File-to-Dataset Ingestion & Normalization Pipeline

Use this Actor to monitor dataset diff and change changes and return decision-ready change signals. Compare two Apify datasets or inline snapshots and explain added, removed, and changed records plus field-level change frequencies.

Use this Actor to analyze dataset deduplication and merge and return decision-ready structured signals. Find duplicate groups in Apify datasets, quantify duplicate risk, and generate deterministic merge recommendations without mutating the source.

Use this Actor to monitor social bio positioning change changes and return decision-ready change signals. Track how brands and executives reposition themselves across recurring social-profile snapshots.

Use this Actor to analyze b2b case study customer win/loss and return decision-ready structured signals. Compare recurring vendor case-study and customer-story datasets to detect newly won customers, vanished references, use-case shifts, and proof momentum.

Use this Actor to monitor dataset freshness and sla compliance changes and return decision-ready change signals. Measure dataset recency against a timestamp field and enforce freshness, minimum-volume, and recent-item SLA thresholds for scheduled pipelines.

Use this Actor to monitor dataset schema drift and contract changes and return decision-ready change signals. Detect top-level field additions, removals, and type changes in Apify datasets with deterministic schema fingerprints and optional pipeline stopping.

Use this Actor to analyze foreclosure filing acceleration and return decision-ready structured signals. Turn foreclosure and court-record snapshots into property, lender and geography-level filing acceleration and distress intelligence.

Use this Actor to analyze llm model pricing, deprecation and migration and return decision-ready structured signals. Track model pricing, deprecations, context and availability changes across AI providers, then rank migration risk, cost impact and replacement priorities.

Use this Actor to analyze warn layoff and corporate distress and return decision-ready structured signals. Turn WARN layoff notices into company-level layoff acceleration, affected-headcount, geographic concentration and distress signals.

Use this Actor to analyze issuer credit and debt stress and return decision-ready structured signals. Detect issuer downgrade momentum, rating outlook shifts and debt-stress changes from recurring rating and financial datasets.