Each state's child-care licensing department publishes inspection data through their open-data portal or as a periodic CSV download. Texas DFPS, California DSS, New York OCFS, and Illinois DCFS all run substantial public feeds. Most SleekRank setups federate data from multiple states to cover a region, normalizing schema differences across the various department conventions for inspection records.

Refresh cadence varies. Texas and California push updates weekly. Most states refresh monthly. A few refresh only quarterly. Most SleekRank setups configure a 30-day cache for the per-facility page while running a daily or weekly import on the bulk feed so new inspections flow into the corpus within one cache cycle of the state drop.

Use facility-name plus city plus state, like little-stars-learning-center-austin-tx. Daycare names collide constantly (every state has multiple Bright Horizons centers). The city plus state segment keeps slugs unique. Some setups append a stable license number from the state feed when the name-city combination is still ambiguous across daycares.

Most states license both home-based providers and center-based facilities under separate rule sets with different capacity limits and inspection requirements. Add a facility_type field per row (home, center, family-group) and render the type as a primary badge on each page. The URL pattern stays consistent across all license types within the state's child-care regulatory framework.

Most states expose the inspection record as JSON in the feed, which is what most parents want anyway (date, violations, corrective actions). Some states also link to a PDF of the actual inspection sheet. Render the structured data inline and link to the PDF as a secondary asset rather than embedding the PDF, which loads slowly and hurts mobile performance.

Care.com runs a per-facility directory but does not surface inspection records as a primary feature. Daycare-finder sites focus on enrollment matching. SleekRank gives the operator a dedicated page per daycare with full inspection history, which ranks for the long-tail daycare-name plus inspection queries that parents run while doing their final due diligence before enrollment.

Pre-K programs in public schools fall under the state education department rather than the child-care licensing department, so they have separate inspection feeds (or none at all). Private preschools often fall under the same licensing as daycares but with different age-group designations. Add a program_type field to keep daycares, preschools, and pre-K visually distinguished on each page.

SleekRank stores each resolved row in wp_sleek_rank_items at roughly 5-15 KB per daycare depending on inspection-history depth. Six hundred thousand rows is a 3-9 GB MySQL footprint, manageable on a standard production server. Most teams start with a single state and expand outward as the corpus proves out organic equity gains across the regional rollout.