Data intelligence notes.

Execution writeups, anti-bot lessons, and delivery decisions from real projects. Built for operators, founders, and technical teams that need specifics.

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Case Study Deep Dives9 min

How We Normalized Property Records Across 932 Counties

What breaks when you combine assessor data from hundreds of county systems, and the schema decisions that kept 4.2M records usable.

County dataSchema design
MixedRead →

Explore by focus area.

PLATFORMS · EXECUTION · STRATEGY

Anti-Bot & Execution8 min

What Breaks LinkedIn Enrichment Pipelines in 2026

The actual failure modes behind large profile enrichment runs, and why session discipline matters more than scrape speed.

LinkedInAnti-detection
MixedRead →
Case Study Deep Dives7 min

How We Reduced Court Filing Monitoring to Under 2 Minutes

From manual case checks to a daily automated monitor with dedup and per-court checkpoints.

Court dataAutomation
Founders & OpsRead →
Data Strategy8 min

API vs Custom Scraper for Competitive Pricing Monitoring

A practical decision framework: where API endpoints save time, where custom extraction is still mandatory, and how to avoid expensive hybrids.

API strategyPricing intelligence
MixedRead →
Anti-Bot & Execution10 min

Cloudflare + DataDome: Practical Anti-Bot Playbook

The controls that improve extraction stability in production: request pacing, identity consistency, and challenge-aware retry policy.

CloudflareDataDome
Developers & Data TeamsRead →
Data Strategy6 min

How to Scope Scraping Projects Without Budget Drift

The exact scoping checklist that prevents vague estimates, surprise blockers, and rework-heavy handoffs.

Project scopingDelivery
Founders & OpsRead →

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Go to the data hub for field-level breakdowns, sample files, and delivery guidance by platform and industry.

Open Data HubBrowse Industry Use Cases