Data Coverage & Compliance

Data collection looks simple until your engineers are spending half their week maintaining broken connectors. Here's what the cost of social data complexity does to your roadmap, and your business.

The social data API evaluation guide for engineering leads and data teams: coverage depth, data quality, SLA terms, GDPR compliance, hidden costs, and the red flags that should end an evaluation.

Silent deduplication errors, schema drift, rate limits with no fallback — here are six targeted fixes for the failure modes that show up most in social data pipelines, with exactly how to implement them.

(And what does that mean for the data you're building on?)

Your social data probably isn't as representative as you think. This post gives you a 5-step audit to find out what's missing — and what it's costing you.

Web scraping legality explained: what the law allows, what it prohibits, and how to stay compliant.