Advanced Time-Series Data Management Framework

Create a specialized time-series data management system for PHP that efficiently handles high-volume, time-based data storage and retrieval. Design a solution that supports automatic data partitioning, intelligent data retention policies, and optimized storage mechanisms for time-series datasets. Implement advanced querying capabilities, including complex temporal aggregations, sliding window analyses, and efficient compression techniques. Provide robust support for IoT, monitoring, and log management use cases.