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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 Why TrafficGrowth FailsWithout CRO. CRO Enables You to Convert Lookers intoBuyers. Don't Mistake a High Traffic… 01 Ad hoc 02 Managed 03 Defined 04 Optimized TRAFFIC GROWTH
Insights · Jan 19, 2026

Why Traffic Growth Fails Without CRO

CRO Enables You to Convert Lookers into Buyers. Don't Mistake a High Traffic Volume for Profitability.

9 min read
TECHNOLOGY CRO Experiments ThatActually MoveRevenue. Which CRO experiments produce revenuesthat benefit eCommerce and SaaS? Real… ARCHITECTURE SECURITY RELIABILITY COST CROEXPERIMENTS
Insights · Jan 19, 2026

CRO Experiments That Actually Move Revenue

Which CRO experiments produce revenues that benefit eCommerce and SaaS? Real A/B testing strategies will help you grow design and improve results!

8 min read
TECHNOLOGY How to Choose aCRO Agency (RedFlags). The CRO agency you select may notgenerate revenue, so make sure you are… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 CHOOSE CRO
Insights · Jan 19, 2026

How to Choose a CRO Agency (Red Flags)

The CRO agency you select may not generate revenue, so make sure you are aware of key red flags when selecting a CRO agency.

9 min read
TECHNOLOGY Common MagentoPerformanceBottlenecks. This article details the most frequentlyoccurring Magento performance bottleneck… COMMONMAGENTO DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jan 19, 2026

Common Magento Performance Bottlenecks

This article details the most frequently occurring Magento performance bottleneck issues, along with proven techniques for identifying and resolving these issues.

9 min read
TECHNOLOGY Magento MigrationChecklist (NoDowntime). A comprehensive checklist for theMigration of Magento to a new version… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jan 19, 2026

Magento Migration Checklist (No Downtime)

A comprehensive checklist for the Migration of Magento to a new version, or a new eCommerce platform, without a drop in live sales. Everything is covered from Data Migration, SEO, Testing, Tools…

8 min read
TECHNOLOGY Magento vs Shopifyvs BigCommerce(Architecture View). Magento, Shopify, and BigCommercecompared to one another based on the… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 MAGENTO SHOPIFY
Insights · Jan 19, 2026

Magento vs Shopify vs BigCommerce (Architecture View)

Magento, Shopify, and BigCommerce compared to one another based on the architecture of the platforms concerning scalability, headless support, extensibility and trade-off Long-Term.

15 min read
TECHNOLOGY End-to-End EcommerceDevelopmentExplained. Practical Guide to Developing E-Commercein a More Complete Way, Including: Plan… END END DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 19, 2026

End-to-End Ecommerce Development Explained

Practical Guide to Developing E-Commerce in a More Complete Way, Including: Plan, Design, Build, Test, Launch, and Improve an E-Commerce Site Through Planning, Designing, Developing an E-Commerce…

6 min read
TECHNOLOGY EcommerceReplatforming: Whenand Why It Fails. Understand when it's right for ane-commerce business to switch to a new… DESIGN SHIP OBSERVE REFINE ECOMMERCE
Insights · Jan 16, 2026

Ecommerce Replatforming: When and Why It Fails

Understand when it's right for an e-commerce business to switch to a new platform, why they fail frequently, and how to avoid worst-case migration scenarios.

10 min read
TECHNOLOGY B2B EcommerceDevelopment: KeyDifferences &Pitfalls. The major differences of B2B E-commerceDevelopment, Challenges and How to build… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jan 16, 2026

B2B Ecommerce Development: Key Differences & Pitfalls

The major differences of B2B E-commerce Development, Challenges and How to build a Scalable B2B E-commerce Platform.

9 min read
TECHNOLOGY How to Architect aScalable EcommercePlatform. The eCommerce platform and how to builda scalable one is important as eCommerce… PLAN BUILD MEASURE IMPROVE ARCHITECT
Insights · Jan 16, 2026

How to Architect a Scalable Ecommerce Platform

The eCommerce platform and how to build a scalable one is important as eCommerce continues to grow, and cloud computing continues to grow.

10 min read
TECHNOLOGY Custom EcommerceDevelopment vs SaaSPlatforms. View the Cost, Scalability, Flexibility,Performance, and Future Market Growth of… CUSTOMECOMMERCE/ SAAS… Custom Ecommerce Best fit for your caseSimpler to operateLower switching cost SaaS Platforms Added complexityHeavier toolingSteeper learning curve
Insights · Jan 16, 2026

Custom Ecommerce Development vs SaaS Platforms

View the Cost, Scalability, Flexibility, Performance, and Future Market Growth of Custom E-Commerce Development vs. SaaS Platforms

10 min read
TECHNOLOGY How QA ImpactsRelease Velocity inSaaS Teams. Discover how the velocity of SaaSproduct releases is affected directly by… PLAN BUILD MEASURE IMPROVE QA
Insights · Jan 16, 2026

How QA Impacts Release Velocity in SaaS Teams

Discover how the velocity of SaaS product releases is affected directly by Quality Assurance (QA) through CI/CD, metrics, tools, scalable QA and more.

