How do you handle platform API changes or restrictions?

Proactive management of platform dynamics: **Monitoring & Detection** - API change monitoring systems - Platform policy tracking - Developer community engagement - Early warning indicators - Impact assessment protocols **Response Strategy** *Immediate Actions (0-24 hours)* - Issue identification and verification - Impact scope assessment - Temporary workaround deployment - Customer notification - Internal team alert *Short-Term Response (1-7 days)* - Alternative data source activation - Methodology adjustment - Data gap mitigation - Customer communication updates - Timeline estimation *Long-Term Solution (1-4 weeks)* - Permanent solution development - Platform relationship management - Compliance verification - Quality assurance testing - Full deployment and validation **Redundancy Measures** - Multiple data collection methods - Licensed data partnerships - Public data alternatives - Cached historical data - Predictive gap-filling **Communication Protocol** - Status page updates - Email notifications for significant changes - Account manager outreach for enterprise clients - Transparent impact explanations - Regular progress updates **Platform Relationships** - Direct platform partnerships where possible - Developer program participation - Policy compliance teams - Legal review of data practices - Ethical data collection standards **Customer Protections** - Service level agreements (SLAs) - Data continuity guarantees - Compensation for extended outages - Alternative insight provision - Contract flexibility **Recent Adaptations** - Xiaohongshu API v2 migration (completed) - Douyin data policy updates (adapted) - WeChat access changes (mitigated) - Baidu search algorithm updates (integrated) We've successfully navigated every major platform change while maintaining data continuity for our clients.