● Field notes

Research, perspectives, and quiet opinions on
the next-gen data stack.

Featured

The Model Was Never the Hard Part: Why Context Wins in AI Analytics

Anthropic measured what a frontier model alone does on real analytics questions: 21%. Add context and it jumps past 95%. The accuracy in AI analytics lives in the semantic layer, monitoring, validation, and skills, not the prompt.

Dashfeed Research•June 5, 2026• 7 min read

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The rest of the field notes.

Data IntegrationComparison

7 Best Fivetran Alternatives in 2026: An Honest Comparison

The Fivetran-dbt merger is reshaping the data integration landscape. We compare 7 alternatives — from open-source to all-in-one platforms — with honest pros, cons, and pricing.

Dashfeed Research•March 28, 2026• 14 min read

Data StrategyCost Analysis

The True Cost of Your Analytics Stack in 2026: A Complete Breakdown

Most mid-market companies spend $5K–15K/month on analytics tooling — and that's before engineering headcount. A layer-by-layer cost breakdown with the hidden expenses nobody talks about.

Dashfeed Research•March 25, 2026• 12 min read

AnalyticsData Culture

Why Your Dashboards Are a Graveyard (And What to Do About It)

Fewer than 30% of enterprise dashboards are viewed after their first month. Here's why the dashboard model is structurally broken and what's emerging to replace it.

Dashfeed Research•March 20, 2026• 10 min read

AnalyticsSelf-Service

Why Self-Service Analytics Keeps Failing (After 25 Years of Trying)

95% of business users return to asking analysts instead of using self-service BI tools. We examine the structural reasons and what actually works instead.

Dashfeed Research•March 15, 2026• 11 min read

GuideData Engineering

The Modern Data Stack in 2026: What's Changed, What's Dead, and What's Next

A practical guide to the modern data stack landscape — what tools still matter, what AI has replaced, and three architectures for different company stages.

Dashfeed Research•March 10, 2026• 15 min read

Market IntelligenceStrategy

Dashfeed Market Research: Deep Dive

Adversarial research applying structured methodology — feeding AI real market evidence and asking the questions that actually matter for Dashfeed's positioning.

Dashfeed Research•March 2026• 22 min read

ResearchAI

The Tectonic Shift in Business Intelligence: How AI-Native Platforms Are Redefining Data Analytics

Legacy BI tools are hitting their limits. We examine the structural forces reshaping the industry and why AI-native platforms represent the next dominant paradigm.

Dashfeed Research•February 22, 2026• 18 min read