teams run Data Qualityat Scale in 2026: continuous quality… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 MATURE DATA
Insights · May 13, 2026

How Mature Data Teams Run Data Quality at Scale

Learn how mature teams run Data Quality at Scale in 2026: continuous quality checks, SLOs, ownership, and operating cadence.

12 min read
TECHNOLOGY Real-time DataArchitecture: When YouNeed It, When You Don't. Learn Real-time Data Architecture in2026: when streaming is the right… DISCOVERY DESIGN DELIVERY SCALE
Insights · May 13, 2026

Real-time Data Architecture: When You Need It, When You Don't

Learn Real-time Data Architecture in 2026: when streaming is the right answer, when batch still wins, and the operating model behind both.

12 min read
TECHNOLOGY Building a Data PlatformThat AI Teams ActuallyWant to Use. Learn how to build a Modern DataPlatform in 2026 that AI teams actually… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · May 13, 2026

Building a Data Platform That AI Teams Actually Want to Use

Learn how to build a Modern Data Platform in 2026 that AI teams actually want to use: architecture, contracts, retrieval, and operating model.

12 min read
TECHNOLOGY Data Pipeline CostOptimization: Where YourSpend Is Actually Going. Learn Data Pipeline Cost Optimization in2026: where spend hides, the levers that… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · May 13, 2026

Data Pipeline Cost Optimization: Where Your Spend Is Actually Going

Learn Data Pipeline Cost Optimization in 2026: where spend hides, the levers that matter, and the cadence that keeps cost shape under control.

12 min read
TECHNOLOGY Unifying Data AcrossSystems: Patterns ThatActually Scale. Learn Data Unification in 2026: patternsthat scale across systems, governance… UNIFYINGDATA DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · May 13, 2026

Unifying Data Across Systems: Patterns That Actually Scale

Learn Data Unification in 2026: patterns that scale across systems, governance, and the operating model that holds it together.

12 min read
TECHNOLOGY Data ReliabilityEngineering: The NewDiscipline Inside EveryData Team. Learn Data Reliability Engineering in2026: the new discipline, SLOs, error… 01 Ad hoc 02 Managed 03 Defined 04 Optimized DATA RELIABILITY
Insights · May 13, 2026

Data Reliability Engineering: The New Discipline Inside Every Data Team

Learn Data Reliability Engineering in 2026: the new discipline, SLOs, error budgets, and the operating model that catches silent failures.

12 min read
TECHNOLOGY Streaming DataPipelines: Kafka,Kinesis, and the RealTradeoffs in 2026. Learn the real tradeoffs in StreamingData Pipelines in 2026: Kafka vs… MODEL DEPLOY MONITOR ITERATE STREAMING
Insights · May 13, 2026

Streaming Data Pipelines: Kafka, Kinesis, and the Real Tradeoffs in 2026

Learn the real tradeoffs in Streaming Data Pipelines in 2026: Kafka vs. Kinesis, latency, cost shape, and operating model.

12 min read
TECHNOLOGY ETL vs ELT in 2026:When Each StillMakes Sense. Learn the ETL vs ELT decision in 2026:when each pattern fits, the workload… ETL / ELT ETL Best fit for your caseSimpler to operateLower switching cost ELT Added complexityHeavier toolingSteeper learning curve
Insights · May 13, 2026

ETL vs ELT in 2026: When Each Still Makes Sense

Learn the ETL vs ELT decision in 2026: when each pattern fits, the workload tradeoffs, and how to pick for your stack.

12 min read
TECHNOLOGY Data Contracts inPractice: How TeamsActually Ship Them. Learn how to ship Data Contracts inpractice in 2026: schema, semantics… PEOPLE PROCESS PLATFORM PRACTICE DATACONTRACTS
Insights · May 13, 2026

Data Contracts in Practice: How Teams Actually Ship Them

Learn how to ship Data Contracts in practice in 2026: schema, semantics, freshness, quality SLOs, CI/CD testing, and governance.

12 min read
TECHNOLOGY Data Observability: WhyYour Dashboards KeepLying to You. Learn why dashboards lie in 2026 and howData Observability catches silent… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · May 13, 2026

Data Observability: Why Your Dashboards Keep Lying to You

Learn why dashboards lie in 2026 and how Data Observability catches silent failures across freshness, volume, distribution, and lineage.

12 min read
TECHNOLOGY Data Lake vs. DataWarehouse vs. Lakehouse:Decision Guide for 2026. Learn Data Lake vs. Data Warehouse vs.Lakehouse in 2026: when each fits, the… PLAN BUILD MEASURE IMPROVE DATA
Insights · May 13, 2026

Data Lake vs. Data Warehouse vs. Lakehouse: Decision Guide for 2026

Learn Data Lake vs. Data Warehouse vs. Lakehouse in 2026: when each fits, the decision criteria, and how to pick the architecture for your stack.

12 min read
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