Insights on restaurant health data, food safety compliance, and building trust through transparency.
A complete developer guide covering authentication, all four core endpoints, response structure, error handling with exponential backoff, and production caching patterns for health inspection data.
Read More →NYC uses letter grades, LA uses percentages, Chicago uses pass/fail. Here is the methodology for converting all of them into a single 0-100 score - with formula, weights, and edge case handling.
Read More →Multi-unit operators can use third-party inspection data to catch compliance gaps between internal audits. A practical guide to building a franchise health dashboard with automated alerts.
Read More →Side-by-side breakdown of how six major US jurisdictions score restaurants - with equivalency tables, score distribution differences, and why raw cross-city comparison doesn't work.
Read More →What to show, how to handle stale data, legal considerations, and UX patterns that convert. A product guide for delivery platforms adding health score features without creating liability.
Read More →A technical and financial analysis of building scrapers vs. buying a normalized API. Covers the real engineering costs, portal realities for all 10 major jurisdictions, and a 3-year TCO comparison.
Read More →Database schema, Node.js sync job, API response handling, Redis caching, React badge component, geo search integration - everything needed to ship health scores in your delivery app.
Read More →How CRE brokers use inspection history to assess tenant risk, structure lease covenants, and run automated portfolio monitoring. Includes red flag thresholds and sample lease language.
Read More →Architecture, pseudocode, and alert logic for a weekly automated sweep of 200+ franchise locations. Covers Slack/Jira integration, tiered alert thresholds, and FDD compliance benefits.
Read More →How food service insurers use normalized inspection scores to price policies accurately, identify high-risk accounts before claims occur, and build portfolio-level risk intelligence.
Read More →A practical guide to looking up any restaurant's health inspection score by name and address. Covers the lookup endpoint, response fields, JavaScript and Python code samples, match handling, and when to fall back to geo search.
Read More →Step-by-step guide to building a health inspection dashboard for restaurant chains. Database schema, Node.js sync job, React sortable table with grade badges, and CSV export - everything needed to monitor dozens of locations at once.
Read More →Build a weekly cron job that detects when a monitored restaurant's health score drops or grade changes, then fires Slack and email alerts. Includes alert history schema, cooldown logic, and severity routing tiers.
Read More →What separates a critical violation from a non-critical one, how each affects a normalized score (-25 vs -5 pts), real examples from NYC, Chicago, and LA, and how to surface violation breakdown in your application UI.
Read More →Eight industries using health inspection data - from food delivery badges and franchise QA to CRE due diligence, insurance pricing, corporate dining, and data journalism. Specific data needs and endpoints for each use case.
Read More →How to handle stale data, missing jurisdictions, fuzzy matching failures, caching TTLs, and score interpretation caveats in production applications. The guide every developer building on public inspection data needs to read.
Read More →Where to place health grade badges, what information to show, A/B test hypotheses, legal considerations for displaying government data, React badge component, and the competitive advantage of transparency.
Read More →Full TypeScript tutorial covering the HealthScoreService module, a grade badge component, a name-based search screen, a GPS-powered geo search screen using expo-location, and AsyncStorage caching for offline resilience.
Read More →How corporate procurement teams vet caterers and commissary kitchens using normalized inspection scores, trend slopes, and violation breakdowns. Includes a composite vendor scorecard, geo discovery, and approval workflow code.
Read More →How hotel chains monitor restaurant, bar, and banquet kitchen inspection scores across properties. Geo discovery of all licensed F&B outlets, GM alert thresholds, brand standards trend reporting, and CMBS covenant applications.
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