10 min read
TECHNOLOGY Manual vs AutomatedTesting: What ScalesBetter?. A comparison of manual vs. automatedtesting, scalability, cost, tools, and… MANUAL /AUTOMATEDTESTING: Manual Best fit for your caseSimpler to operateLower switching cost Automated Testing: Added complexityHeavier toolingSteeper learning curve
Insights · Jan 16, 2026

Manual vs Automated Testing: What Scales Better?

A comparison of manual vs. automated testing, scalability, cost, tools, and use cases. Which type will be the best fit for your growing software Team?

9 min read
TECHNOLOGY When Do You Need aDedicated SoftwareQA Company?. Find out when it is best to hire aSoftware QA Provider and what signs to… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 NEED DEDICATED
Insights · Jan 16, 2026

When Do You Need a Dedicated Software QA Company?

Find out when it is best to hire a Software QA Provider and what signs to look for, along with the costs and benefits to hiring a Software QA provider and how that will speed up your releases.

9 min read
TECHNOLOGY Quality Assurance vsQuality Control inModern Software. This article explains the differencesbetween quality assurance and quality… QUALITYASSURANCE/ QUALITY… Quality Assurance Best fit for your caseSimpler to operateLower switching cost Quality Control Added complexityHeavier toolingSteeper learning curve
Insights · Jan 16, 2026

Quality Assurance vs Quality Control in Modern Software

This article explains the differences between quality assurance and quality control in modern software development teams. The purpose of the article is to provide the kinds of information that…

10 min read
TECHNOLOGY What Do QA SoftwareTesting ServicesActually Cover?. Discover what QA services & testing ofsoftware actually include (i.e., all… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jan 16, 2026

What Do QA Software Testing Services Actually Cover?

Discover what QA services & testing of software actually include (i.e., all types of test: manual, automated & security performance). This is for CTO's & Technical leaders.

11 min read
TECHNOLOGY The CTO’s Guide toImplementing EnterpriseData Governance. A practical guide for CTOs onimplementing enterprise data governance… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jan 9, 2026

The CTO’s Guide to Implementing Enterprise Data Governance

A practical guide for CTOs on implementing enterprise data governance that improves trust, compliance, and delivery speed without slowing teams down.

5 min read
TECHNOLOGY How to Build InternalStakeholder AlignmentAround Data Initiatives. Learn how to work collaboratively withExecutives to Align Product… PLAN BUILD MEASURE IMPROVE BUILD
Insights · Jan 9, 2026

How to Build Internal Stakeholder Alignment Around Data Initiatives

Learn how to work collaboratively with Executives to Align Product, Engineering, and Business Stakeholders around Data Initiatives, and thereby create faster, trust, and more effective leadership…

10 min read
TECHNOLOGY Why Data EngineeringIs Now a C LevelConversation. Learn about the reasons that dataengineering has become a C-level concern… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jan 9, 2026

Why Data Engineering Is Now a C Level Conversation

Learn about the reasons that data engineering has become a C-level concern and how executives can interact with data to drive their growth, speed, and trust objectives.

10 min read
TECHNOLOGY Executive Framework forPrioritizing DataEngineering Investments. Learn how executives can prioritize dataengineering investments using a clear… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jan 9, 2026

Executive Framework for Prioritizing Data Engineering Investments

Learn how executives can prioritize data engineering investments using a clear framework focused on business impact, leverage, risk reduction, and time to value.

7 min read
TECHNOLOGY The Cost of BadData: Impact onLeadership KPIs. Learn how bad data can negatively impactLeadership EXP KPI's and impede… 01 Ad hoc 02 Managed 03 Defined 04 Optimized COST BAD
Insights · Jan 9, 2026

The Cost of Bad Data: Impact on Leadership KPIs

Learn how bad data can negatively impact Leadership EXP KPI's and impede efficient decision-making, creating hidden costs for CEOs and Product Leaders.

6 min read
TECHNOLOGY Building a Data StrategyThat Enables FasterFeature Delivery. Learn how to develop a data strategythat improves your product team’s… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jan 9, 2026

Building a Data Strategy That Enables Faster Feature Delivery

Learn how to develop a data strategy that improves your product team’s roadmap confidence and speed to feature delivery and shortens your product team’s feedback loop.

5 min read
TECHNOLOGY Data Quality as aCompetitive Advantagefor Product Leaders. Learn how providing higher quality datawill provide product leaders with a… DATAQUALITY DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jan 9, 2026

Data Quality as a Competitive Advantage for Product Leaders

Learn how providing higher quality data will provide product leaders with a competitive advantage through faster decision-making capabilities, superior experimentation velocity, and increased…

8 min read
TECHNOLOGY Building aTrustworthy DataLayer for AI andAnalytics. Learn how to build a trustworthy datalayer that enables reliable analytics… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 BUILDING TRUSTWORTHY
Insights · Jan 9, 2026

Building a Trustworthy Data Layer for AI and Analytics

Learn how to build a trustworthy data layer that enables reliable analytics and scalable AI without slowing innovation or delivery.

9 min read
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